Can Large Language Models Reason and Plan?

Abstract

While humans sometimes do show the capability of correcting their own erroneous guesses with self-critiquing, there seems to be no basis for that assumption in the case of LLMs.

arXiv commentarXiv admin note: text overlap with arXiv:2402.01817 (v2 add creative commons attribution to Figure 2 graphic)

References in corpus (3)

• On the Planning Abilities of Large Language Models : A Critical Investigation
• PlanBench: An Extensible Benchmark for Evaluating Large Language Models on Planning and Reasoning about Change
• Leveraging Pre-trained Large Language Models to Construct and Utilize World Models for Model-based Task Planning

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