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AI audio summaries of research can help — and err — Level B1 — white printer paper on black wooden table

AI audio summaries of research can help — and errCEFR B1

24 Feb 2026

Adapted from Brandie Jefferson-U. Pittsburgh, Futurity CC BY 4.0

Photo by Kelly Sikkema, Unsplash

Level B1 – Intermediate
3 min
169 words

Ian Flynn, a research assistant professor at the University of Pittsburgh, and Sean Peters, a visiting assistant professor at Middlebury College, studied Google’s NotebookLM. In an October paper in the American Geophysical Union journal Perspectives of Earth and Space Scientists, they describe how NotebookLM turns dense papers into podcast-style audio overviews.

The authors transformed three published papers about volcanism on Mars into NotebookLM audio. The three sources varied: a five-page letter with three figures and one table, a 29-page research paper with nine figures and four tables, and a 23-page review with 11 figures. Flynn and Peters found the overviews engaging, with plain language and useful analogies for teaching.

However, every overview contained errors, often appearing at the end of the audio. Some mistakes were clear overreach, such as inferring liquid water and possible life from a paper that did not claim those conclusions. The authors conclude that the audio overviews can be useful but are not a replacement for critically reading the original material.

Difficult words

  • densehaving many details and hard to read
  • overviewshort summary that shows main points
    overviews
  • transformchange something into a different form
    transformed
  • volcanismactivity related to volcanoes and lava
  • analogycomparison that helps explain an idea
    analogies
  • overreacha claim that goes beyond the evidence
  • inferto form a conclusion from given information
    inferring

Tip: hover, focus or tap highlighted words in the article to see quick definitions while you read or listen.

Discussion questions

  • Have you used audio summaries or podcasts to learn about a topic? When would you trust them?
  • How would you check an audio summary for accuracy before using it for study?
  • Do you prefer reading original papers or listening to summaries? Explain why.

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