BeliefTrack Optimizes LLM Belief States to Cut Reasoning Failures by 70%

When should LLMs update, preserve, or ignore information? Contextual Belief Management is what long-horizon reasoning was missing. We introduce BeliefTrack—and show that optimizing belief states cuts reasoning failures by over 70%.