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    Language, speech & LLMs· 2021

    Training Verifiers to Solve Math Word Problems

    Karl Cobbe (first author) · 2021

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    arXiv 2110.14168OpenAlex W3210904070

    On the reading lists

    Why it matters

    Introduced GSM8K and demonstrated verification-guided selection of mathematical solutions.

    Condensed from the expert lists' notes.

    The record

    First released
    2021 (from arXiv 2110.14168)
    Citations
    11,365 citations, as counted by Papers With Code (CC BY-SA 4.0)
    Named by
    the chatgpt list only
    Score
    0.336 · computed rank 515 · consensus 0.11, must-read 0, citations percentile 0.865 (2020s · language), awards 0, existing lists 0. Method

    Data sources

    Catalogue data from OpenAlex (CC0), Crossref (CC0 metadata; no abstracts are shown), arXiv, and Papers With Code (CC BY-SA 4.0). Each count names its source. See the method.