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Why Large Language Models Fail at Tabular Prediction

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Why Large Language Models Fail at Tabular Prediction
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This is an academic listing for a research paper titled 'Why Large Language Models Fail at Tabular Prediction' by Marta Garnelo and colleagues. The paper explores the limitations of LLMs when applied to structured data tasks.

Why it matters

Understanding the limitations of LLMs in tabular data is critical for businesses and researchers attempting to apply AI to traditional database and spreadsheet tasks.

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Focus to learn more arXiv-issued DOI via DataCite (pending registration) Submission history From: Marta Garnelo [ view email ] [v1] Mon, 3 Aug 2026 15:52:51 UTC (10,846 KB) Full-text links: Access Paper: View a PDF of the paper titled Why Large Language Models Fail at Tabular Prediction, by Marta Garnelo and 1 other authors View PDF HTML (experimental) TeX Source view license Current browse context: cs.LG < prev | next > new | recent | 2026-08 Change to browse by: cs References & Citations NASA ADS Google Scholar Semantic Scholar export BibTeX citation Loading... BibTeX formatted citation loading... Data provided by: Bookmark Bibliographic Tools Bibliographic and Citation Tools Bibliographic Explorer Toggle Bibliographic Explorer ( What is the Explorer? ) Connected Papers Toggle Connected Papers ( What is Connected Papers? ) Litmaps Toggle Litmaps ( What is Litmaps? ) scite.ai Toggle scite Smart Citations ( What are Smart Citations?

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