Uncovering Why LLMs Fail: From Internal Mechanisms to Adversarial Reasoning Trajectories.

arXiv:2610.37369v2 Announce Type: replace Abstract: Large language models (LLMs) are usually evaluated by final-output correctness or safety, yet an endpoint label does not reveal how a failure develops throughout the reasoning process. We therefore ask whethe