BWhat changed
Short-form factuality benchmark with independently checked answers and explicit correct/incorrect/not-attempted judgments; later SimpleQA Verified filters redundancy, balances topics and reconciles sources.
Scientific scope
Short-form factuality benchmark with independently checked answers and explicit correct/incorrect/not-attempted judgments; later SimpleQA Verified filters redundancy, balances topics and reconciles sources. Original and independently authored Verified refinement are bundled with separate source bylines, not an invented joint paper. Short factoid performance does not establish long-form factuality; adversarial filtering, source errors and autorater uncertainty remain.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Original and independently authored Verified refinement are bundled with separate source bylines, not an invented joint paper. Short factoid performance does not establish long-form factuality; adversarial filtering, source errors and autorater uncertainty remain.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
- Measuring short-form factuality in large language models
- SimpleQA Verified: A Reliable Factuality Benchmark to Measure Parametric Knowledge
- Introducing SimpleQA
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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