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LLM+P: Empowering Large Language Models

with Optimal Planning Proﬁciency

†Bo Liu∗,

†Yuqian Jiang∗,

‡Xiaohan Zhang

†Qiang Liu,

‡Shiqi Zhang, †Joydeep Biswas,
Department of Computer Science

†Peter Stone

†University of Texas at Austin,

{bliu, lqiang, joydeep, pstone}@cs.utexas.edu

jiangyuqian@utexas.edu, {xzhan244,zhangs}@binghamton.edu

‡State University of New York at Binghamton
LLM+P- Empowering Large Language Models with Optimal Planning Proficiency