How Language Models Fail: Token-Level Signatures of Committed and Persistent Reasoning Failures

In three linesStudy of reasoning failure signatures in language models using token-level uncertainty signals. Two modes identified: committed failure (early lock onto incorrect path) and persistent uncertainty (accumulation throughout trace). Framework validated across 23 model-dataset configurations with implications for self-consistency.

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