Zero Gap Is Not Restoration: Stratified Per-Question Probability Evaluation and Step-wise Mitigation of Benchmark Contamination

Zero Gap Is Not Restoration: Stratified Per-Question Probability Evaluation and Step-wise Mitigation of Benchmark Contamination

Proposed SA-PPG metric and RailCap decoding intervention more accurately assess and reduce benchmark contamination in pretrained models.

Hugging Face · Daily Papers ·Ruijie Hou, Yueyang Jiao · ·▲ 3 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Ruijie Hou, Yueyang Jiao, Zhao Wang, Yingming Li

  • 3 upvotes da comunidade
  • Temas: contamination mitigation evaluation, G-AP, SA-PPG, per-question probability gaps, RailCap, greedy trajectory

Resumo

Resumo original (em inglês), extraído do paper:

Proposed SA-PPG metric and RailCap decoding intervention more accurately assess and reduce benchmark contamination in pretrained models.

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