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Document Ordering on Document Ordering 16–20 pages (test)

0.515Kendall's TauSpecialized PR (Direct)
-0.017480.120760.2590.39724Feb 11, 2026

Evaluation results

MethodLinks
Specialized PR (Direct)Params=~2.6B2026.020.515
Pointer LSTMParams=9.5M2026.020.461
Pointer MLPParams=3.1M2026.020.448
BiLSTM PositionParams=3.7M2026.020.402
Specialized PR (Curriculum)Params=~2.6B2026.020.379
Pairwise RankingParams=531M2026.020.3
seq2seq (sinusoidal)Params=45M2026.020.197
seq2seq (learned)Params=45M2026.020.094
TSP NNParams=02026.020.093
seq2seq (no position)Params=45M2026.020.051
Greedy NNParams=02026.020.045
RandomParams=02026.020.003