MonitorBench: A Comprehensive Benchmark for Chain-of-Thought Monitorability in Large Language Models
MonitorBench systematically evaluates Chain-of-Thought (CoT) monitorability in LLMs by testing how well reasoning surfaces critical decision factors. The benchmark uses diverse tasks and stress tests to show that monitorability is conditional, maximizing when factors shape intermediate steps rather than just the final answer.