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

Failures in language model reasoning emerge through distinct processes that leave identifiable token-level signatures. These failures are characterized as "committed failure" or "persistent uncertainty", and understanding these signatures helps distinguish failing from successful completions across various configurations.