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minimal-overconfidence

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chigwell / verify-response

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A new package enables users to provide text inputs and receive reliably structured responses that clearly present key information with confidence indicators, reducing misunderstanding and overconfiden

data-extraction content-matching consistent-output reliable-summarization text-input-processing confidence-indicators format-verification dependable-insights transparent-outputs domain-specific-applications minimal-overconfidence misinformation-reduction accuracy-assurance
  • Updated Dec 21, 2025
  • Python

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