Strained coherence flagged by Claude judge on 44 coding trajectories predicts failure (94% vs 46%, p=0.003), with partial replication on second model.
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cs.LG 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Faithful chain-of-thought routes answer-relevant information through the CoT path, measured via sufficiency, completeness and necessity with entropy, masked-KL and gradient diagnostics, and improved by information-flow interventions during verifier-based RL.
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Strained Coherence: A Pre-Failure Signal in Coding Agent Execution Trajectories
Strained coherence flagged by Claude judge on 44 coding trajectories predicts failure (94% vs 46%, p=0.003), with partial replication on second model.
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Faithfulness as Information Flow: Evaluating and Training Faithful Chain-of-Thought Reasoning
Faithful chain-of-thought routes answer-relevant information through the CoT path, measured via sufficiency, completeness and necessity with entropy, masked-KL and gradient diagnostics, and improved by information-flow interventions during verifier-based RL.