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18454559. LARGE LANGUAGE MODEL SUMMARIZATION (Capital One Services, LLC)

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LARGE LANGUAGE MODEL SUMMARIZATION

Organization Name

Capital One Services, LLC

Inventor(s)

Samuel Sharpe of Cambridge MA (US)

Brian Barr of Schenectady NY (US)

LARGE LANGUAGE MODEL SUMMARIZATION

This abstract first appeared for US patent application 18454559 titled 'LARGE LANGUAGE MODEL SUMMARIZATION

Original Abstract Submitted

A method and related system operations for summarizing information includes determining a plurality of local explainability parameters for a set of inputs using a local explainability model for a prediction model. The method further includes generating a plurality of feature effect indicators for a target prediction and generating a plurality of phrases based on the plurality of feature effect indicators by using a text generation model. The method further includes generating a summarization using a large language model based on the plurality of phrases.

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