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This page measures whether each model actually follows that context — not whether it translates well, which is a different question. The sibling<!-- --> <a href="/batch-eval">batch eval</a> measures structural integrity and cost; this one measures obedience.</p><h2>How it is measured</h2><p>The core metric is a <strong>differential</strong>. An engineered corpus is translated twice through the production pipeline — once <em>bare</em> (no context) and once<!-- --> <em>steered</em> (terms + voice profile + instruction, injected exactly as production injects them) — and both passes are scored with kapi’s own deterministic check tools (term-check, dnt-check, brand-vocab-check, pattern-check). Two numbers fall out per dimension: <strong>absolute adherence</strong> (did the steered output satisfy the requirement) and <strong>lift</strong> (steered minus bare — how much the context moved the model). Lift is the decision-relevant one: a model with high absolute adherence but no lift already “knew” it, and our context earns no credit. A model with high lift is genuinely <em>steerable</em>, which is what context injection is buying.</p><p>Every fixture is a trap: a naive translation violates the context. A mandated term whose natural rendering differs from the mandate, a product name that reads like a common noun, casual English tempting an informal register, a source that ends in the exclamation mark the instruction forbids. There are distractors (a lowercase “compass” that is a real compass and must be translated) and declared-winner conflicts (the terms store pins a compound containing a forbidden word — the pin wins, and the scorer knows it). Results are reported <strong>per dimension</strong> — terminology, voice, instruction — never as one collapsed score: a model can be excellent at terminology and poor at voice, and the collapsed number would hide the thing you would act on.</p><p>The deterministic checks are the backbone. The genuinely subjective remainder of voice — register, naturalness, restraint — is scored by a cross-family LLM judge under a fixed yes/no rubric, blind to which model and which variant produced a text, and its scores are published only once judge–human agreement has been measured above a stated bar. Until then, judged numbers stay in the record but off this page.</p><h2>What the measurement found</h2><p>The most steerable model measured is <strong>eu.anthropic.claude-sonnet-4-6</strong> (<!-- -->en-GB<!-- -->), which the context moved by <strong>+70.0pp</strong> overall.<!-- --> <!-- -->Every measured model shows positive lift — the context earns its tokens everywhere.<!-- --> <!-- -->The weakest dimension with context applied is<!-- --> <strong>terminology</strong> at <!-- -->98.7<!-- -->% steered adherence — the ceiling context injection currently hits.</p><section><h2>Target <!-- -->de<!-- --> <span style="font-weight:400;font-size:0.85rem;color:var(--ifm-color-emphasis-600)">measured <!-- -->2026-07-17<!-- --> · <!-- -->20 fixtures, 32 checks (17 terminology, 7 voice, 8 instruction)<!-- --> · corpus <code>041e6a648e6c</code></span></h2><svg viewBox="0 0 720 654" style="width:100%;height:auto;overflow:visible" role="img" aria-label="Adherence without context (open dot) to 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fill="#b279a2"><title></title></circle></g><g><text x="142" y="376" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-pro-preview</text><line x1="458.57142857142856" x2="690" y1="372" y2="372" stroke="#72b7b2" stroke-width="2.5" opacity="0.75"></line><circle cx="458.57142857142856" cy="372" r="4.5" fill="var(--ifm-background-color)" stroke="#72b7b2" stroke-width="2"><title></title></circle><circle cx="690" cy="372" r="4.5" fill="#72b7b2"><title></title></circle></g><g><text x="142" y="402" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.5-flash</text><line x1="458.57142857142856" x2="690" y1="398" y2="398" stroke="#ff9da6" stroke-width="2.5" opacity="0.75"></line><circle cx="458.57142857142856" cy="398" r="4.5" fill="var(--ifm-background-color)" stroke="#ff9da6" stroke-width="2"><title></title></circle><circle cx="690" cy="398" r="4.5" fill="#ff9da6"><title></title></circle></g><g><text x="0" y="446" font-size="12" font-weight="600" fill="var(--ifm-color-emphasis-800)">instruction</text><text x="142" y="446" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">eu.anthropic.claude-sonnet-4-6</text><line x1="285" x2="690" y1="442" y2="442" stroke="#4c78a8" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="442" r="4.5" fill="var(--ifm-background-color)" stroke="#4c78a8" stroke-width="2"><title></title></circle><circle cx="690" cy="442" r="4.5" fill="#4c78a8"><title></title></circle></g><g><text x="142" y="472" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">haiku</text><line x1="285" x2="622.5" y1="468" y2="468" stroke="#f58518" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="468" r="4.5" fill="var(--ifm-background-color)" stroke="#f58518" stroke-width="2"><title></title></circle><circle cx="622.5" cy="468" r="4.5" fill="#f58518"><title></title></circle></g><g><text x="142" y="498" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">opus</text><line x1="285" x2="690" y1="494" y2="494" stroke="#54a24b" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="494" r="4.5" fill="var(--ifm-background-color)" stroke="#54a24b" stroke-width="2"><title></title></circle><circle cx="690" cy="494" r="4.5" fill="#54a24b"><title></title></circle></g><g><text x="142" y="524" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">sonnet</text><line x1="285" x2="622.5" y1="520" y2="520" stroke="#e45756" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="520" r="4.5" fill="var(--ifm-background-color)" stroke="#e45756" stroke-width="2"><title></title></circle><circle cx="622.5" cy="520" r="4.5" fill="#e45756"><title></title></circle></g><g><text x="142" y="550" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-flash-lite</text><line x1="285" x2="690" y1="546" y2="546" stroke="#b279a2" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="546" r="4.5" fill="var(--ifm-background-color)" stroke="#b279a2" stroke-width="2"><title></title></circle><circle cx="690" cy="546" r="4.5" fill="#b279a2"><title></title></circle></g><g><text x="142" y="576" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-pro-preview</text><line x1="285" x2="690" y1="572" y2="572" stroke="#72b7b2" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="572" r="4.5" fill="var(--ifm-background-color)" stroke="#72b7b2" stroke-width="2"><title></title></circle><circle cx="690" cy="572" r="4.5" fill="#72b7b2"><title></title></circle></g><g><text x="142" y="602" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.5-flash</text><line x1="285" x2="690" y1="598" y2="598" stroke="#ff9da6" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="598" r="4.5" fill="var(--ifm-background-color)" stroke="#ff9da6" stroke-width="2"><title></title></circle><circle cx="690" cy="598" r="4.5" fill="#ff9da6"><title></title></circle></g></svg><div style="display:flex;gap:16px;flex-wrap:wrap;margin:4px 0 8px"><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#4c78a8;display:inline-block"></span>eu.anthropic.claude-sonnet-4-6<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->bedrock<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#f58518;display:inline-block"></span>haiku<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->claude-code<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#54a24b;display:inline-block"></span>opus<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->claude-code<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#e45756;display:inline-block"></span>sonnet<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->claude-code<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#b279a2;display:inline-block"></span>gemini-3.1-flash-lite<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->gemini<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#72b7b2;display:inline-block"></span>gemini-3.1-pro-preview<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->gemini<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#ff9da6;display:inline-block"></span>gemini-3.5-flash<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->gemini<!