AICLLGMar 7, 2024

Can Large Language Models Reason and Plan?

arXiv:2403.04121v2146 citationsh-index: 24Ann n y Acad Sci
AI Analysis

This addresses a fundamental limitation in AI reasoning for researchers and developers, but it is incremental as it builds on existing skepticism about LLM capabilities.

The paper investigates whether large language models (LLMs) can reason and plan, finding that they lack the capability for self-critiquing to correct errors, unlike humans.

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.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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