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A unified, from-scratch PyTorch zoo of 9 entity-alignment models (JAPE, GCN-Align, BootEA, NAEA, KECG, AliNet, MRAEA, RREA, DGMC) reproduced on DBP15K — one data layer, one metrics module, one trainer pattern, with paper-vs-repo results and documented deviations.