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Confidence is theater: benchmarking nine local VLM pipelines on handwritten clinical forms

This story is from 2026-09-15. It is preserved in the archive; the latest stories are on the live feed.

Median self-reported confidence was 0.95 when the model was right — and 0.95 when it was wrong. Everything useful we learned came from making models disagree with each other, not from asking one how sure it felt. Scribe is a local pipeline that turns scanned or photographed handwritten clinical for…

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  1. 2026-09-15 16:29 · DEV Community — Machine Learning
    Confidence is theater: benchmarking nine local VLM pipelines on handwritten clinical forms

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