-- -->)</span></span><span style="font-size:0.82rem;color:var(--ifm-color-emphasis-600)">open dot = without context · filled dot = with context</span></div><table style="width:100%;border-collapse:collapse;font-size:0.9rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">Model</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">terminology<!-- --> lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">voice<!-- --> lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">instruction<!-- --> lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">overall lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">context tok/pass</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift / 1k ctx tok</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered $/pass</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">eu.anthropic.claude-sonnet-4-6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+47.1pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+42.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+53.1pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">213</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+249.4pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.021</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">haiku</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+47.1pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+28.6pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+62.5pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+46.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">opus</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+41.2pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+42.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">sonnet</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+47.1pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+42.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+62.5pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">gemini-3.1-flash-lite</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+35.3pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+42.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+46.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">178</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+263.3pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.0015</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">gemini-3.1-pro-preview</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+44.1pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+42.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+51.6pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">178</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+289.7pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.011</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">gemini-3.5-flash</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+41.2pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+42.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">178</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+280.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.0079</td></tr></tbody></table><h3 style="margin-top:24px">Per-trap breakdown</h3><p style="font-size:0.9rem;color:var(--ifm-color-emphasis-700)">Adherence with context, by the kind of trap the fixture set. A model can hold the terms and still translate the product name; this is where that shows.</p><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">eu.anthropic.claude-sonnet-4-6<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">bedrock<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">33%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+66.7pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">haiku<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">claude-code<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;color:#d65a5a">67%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+66.7pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">33%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;color:#d65a5a">67%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+33.3pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">opus<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">claude-code<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">13%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+87.5pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">33%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+66.7pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">sonnet<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">claude-code<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;color:#d65a5a">67%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+66.7pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">33%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+66.7pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">gemini-3.1-flash-lite<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">gemini<!-- --> · <!-- -->2<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">12</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;color:#d65a5a">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">−100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">16</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">13%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+87.5pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">33%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+66.7pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">gemini-3.1-pro-preview<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">gemini<!-- --> · <!-- -->2<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">12</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">16</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;color:#d65a5a">50%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">−50.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">33%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+66.7pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">gemini-3.5-flash<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">gemini<!-- --> · <!