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Absolute scoring - #139

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Gaudy Blanco (gaudyb) wants to merge 12 commits into
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absolute_scoring
Open

Gaudy Blanco (gaudyb) wants to merge 12 commits into
mainfrom
absolute_scoring

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@gaudyb

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  • Add calibrated absolute answer scoring with a reusable, frozen five-level quality scale.

  • Introduce absolute-calibrate to rank overlapping answer batches, calculate Elo ratings, map results to levels 1–5, and select percentile exemplars for each criterion.

  • Introduce absolute-score to classify unseen answers against frozen exemplars using either one pass or three-pass voting, with confidence, evidence, rationale, and insufficient-evidence reporting.

  • Add concurrency-safe caching for calibration rankings and scoring judgments, including credential-safe configuration fingerprints and lease handling.

  • Add configuration scaffolding, local/blob storage support, CSV/JSON outputs, model-usage reporting, and a baseline notebook comparing calibrated scoring with repeated direct judgments.

  • Document the complete calibration and scoring workflow and add a minor-release note.

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