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cs.CL2026
Same Patient, Different Order: Action-Level Reliability of Clinical LLM Agents Under Repeated Runs
Rohith Reddy Bellibatlu, Manpreet Singh, Zhoutian Han +1
A clinical agent benchmark can report the same verdict on identical inputs while the agent files a materially different order on each run. Such agents order tests, request medicati…
cs.CL2026
Instability Floors: Separating Bias from Noise in Fairness Audits of Clinical LLM Agents with FairMedAgent
Rohith Reddy Bellibatlu, Manpreet Singh, Deepak Parashar +1
Counterfactual fairness audits of clinical language-model agents report a flip rate: how often an action changes when only the patient's demographic descriptor changes. Part of tha…
cs.CL2026
JudgeSense: A Benchmark for Prompt Sensitivity in LLM-as-a-Judge Systems
Rohith Reddy Bellibatlu, Edward Raff, Wenbin Zhang
Large language models are widely used to judge the output of other language models, yet whether a judge returns the same verdict when the same request is worded differently remains…