Xin-Xin Fan

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

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 whether ordinary reasoning failures and adversarially induced failures can be characterized using the same internal co...