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Mike Young
Mike Young

Posted on • Originally published at aimodels.fyi

AI Models Can Now Predict Why Scientists Cite Research Papers, Study Shows

This is a Plain English Papers summary of a research paper called AI Models Can Now Predict Why Scientists Cite Research Papers, Study Shows. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.

Overview

  • Research evaluates how well Large Language Models (LLMs) can predict citation intent
  • Tests both in-context learning and fine-tuning approaches
  • Compares performance across multiple open-source LLMs
  • Focuses on academic citation classification tasks
  • Examines models' ability to understand why authors cite other papers

Plain English Explanation

When academics write papers, they cite other research for different reasons - sometimes to build on previous work, sometimes to criticize it, and sometimes just to provide background information. This study tests whether AI language models can figure out why authors are citing ...

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