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Cheap Jev verifier nearly matches GPT-6 Astra accuracy but approves more unsupported RAG claims

1 article1 sourcesince Oct 27Last article

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A paper tests Jev, a small verifier that returns only a label and probability, against GPT-6 Astra on 495 human-labelled RAG claims.

Jev reaches accuracy within 0.6 points of Astra's at 187 times lower cost, according to the study as reported by Rohan Paul on X.

Jev approves 23.2% of unsupported claims, compared with 14.1% for Astra. The authors say teams should measure how often a checker approves unsupported claims, because headline accuracy hides that gap.

Written by AI from the articles below · updated Oct 27, 6:44 AM ET

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Oct 27
  1. Rohan PaulX
    Cheap verifier Jev nearly matches GPT-6 Astra on RAG claim checks

    AIA paper tests Jev, a model that returns only a label and probability, against GPT-6 Astra on 495 human-labelled RAG claims. Jev lands within 0.6 points of Astra's accuracy at 187 times lower cost, but approves 23.2% of unsupported claims versus Astra's 14.1%. The authors say teams should measure how often a checker approves unsupported claims, since headline accuracy hides that gap.

    Image from @rohanpaul_ai's post

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