-- -->2<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">12</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">16</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">13%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+87.5pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">33%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+66.7pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div></section><section><h2>Target <!-- -->en-GB<!-- --> <span style="font-weight:400;font-size:0.85rem;color:var(--ifm-color-emphasis-600)">measured <!-- -->2026-07-17<!-- --> · <!-- -->16 fixtures, 20 checks (3 terminology, 5 voice, 12 instruction)<!-- --> · corpus <code>600fac47f9dc</code></span></h2><svg viewBox="0 0 720 654" style="width:100%;height:auto;overflow:visible" role="img" aria-label="Adherence without context (open dot) to adherence with context (filled dot), one row per model per dimension"><g><line x1="150" x2="150" y1="24" y2="624" stroke="var(--ifm-color-emphasis-300)" stroke-width="1"></line><text x="150" y="640" text-anchor="middle" font-size="11" fill="var(--ifm-color-emphasis-600)">0<!-- -->%</text></g><g><line x1="285" x2="285" y1="24" y2="624" stroke="var(--ifm-color-emphasis-300)" stroke-width="1" stroke-dasharray="3 3"></line><text x="285" y="640" text-anchor="middle" font-size="11" fill="var(--ifm-color-emphasis-600)">25<!-- -->%</text></g><g><line x1="420" x2="420" y1="24" y2="624" stroke="var(--ifm-color-emphasis-300)" stroke-width="1" stroke-dasharray="3 3"></line><text x="420" y="640" text-anchor="middle" font-size="11" fill="var(--ifm-color-emphasis-600)">50<!-- -->%</text></g><g><line x1="555" x2="555" y1="24" y2="624" stroke="var(--ifm-color-emphasis-300)" stroke-width="1" stroke-dasharray="3 3"></line><text x="555" y="640" text-anchor="middle" font-size="11" fill="var(--ifm-color-emphasis-600)">75<!-- -->%</text></g><g><line x1="690" x2="690" y1="24" y2="624" stroke="var(--ifm-color-emphasis-300)" stroke-width="1"></line><text x="690" y="640" text-anchor="middle" font-size="11" fill="var(--ifm-color-emphasis-600)">100<!-- -->%</text></g><g><text x="0" y="46" font-size="12" font-weight="600" fill="var(--ifm-color-emphasis-800)">terminology</text><text x="142" y="46" text-anchor="end" font-size="11" 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fill="var(--ifm-color-emphasis-800)">voice</text><text x="142" y="246" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">eu.anthropic.claude-sonnet-4-6</text><line x1="150" x2="690" y1="242" y2="242" stroke="#4c78a8" stroke-width="2.5" opacity="0.75"></line><circle cx="150" cy="242" r="4.5" fill="var(--ifm-background-color)" stroke="#4c78a8" stroke-width="2"><title></title></circle><circle cx="690" cy="242" r="4.5" fill="#4c78a8"><title></title></circle></g><g><text x="142" y="272" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">haiku</text><line x1="150" x2="690" y1="268" y2="268" stroke="#f58518" stroke-width="2.5" opacity="0.75"></line><circle cx="150" cy="268" r="4.5" fill="var(--ifm-background-color)" stroke="#f58518" stroke-width="2"><title></title></circle><circle cx="690" cy="268" r="4.5" fill="#f58518"><title></title></circle></g><g><text x="142" y="298" text-anchor="end" font-size="11" 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r="4.5" fill="#ff9da6"><title></title></circle></g><g><text x="0" y="446" font-size="12" font-weight="600" fill="var(--ifm-color-emphasis-800)">instruction</text><text x="142" y="446" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">eu.anthropic.claude-sonnet-4-6</text><line x1="420" x2="690" y1="442" y2="442" stroke="#4c78a8" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="442" r="4.5" fill="var(--ifm-background-color)" stroke="#4c78a8" stroke-width="2"><title></title></circle><circle cx="690" cy="442" r="4.5" fill="#4c78a8"><title></title></circle></g><g><text x="142" y="472" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">haiku</text><line x1="420" x2="645" y1="468" y2="468" stroke="#f58518" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="468" r="4.5" fill="var(--ifm-background-color)" stroke="#f58518" stroke-width="2"><title></title></circle><circle cx="645" cy="468" r="4.5" fill="#f58518"><title></title></circle></g><g><text x="142" y="498" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">opus</text><line x1="420" x2="690" y1="494" y2="494" stroke="#54a24b" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="494" r="4.5" fill="var(--ifm-background-color)" stroke="#54a24b" stroke-width="2"><title></title></circle><circle cx="690" cy="494" r="4.5" fill="#54a24b"><title></title></circle></g><g><text x="142" y="524" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">sonnet</text><line x1="420" x2="690" y1="520" y2="520" stroke="#e45756" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="520" r="4.5" fill="var(--ifm-background-color)" stroke="#e45756" stroke-width="2"><title></title></circle><circle cx="690" cy="520" r="4.5" fill="#e45756"><title></title></circle></g><g><text x="142" y="550" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-flash-lite</text><line x1="420" x2="690" y1="546" y2="546" stroke="#b279a2" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="546" r="4.5" fill="var(--ifm-background-color)" stroke="#b279a2" stroke-width="2"><title></title></circle><circle cx="690" cy="546" r="4.5" fill="#b279a2"><title></title></circle></g><g><text x="142" y="576" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-pro-preview</text><line x1="420" x2="690" y1="572" y2="572" stroke="#72b7b2" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="572" r="4.5" fill="var(--ifm-background-color)" stroke="#72b7b2" stroke-width="2"><title></title></circle><circle cx="690" cy="572" r="4.5" fill="#72b7b2"><title></title></circle></g><g><text x="142" y="602" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.5-flash</text><line x1="420" x2="690" y1="598" y2="598" stroke="#ff9da6" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="598" r="4.5" fill="var(--ifm-background-color)" stroke="#ff9da6" stroke-width="2"><title></title></circle><circle cx="690" cy="598" r="4.5" fill="#ff9da6"><title></title></circle></g></svg><div style="display:flex;gap:16px;flex-wrap:wrap;margin:4px 0 8px"><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#4c78a8;display:inline-block"></span>eu.anthropic.claude-sonnet-4-6<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->bedrock<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#f58518;display:inline-block"></span>haiku<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->claude-code<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#54a24b;display:inline-block"></span>opus<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->claude-code<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#e45756;display:inline-block"></span>sonnet<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->claude-code<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#b279a2;display:inline-block"></span>gemini-3.1-flash-lite<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->gemini<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#72b7b2;display:inline-block"></span>gemini-3.1-pro-preview<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->gemini<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#ff9da6;display:inline-block"></span>gemini-3.5-flash<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->gemini<!