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#eval-methodology

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chain-of-thought process-reward-models gsm8k reasoning-faithfulness format-confound benchmarking

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Models & Research

The Last Word Often Wins: A Format Confound Inflates Chain-of-Thought Corruption Robustness Scores

A format confound in CoT corruption benchmarks—suffix sensitivity collapsed 19× when final-answer text was stripped—means published faithfulness scores are inflated.
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