作者位次 #2/7ACL 2026Findings· Findings of ACL
Faithfulness vs. Safety: Evaluating LLM Behavior Under Counterfactual Medical Evidence
Kaijie Mo · Siddhartha Venkatayogi · Chantal Shaib · Ramez Kouzy · Wei Xu · Byron C Wallace · Junyi Jessy Li
摘要
In high-stakes domains like medicine, it may be generally desirable for models to faithfully adhere to the context provided. But what happens if the context does not align with model priors or safety protocols? In this paper, we investigate how LLMs behave and reason when presented with counterfa...