Auditing Tool Traces in Agentic LLMs: Source Localization and Counterfactual Dependence Testing.

arXiv:2610.25540v1 Announce Type: new Abstract: Agentic LLMs increasingly support scientific prediction by grounding decisions in external evidence. In biology, they promise accurate, interpretable predictions for important problems by integrating complex expe