BayesBench: Evaluating LLM Belief Trajectories Under Multi-Turn Evidence Accumulation

arXiv:2606.30850v1 Announce Type: new Abstract: Large language models LLMs are typically deployed in multiturn conversations, where each turn provides new evidence that should reduce epistemic uncertainty about their environment.