-- -->)</span></span><span style="font-size:0.82rem;color:var(--ifm-color-emphasis-600)">open dot = without context · filled dot = with context</span></div><table style="width:100%;border-collapse:collapse;font-size:0.9rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">Model</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">terminology<!-- --> lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">voice<!-- --> lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">instruction<!-- --> lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">overall lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">context tok/pass</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift / 1k ctx tok</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered $/pass</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">eu.anthropic.claude-sonnet-4-6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+70.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">150</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+466.7pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.014</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">haiku</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+41.7pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+65.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">opus</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+70.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">sonnet</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+70.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">gemini-3.1-flash-lite</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+70.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">137</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+510.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.0011</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">gemini-3.1-pro-preview</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+70.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">137</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+510.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.0076</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">gemini-3.5-flash</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+70.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">137</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+510.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.0047</td></tr></tbody></table><h3 style="margin-top:24px">Per-trap breakdown</h3><p style="font-size:0.9rem;color:var(--ifm-color-emphasis-700)">Adherence with context, by the kind of trap the fixture set. A model can hold the terms and still translate the product name; this is where that shows.</p><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">eu.anthropic.claude-sonnet-4-6<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">bedrock<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->spelling</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->contractions</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">haiku<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">claude-code<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;color:#d65a5a">67%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+66.7pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->spelling</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->contractions</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">opus<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">claude-code<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->spelling</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->contractions</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">sonnet<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">claude-code<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->spelling</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->contractions</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">gemini-3.1-flash-lite<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">gemini<!-- --> · <!-- -->2<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->spelling</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->contractions</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">gemini-3.1-pro-preview<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">gemini<!-- --> · <!-- -->2<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->spelling</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->contractions</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">gemini-3.5-flash<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">gemini<!-- --> · <!-- -->2<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->spelling</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->contractions</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div></section><section><h2>Target <!-- -->fr<!-- --> <span style="font-weight:400;font-size:0.85rem;color:var(--ifm-color-emphasis-600)">measured <!-- -->2026-07-17<!-- --> · <!-- -->19 fixtures, 31 checks (17 terminology, 6 voice, 8 instruction)<!-- --> · corpus <code>03d3f363988b</code></span></h2><svg viewBox="0 0 720 654" style="width:100%;height:auto;overflow:visible" role="img" aria-label="Adherence without context (open dot) to adherence with context (filled dot), one row per model per dimension"><g><line x1="150" x2="150" y1="24" y2="624" stroke="var(--ifm-color-emphasis-300)" stroke-width="1"></line><text x="150" y="640" text-anchor="middle" font-size="11" fill="var(--ifm-color-emphasis-600)">0<!-- -->%</text></g><g><line x1="285" x2="285" y1="24" y2="624" stroke="var(--ifm-color-emphasis-300)" stroke-width="1" stroke-dasharray="3 3"></line><text x="285" y="640" text-anchor="middle" font-size="11" fill="var(--ifm-color-emphasis-600)">25<!-- -->%</text></g><g><line x1="420" x2="420" y1="24" y2="624" 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y2="346" stroke="#b279a2" stroke-width="2.5" opacity="0.75"></line><circle cx="509.99999999999994" cy="346" r="4.5" fill="var(--ifm-background-color)" stroke="#b279a2" stroke-width="2"><title></title></circle><circle cx="690" cy="346" r="4.5" fill="#b279a2"><title></title></circle></g><g><text x="142" y="376" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-pro-preview</text><line x1="509.99999999999994" x2="690" y1="372" y2="372" stroke="#72b7b2" stroke-width="2.5" opacity="0.75"></line><circle cx="509.99999999999994" cy="372" r="4.5" fill="var(--ifm-background-color)" stroke="#72b7b2" stroke-width="2"><title></title></circle><circle cx="690" cy="372" r="4.5" fill="#72b7b2"><title></title></circle></g><g><text x="142" y="402" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.5-flash</text><line x1="509.99999999999994" x2="690" y1="398" y2="398" stroke="#ff9da6" stroke-width="2.5" opacity="0.75"></line><circle cx="509.99999999999994" cy="398" r="4.5" fill="var(--ifm-background-color)" stroke="#ff9da6" stroke-width="2"><title></title></circle><circle cx="690" cy="398" r="4.5" fill="#ff9da6"><title></title></circle></g><g><text x="0" y="446" font-size="12" font-weight="600" fill="var(--ifm-color-emphasis-800)">instruction</text><text x="142" y="446" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">eu.anthropic.claude-sonnet-4-6</text><line x1="285" x2="690" y1="442" y2="442" stroke="#4c78a8" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="442" r="4.5" fill="var(--ifm-background-color)" stroke="#4c78a8" stroke-width="2"><title></title></circle><circle