@article{whenagentsovertrustenvironmentalevidence, title = {When Agents Overtrust Environmental Evidence: An Extensible Agentic Framework for Benchmarking Evidence-Grounding Defects in LLM Agents}, author = {Strick Sheng and Ziyue Wang and Liyi Zhou}, year = {2026}, eprint = {2605.08828}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.08828}, }