What is recorded here?
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.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
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.
Read the original work
- Measuring short-form factuality in large language models
- SimpleQA Verified: A Reliable Factuality Benchmark to Measure Parametric Knowledge
- Introducing SimpleQA
This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.
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People and systems
Jason Wei; Nguyen Karina; Hyung Won Chung; Yunxin Joy Jiao; Spencer Papay; Amelia Glaese; John Schulman; William Fedus; Lukas Haas; Gal Yona; Giovanni D’Antonio; Sasha Goldshtein; Dipanjan Das
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.
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English catalogue narrative
Measuring short-form factuality in large language models
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
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.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Jason Wei; Nguyen Karina; Hyung Won Chung; Yunxin Joy Jiao; Spencer Papay; Amelia Glaese; John Schulman; William Fedus; Lukas Haas; Gal Yona; Giovanni D’Antonio; Sasha Goldshtein; Dipanjan Das
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.