cx="690" cy="442" r="4.5" fill="#4c78a8"><title></title></circle></g><g><text x="142" y="472" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">haiku</text><line x1="285" x2="690" y1="468" y2="468" stroke="#f58518" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="468" r="4.5" fill="var(--ifm-background-color)" stroke="#f58518" stroke-width="2"><title></title></circle><circle cx="690" cy="468" r="4.5" fill="#f58518"><title></title></circle></g><g><text x="142" y="498" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">opus</text><line x1="285" x2="690" y1="494" y2="494" stroke="#54a24b" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="494" r="4.5" fill="var(--ifm-background-color)" stroke="#54a24b" stroke-width="2"><title></title></circle><circle cx="690" cy="494" r="4.5" fill="#54a24b"><title></title></circle></g><g><text x="142" y="524" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">sonnet</text><line x1="285" x2="690" y1="520" y2="520" stroke="#e45756" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="520" r="4.5" fill="var(--ifm-background-color)" stroke="#e45756" stroke-width="2"><title></title></circle><circle cx="690" cy="520" r="4.5" fill="#e45756"><title></title></circle></g><g><text x="142" y="550" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-flash-lite</text><line x1="285" x2="690" y1="546" y2="546" stroke="#b279a2" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="546" r="4.5" fill="var(--ifm-background-color)" stroke="#b279a2" stroke-width="2"><title></title></circle><circle cx="690" cy="546" r="4.5" fill="#b279a2"><title></title></circle></g><g><text x="142" y="576" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-pro-preview</text><line x1="285" x2="690" y1="572" y2="572" stroke="#72b7b2" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="572" r="4.5" fill="var(--ifm-background-color)" stroke="#72b7b2" stroke-width="2"><title></title></circle><circle cx="690" cy="572" r="4.5" fill="#72b7b2"><title></title></circle></g><g><text x="142" y="602" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.5-flash</text><line x1="285" x2="690" y1="598" y2="598" stroke="#ff9da6" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="598" r="4.5" fill="var(--ifm-background-color)" stroke="#ff9da6" stroke-width="2"><title></title></circle><circle cx="690" cy="598" r="4.5" fill="#ff9da6"><title></title></circle></g></svg><div style="display:flex;gap:16px;flex-wrap:wrap;margin:4px 0 8px"><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#4c78a8;display:inline-block"></span>eu.anthropic.claude-sonnet-4-6<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->bedrock<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#f58518;display:inline-block"></span>haiku<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->claude-code<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#54a24b;display:inline-block"></span>opus<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->claude-code<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#e45756;display:inline-block"></span>sonnet<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->claude-code<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#b279a2;display:inline-block"></span>gemini-3.1-flash-lite<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->gemini<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#72b7b2;display:inline-block"></span>gemini-3.1-pro-preview<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->gemini<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#ff9da6;display:inline-block"></span>gemini-3.5-flash<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->gemini<!-- -->)</span></span><span style="font-size:0.82rem;color:var(--ifm-color-emphasis-600)">open dot = without context · filled dot = with context</span></div><table style="width:100%;border-collapse:collapse;font-size:0.9rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">Model</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">terminology<!-- --> lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">voice<!-- --> lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">instruction<!-- --> lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">overall lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">context tok/pass</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift / 1k ctx tok</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered $/pass</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">eu.anthropic.claude-sonnet-4-6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+52.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+33.3pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+54.8pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">197</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+278.4pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.019</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">haiku</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+52.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+48.4pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">opus</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+52.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+33.3pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+54.8pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">sonnet</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+52.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+33.3pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+54.8pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">gemini-3.1-flash-lite</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+47.1pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+33.3pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+51.6pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">172</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+300.1pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.0014</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">gemini-3.1-pro-preview</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+33.3pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+53.2pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">172</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+309.5pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.0083</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">gemini-3.5-flash</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+52.9pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+33.3pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+54.8pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">172</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+318.8pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.0061</td></tr></tbody></table><h3 style="margin-top:24px">Per-trap breakdown</h3><p style="font-size:0.9rem;color:var(--ifm-color-emphasis-700)">Adherence with context, by the kind of trap the fixture set. A model can hold the terms and still translate the product name; this is where that shows.