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When LLM judges agree, should we believe them?

Source
amazon.science
Date
Why it matters

Judge panels that share a prompt template or model family repeat each other's blind spots, so majority vote overstates confidence. This method scores judge correlation and reweights accordingly, beating accuracy-weighted voting by 9–14%.

Terms in this piece · Glossary
  • LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.
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