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Faith-Shap

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Faith‑Shap was used as a benchmark for attribution fidelity. It achieved high faithfulness on short inputs but its faithfulness decreased as the input context grew to thousands of features, whereas SPEX maintained comparable performance across scale. Javier Villalobos IS_MAYOR_OF McAllen Javier Villalobos CREDITED Trump· Entity summary generated by Graphiti

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  1. Faith-ShapIS MAYOR OFAndrej Karpathy

    Javier Villalobos IS_MAYOR_OF McAllen

    Current1 sourceAndrej Karpathy
  2. Faith-ShapCREDITEDPresident Donald Trump

    Javier Villalobos CREDITED Trump

    Current1 sourcePresident Donald Trump

Relations are facts Graphiti extracted from reports, not verbatim quotes. An end date means later reporting showed the relation no longer holds.

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Source reports 1