</p><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">eu.anthropic.claude-sonnet-4-6<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">bedrock<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">haiku<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">claude-code<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">50%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;color:#d65a5a">50%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">opus<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">claude-code<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">sonnet<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">claude-code<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">gemini-3.1-flash-lite<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">gemini<!-- --> · <!-- -->2<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">12</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">16</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;color:#d65a5a">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">gemini-3.1-pro-preview<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">gemini<!-- --> · <!-- -->2<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">12</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">16</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">50%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">gemini-3.5-flash<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">gemini<!-- --> · <!-- -->2<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">12</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">16</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->formality</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab-conflict</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr></tbody></table></div></section><section><h2>Target <!-- -->nb<!-- --> <span style="font-weight:400;font-size:0.85rem;color:var(--ifm-color-emphasis-600)">measured <!-- -->2026-07-17<!-- --> · <!-- -->17 fixtures, 26 checks (16 terminology, 2 voice, 8 instruction)<!-- --> · corpus <code>954c7c2223dd</code></span></h2><svg viewBox="0 0 720 654" style="width:100%;height:auto;overflow:visible" role="img" aria-label="Adherence without context (open dot) to adherence with context (filled dot), one row per model per dimension"><g><line x1="150" x2="150" y1="24" y2="624" stroke="var(--ifm-color-emphasis-300)" stroke-width="1"></line><text x="150" y="640" text-anchor="middle" font-size="11" fill="var(--ifm-color-emphasis-600)">0<!-- -->%</text></g><g><line x1="285" x2="285" y1="24" y2="624" stroke="var(--ifm-color-emphasis-300)" stroke-width="1" stroke-dasharray="3 3"></line><text x="285" y="640" text-anchor="middle" font-size="11" fill="var(--ifm-color-emphasis-600)">25<!-- -->%</text></g><g><line x1="420" x2="420" y1="24" y2="624" stroke="var(--ifm-color-emphasis-300)" stroke-width="1" stroke-dasharray="3 3"></line><text x="420" y="640" text-anchor="middle" font-size="11" fill="var(--ifm-color-emphasis-600)">50<!-- -->%</text></g><g><line x1="555" x2="555" y1="24" y2="624" stroke="var(--ifm-color-emphasis-300)" stroke-width="1" stroke-dasharray="3 3"></line><text x="555" y="640" text-anchor="middle" font-size="11" fill="var(--ifm-color-emphasis-600)">75<!-- -->%</text></g><g><line x1="690" x2="690" y1="24" y2="624" stroke="var(--ifm-color-emphasis-300)" stroke-width="1"></line><text x="690" y="640" text-anchor="middle" font-size="11" fill="var(--ifm-color-emphasis-600)">100<!-- -->%</text></g><g><text x="0" y="46" font-size="12" font-weight="600" fill="var(--ifm-color-emphasis-800)">terminology</text><text x="142" y="46" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">eu.anthropic.claude-sonnet-4-6</text><line x1="420" x2="690" y1="42" y2="42" stroke="#4c78a8" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="42" r="4.5" fill="var(--ifm-background-color)" stroke="#4c78a8" stroke-width="2"><title></title></circle><circle cx="690" cy="42" r="4.5" fill="#4c78a8"><title></title></circle></g><g><text x="142" y="72" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">haiku</text><line x1="420" x2="690" y1="68" y2="68" stroke="#f58518" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="68" r="4.5" fill="var(--ifm-background-color)" stroke="#f58518" stroke-width="2"><title></title></circle><circle cx="690" cy="68" r="4.5" fill="#f58518"><title></title></circle></g><g><text x="142" y="98" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">opus</text><line x1="420" x2="690" y1="94" y2="94" stroke="#54a24b" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="94" r="4.5" fill="var(--ifm-background-color)" stroke="#54a24b" stroke-width="2"><title></title></circle><circle cx="690" cy="94" r="4.5" fill="#54a24b"><title></title></circle></g><g><text x="142" y="124" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">sonnet</text><line x1="420" x2="690" y1="120" y2="120" stroke="#e45756" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="120" r="4.5" fill="var(--ifm-background-color)" stroke="#e45756" stroke-width="2"><title></title></circle><circle cx="690" cy="120" r="4.5" fill="#e45756"><title></title></circle></g><g><text x="142" y="150" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-flash-lite</text><line x1="420" x2="656.25" y1="146" y2="146" stroke="#b279a2" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="146" r="4.5" fill="var(--ifm-background-color)" stroke="#b279a2" stroke-width="2"><title></title></circle><circle cx="656.25" cy="146" r="4.5" fill="#b279a2"><title></title></circle></g><g><text x="142" y="176" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-pro-preview</text><line x1="420" x2="690" y1="172" y2="172" stroke="#72b7b2" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="172" r="4.5" fill="var(--ifm-background-color)" stroke="#72b7b2" stroke-width="2"><title></title></circle><circle cx="690" cy="172" r="4.5" fill="#72b7b2"><title></title></circle></g><g><text x="142" y="202" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.5-flash</text><line x1="420" x2="690" y1="198" y2="198" stroke="#ff9da6" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="198" r="4.5" fill="var(--ifm-background-color)" stroke="#ff9da6" stroke-width="2"><title></title></circle><circle cx="690" cy="198" r="4.5" fill="#ff9da6"><title></title></circle></g><g><text x="0" y="246" font-size="12" font-weight="600" fill="var(--ifm-color-emphasis-800)">voice</text><text x="142" y="246" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">eu.anthropic.claude-sonnet-4-6</text><line x1="420" x2="690" y1="242" y2="242" stroke="#4c78a8" stroke-width="2.5" opacity="0.75"></line><circle cx="420" cy="242" r="4.5" fill="var(--ifm-background-color)" stroke="#4c78a8" stroke-width="2"><title></title></circle><circle cx="690" cy="242" r="4.5" fill="#4c78a8"><title></title></circle></g><g><text x="142" y="272" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">haiku</text><line x1="150" x2="690" y1="268" y2="268" stroke="#f58518" stroke-width="2.5" opacity="0.75"></line><circle cx="150" cy="268" r="4.5" fill="var(--ifm-background-color)" stroke="#f58518" stroke-width="2"><title></title></circle><circle cx="690" cy="268" r="4.5" fill="#f58518"><title></title></circle></g><g><text x="142" y="298" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">opus</text><line x1="150" x2="690" y1="294" y2="294" stroke="#54a24b" stroke-width="2.5" opacity="0.75"></line><circle cx="150" cy="294" r="4.5" fill="var(--ifm-background-color)" stroke="#54a24b" stroke-width="2"><title></title></circle><circle cx="690" cy="294" r="4.5" fill="#54a24b"><title></title></circle></g><g><text