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Product-of-Experts Training Reduces Dataset Artifacts in Natural Language Inference

arXiv cs.CL · 2026-04-22 Cached

This paper proposes Product-of-Experts (PoE) training to reduce dataset artifacts in Natural Language Inference, downweighting examples where biased models are overconfident. PoE nearly preserves accuracy on SNLI (89.10% vs. 89.30%) while reducing bias reliance by ~4.85 percentage points.

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