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cs.CL2026
Would You Walk to the Car Wash? Salience Bias in LLM Commonsense Reasoning
Zheng Wu, Chenhao Xue, Shijie Zheng +3
Despite advances in complex reasoning, large language models (LLMs) can prioritize explicit input conditions over implicit task prerequisites. In everyday commonsense reasoning, th…
cs.CL2026
OS-SPEAR: A Toolkit for the Safety, Performance,Efficiency, and Robustness Analysis of OS Agents
Zheng Wu, Yi Hua, Zhaoyuan Huang +8
The evolution of Multimodal Large Language Models (MLLMs) has shifted the focus from text generation to active behavioral execution, particularly via OS agents navigating complex G…