x="142" y="324" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">sonnet</text><line x1="150" x2="690" y1="320" y2="320" stroke="#e45756" stroke-width="2.5" opacity="0.75"></line><circle cx="150" cy="320" r="4.5" fill="var(--ifm-background-color)" stroke="#e45756" stroke-width="2"><title></title></circle><circle cx="690" cy="320" r="4.5" fill="#e45756"><title></title></circle></g><g><text x="142" y="350" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-flash-lite</text><line x1="150" x2="690" y1="346" y2="346" stroke="#b279a2" stroke-width="2.5" opacity="0.75"></line><circle cx="150" cy="346" r="4.5" fill="var(--ifm-background-color)" stroke="#b279a2" stroke-width="2"><title></title></circle><circle cx="690" cy="346" r="4.5" fill="#b279a2"><title></title></circle></g><g><text x="142" y="376" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-pro-preview</text><line x1="150" x2="690" y1="372" y2="372" stroke="#72b7b2" stroke-width="2.5" opacity="0.75"></line><circle cx="150" cy="372" r="4.5" fill="var(--ifm-background-color)" stroke="#72b7b2" stroke-width="2"><title></title></circle><circle cx="690" cy="372" r="4.5" fill="#72b7b2"><title></title></circle></g><g><text x="142" y="402" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.5-flash</text><line x1="150" x2="690" y1="398" y2="398" stroke="#ff9da6" stroke-width="2.5" opacity="0.75"></line><circle cx="150" cy="398" r="4.5" fill="var(--ifm-background-color)" stroke="#ff9da6" stroke-width="2"><title></title></circle><circle cx="690" cy="398" r="4.5" fill="#ff9da6"><title></title></circle></g><g><text x="0" y="446" font-size="12" font-weight="600" fill="var(--ifm-color-emphasis-800)">instruction</text><text x="142" y="446" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">eu.anthropic.claude-sonnet-4-6</text><line x1="285" x2="690" y1="442" y2="442" stroke="#4c78a8" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="442" r="4.5" fill="var(--ifm-background-color)" stroke="#4c78a8" stroke-width="2"><title></title></circle><circle cx="690" cy="442" r="4.5" fill="#4c78a8"><title></title></circle></g><g><text x="142" y="472" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">haiku</text><line x1="285" x2="690" y1="468" y2="468" stroke="#f58518" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="468" r="4.5" fill="var(--ifm-background-color)" stroke="#f58518" stroke-width="2"><title></title></circle><circle cx="690" cy="468" r="4.5" fill="#f58518"><title></title></circle></g><g><text x="142" y="498" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">opus</text><line x1="285" x2="622.5" y1="494" y2="494" stroke="#54a24b" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="494" r="4.5" fill="var(--ifm-background-color)" stroke="#54a24b" stroke-width="2"><title></title></circle><circle cx="622.5" cy="494" r="4.5" fill="#54a24b"><title></title></circle></g><g><text x="142" y="524" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">sonnet</text><line x1="285" x2="690" y1="520" y2="520" stroke="#e45756" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="520" r="4.5" fill="var(--ifm-background-color)" stroke="#e45756" stroke-width="2"><title></title></circle><circle cx="690" cy="520" r="4.5" fill="#e45756"><title></title></circle></g><g><text x="142" y="550" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-flash-lite</text><line x1="285" x2="690" y1="546" y2="546" stroke="#b279a2" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="546" r="4.5" fill="var(--ifm-background-color)" stroke="#b279a2" stroke-width="2"><title></title></circle><circle cx="690" cy="546" r="4.5" fill="#b279a2"><title></title></circle></g><g><text x="142" y="576" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.1-pro-preview</text><line x1="285" x2="690" y1="572" y2="572" stroke="#72b7b2" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="572" r="4.5" fill="var(--ifm-background-color)" stroke="#72b7b2" stroke-width="2"><title></title></circle><circle cx="690" cy="572" r="4.5" fill="#72b7b2"><title></title></circle></g><g><text x="142" y="602" text-anchor="end" font-size="11" fill="var(--ifm-color-emphasis-700)">gemini-3.5-flash</text><line x1="285" x2="690" y1="598" y2="598" stroke="#ff9da6" stroke-width="2.5" opacity="0.75"></line><circle cx="285" cy="598" r="4.5" fill="var(--ifm-background-color)" stroke="#ff9da6" stroke-width="2"><title></title></circle><circle cx="690" cy="598" r="4.5" fill="#ff9da6"><title></title></circle></g></svg><div style="display:flex;gap:16px;flex-wrap:wrap;margin:4px 0 8px"><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#4c78a8;display:inline-block"></span>eu.anthropic.claude-sonnet-4-6<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->bedrock<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#f58518;display:inline-block"></span>haiku<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->claude-code<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#54a24b;display:inline-block"></span>opus<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->claude-code<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#e45756;display:inline-block"></span>sonnet<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->claude-code<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#b279a2;display:inline-block"></span>gemini-3.1-flash-lite<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->gemini<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#72b7b2;display:inline-block"></span>gemini-3.1-pro-preview<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->gemini<!-- -->)</span></span><span style="display:flex;align-items:center;gap:6px;font-size:0.88rem"><span style="width:14px;height:3px;background:#ff9da6;display:inline-block"></span>gemini-3.5-flash<span style="color:var(--ifm-color-emphasis-600)">(<!-- -->gemini<!-- -->)</span></span><span style="font-size:0.82rem;color:var(--ifm-color-emphasis-600)">open dot = without context · filled dot = with context</span></div><table style="width:100%;border-collapse:collapse;font-size:0.9rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">Model</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">terminology<!-- --> lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">voice<!-- --> lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">instruction<!