一作ICML 2026Poster· Deep Learning / Large Language Models
Demystifying Scientific Problem-Solving in LLMs by Probing Knowledge and Reasoning
Alan Li · Yixin Liu · Arpan Sarkar · Doug Downey · Arman Cohan
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Alan Li · Yixin Liu · Arpan Sarkar · Doug Downey · Arman Cohan
Asaf Yehudai · Lilach Eden · Alan Li · Guy Uziel · Yilun Zhao · Roy Bar-Haim · Arman Cohan · Michal Shmueli-Scheuer
LLM-based agents represent a paradigm shift in AI, enabling autonomous systems to plan, reason, and use tools while interacting with dynamic environments. This paper provides the first comprehensive survey of evaluation methods for these increasingly capable agents. We analyze the field of agent...