ChaosBench-Logic v2: Evaluating LLM Logical Reasoning over Dynamical Systems at Scale.

arXiv:2605.24305v2 Announce Type: replace-cross Abstract: Standard accuracy on binary reasoning benchmarks hides critical failure modes: prior collapse, inconsistency under paraphrase, and inability to reason about parameter-dependent dynamics. We present Chao