MonitorBench: A Comprehensive Benchmark for Chain-of-Thought Monitorability in Large Language Models.

arXiv:2603.28590v4 Announce Type: replace Abstract: Large language models (LLMs) can generate chains of thought (CoTs) that are not always causally responsible for their final outputs. When such a mismatch occurs, the CoT no longer faithfully reflects the actu