-- --> lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">overall lift</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">context tok/pass</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift / 1k ctx tok</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered $/pass</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">eu.anthropic.claude-sonnet-4-6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+57.7pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">190</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+303.6pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.016</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">haiku</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+61.5pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">opus</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+62.5pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+57.7pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">sonnet</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+61.5pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">—</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">gemini-3.1-flash-lite</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+43.8pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+57.7pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">169</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+341.4pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.0013</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">gemini-3.1-pro-preview</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+61.5pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">169</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+364.1pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.010</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">gemini-3.5-flash</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+75.0pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;font-weight:600">+61.5pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">169</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+364.1pp</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">$0.0067</td></tr></tbody></table><h3 style="margin-top:24px">Per-trap breakdown</h3><p style="font-size:0.9rem;color:var(--ifm-color-emphasis-700)">Adherence with context, by the kind of trap the fixture set. A model can hold the terms and still translate the product name; this is where that shows.</p><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">eu.anthropic.claude-sonnet-4-6<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">bedrock<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">50%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+50.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">haiku<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">claude-code<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">opus<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">claude-code<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;color:#d65a5a">67%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+66.7pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">sonnet<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">claude-code<!-- --> · <!-- -->1<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">3</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">8</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">1</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">gemini-3.1-flash-lite<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">gemini<!-- --> · <!-- -->2<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">12</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums;color:#d65a5a">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">−100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">16</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">gemini-3.1-pro-preview<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">gemini<!-- --> · <!-- -->2<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">12</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">16</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div><div style="margin-bottom:20px"><h4 style="margin-bottom:4px">gemini-3.5-flash<!-- --> <span style="font-weight:400;font-size:0.82rem;color:var(--ifm-color-emphasis-600)">gemini<!-- --> · <!-- -->2<!-- -->× per variant</span></h4><table style="width:100%;border-collapse:collapse;font-size:0.88rem"><thead><tr><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">dimension / kind</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">checks</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">bare</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">steered</th><th style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">lift</th></tr></thead><tbody><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->digits</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->exclamation</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">6</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">instruction<!-- --> / <!-- -->verbatim</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">12</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->dnt-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">16</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">terminology<!-- --> / <!-- -->term-distractor</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">2</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+0.0pp</td></tr><tr><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:left;font-variant-numeric:tabular-nums">voice<!-- --> / <!-- -->vocab</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">4</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">0%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">100%</td><td style="padding:6px 10px;border-bottom:1px solid var(--ifm-table-border-color);text-align:right;font-variant-numeric:tabular-nums">+100.0pp</td></tr></tbody></table></div></section><h2>Reproducing this</h2><p>The harness is <code>scripts/contexteval</code>. A run against the built-in demo stub exercises the harness and measures nothing about any model; such runs are marked<!-- --> <code>simulated</code> and are excluded from every chart on this page. Adherence varies by target language, so the published sweep covers more than one.</p><pre><code>make context-eval                    # demo stub: proves the harness, measures nothing
make context-eval-publish            # the real sweep → this page&#x27;s data</code></pre></main></div><footer class="theme-layout-footer footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class="footer__title">Documentation</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/kapi/get-started/quickstart">Get started</a></li><li class="footer__item"><a class="footer__link-item" href="/kapi/overview">Kapi</a></li><li class="footer__item"><a class="footer__link-item" href="/framework/architecture">Framework</a></li><li class="footer__item"><a class="footer__link-item" href="/kapi/cli">Kapi CLI</a></li><li class="footer__item"><a class="footer__link-item" href="/toolbox/overview">CLI tools</a></li><li class="footer__item"><a class="footer__link-item" href="/react/introduction">Kapi React</a></li><li class="footer__item"><a class="footer__link-item" href="/reference">Reference</a></li><li class="footer__item"><a class="footer__link-item" href="/formats">Format Reference</a></li></ul></div><div class="theme-layout-footer-column col footer__col"><div class="footer__title">More</div><ul class="footer__items clean-list"><li class="footer__item"><a href="https://github.com/neokapi/neokapi" target="_blank" rel="noopener noreferrer" class="footer__link-item">GitHub<svg width="13.5" height="13.5" aria-label="(opens in new tab)" class="iconExternalLink_oqBP"><use href="#theme-svg-external-link"></use></svg></a></li><li class="footer__item"><a href="https://github.com/neokapi/homebrew-tap" target="_blank" rel="noopener noreferrer" class="footer__link-item">Homebrew Tap<svg width="13.5" height="13.5" aria-label="(opens in new tab)" class="iconExternalLink_oqBP"><use href="#theme-svg-external-link"></use></svg></a></li></ul></div></div><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2026 neokapi contributors. Built with Docusaurus. · built 2026-07-26 02:57 UTC · 26464b2</div></div></div></footer></div>
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