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Medical Hallucination Checks Moved Into One Pass

Lightweight uncertainty heads used frozen attention maps and token probabilities for Persian medical claims.

Published Updated Story ID: mp-2026-10-05-019
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Summary

Lightweight uncertainty heads used frozen attention maps and token probabilities for Persian medical claims.

Held-out PR-AUC reached 0.4820 and 0.4652—2.30 and 2.66 times the respective random baselines—without retrieval or repeated sampling; the authors flag small tests and automatic labels.

Why it matters

Lightweight uncertainty heads used frozen attention maps and token probabilities for Persian medical claims.

Limits and context

No additional limitation was separately recorded.

Key claims

  1. Lightweight uncertainty heads used frozen attention maps and token probabilities for Persian medical claims.

    Evidence: source-2026-10-05-021

Sources

  1. arXiv preprint 2610.03482arXiv · primary research

Corrections

No corrections have been recorded for this story.