2 papers
cs.AI2026
Uncovering Robustness Weaknesses in LLM Agents via Persona Evolution with Task-Integrity Constraints
Yutao Xie, Jingbo Yang, Guanyu Yao +3
Interactive-agent evaluations commonly rely on standardized LLM-based user simulators that exhibit broadly cooperative behavior, potentially overlooking failures that arise under d…
cs.CL2026
CompliBench: Benchmarking LLM Judges for Compliance Violation Detection in Dialogue Systems
Jingbo Yang, Guanyu Yao, Bairu Hou +5
As Large Language Models (LLMs) are increasingly deployed as task-oriented agents in enterprise environments, ensuring their strict adherence to complex, domain-specific operationa…