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cs.LG2026
The Last Word Often Wins: A Format Confound in Chain-of-Thought Corruption Studies
Gabriel Garcia
Corruption studies, the standard tool for evaluating chain-of-thought (CoT) faithfulness, infer which steps are ``computationally important'' from accuracy loss when steps are corr…
cs.LG2026
The Right Answer, the Wrong Direction: Why Transformers Fail at Counting and How to Fix It
Gabriel Garcia
Large language models often fail at simple counting tasks, even when items to count are in the prompt. We investigate whether this failure occurs because transformers do not repres…