Tomcat, an LLM agent using few-shot chain-of-thought or commonsense prompting, matches human performance on intent accuracy, action optimality, and planning optimality in a dynamic collaborative task.
Sbis `a, Speech acts in context, Language & Communication 22 (2002) 421–436
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Theory of Mind in Action: The Instruction Inference Task in Dynamic Human-Agent Collaboration
Tomcat, an LLM agent using few-shot chain-of-thought or commonsense prompting, matches human performance on intent accuracy, action optimality, and planning optimality in a dynamic collaborative task.