Counting Clues: A Lightweight Probabilistic Baseline Can Match an LLM.

arXiv:2512.12868v2 Announce Type: replace-cross Abstract: Large language models (LLMs) excel on multiple-choice clinical diagnosis benchmarks, yet it is unclear how much of this performance reflects underlying probabilistic reasoning. We study this through que