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Position: Semantic Uncertainty Measures Disagreement, Not Reliability
Semantic uncertainty measures answer disagreement rather than reliability, as valid answers vary and repeated errors appear certain; a bias-uncertainty decomposition separates variability from systematic error to improve evaluation.
Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 11 of 20 reviewers recommend it
lenient 5/5
medium 5/10
strict 1/5