Shunyu Yao

FireAct: Toward Language Agent Fine-tuning

2023 · arXiv (Cornell University)

Recent efforts have augmented language models (LMs) with external tools or environments, leading to the development of language agents that can reason and act. However, most of these agents rely on few-shot prompting techniques with …

Tree of Thoughts: Deliberate Problem Solving with Large Language Models

2023 · arXiv (Cornell University)

Language models are increasingly being deployed for general problem solving across a wide range of tasks, but are still confined to token-level, left-to-right decision-making processes during inference. This means they can fall short in tasks …