2 papers
cs.CL2026
Strong Reasoning Isn't Enough: Evaluating Evidence Elicitation in Interactive Diagnosis
Zhuohan Long, Zhijie Bao, Zhongyu Wei
Interactive medical consultation requires an agent to proactively elicit missing clinical evidence under uncertainty. Yet existing evaluations largely remain static or outcome-cent…
cs.CR2025
How Jailbreak Defenses Work and Ensemble? A Mechanistic Investigation
Zhuohang Long, Siyuan Wang, Shujun Liu +3
Jailbreak attacks, where harmful prompts bypass generative models' built-in safety, raise serious concerns about model vulnerability. While many defense methods have been proposed,…