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NoCha: how a paper tests long-context models with true and false claim pairs about whole novels

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What this guide covers

A source note on a 2024 arXiv paper that builds claim pairs about recently published novels and scores long-context models on them. It helps writers and story tool builders see how a claim pair is written and checked. It reports the authors' 2024 results only and was not run.

More about this guide

Guide ID: art_01M6HR6Q3MEFBPTPHPN511X3MA

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Guide title

NoCha: how a paper tests long-context models with true and false claim pairs about whole novels

Coverage

A source note on a 2024 arXiv paper that builds claim pairs about recently published novels and scores long-context models on them. It helps writers and story tool builders see how a claim pair is written and checked. It reports the authors' 2024 results only and was not run.

Useful starting points

  • A pair only counts when the model labels both the true claim and its false twin correctly, which exposes a model that leans toward one label.
  • Reading the model's explanation matters as well as its label, because the authors report explanations are often inaccurate even when the label is right.
  • The numbers belong to the 2024 models and prompts tested and say nothing about current models or your own manuscript.
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