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factuality benchmark

LongFact

LongFact evaluates factual precision over long-form generations containing many individual claims. Each claim is extracted and verified, and the model is scored on claim-level precision, measuring whether extended responses introduce unsupported or false statements.

Updated Aug 11, 2026

Models1
Model coverage1
MetricScore
EvidenceB

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LongFact Ranking

Higher score ranks better on this benchmark.

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01MIMAI-Thinking-1Microsoft98.0%100.0%1CAug 11, 2026

LongFact Highlights

The leading models and scores on this benchmark.

Rank #1MAI-Thinking-198.0%

What is LongFact?

What LongFact measures and how its scores work.

LongFact evaluates factual precision over long-form generations containing many individual claims. Each claim is extracted and verified, and the model is scored on claim-level precision, measuring whether extended responses introduce unsupported or false statements.

Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.

Family
LongFact
Modality
text
Primary category
factuality
Score direction
higher
LLMBoard eligible
No
Evaluation key
longfact|llm-stats-current

Benchmark scores retain their original unit. Overall score eligibility is shown separately.

FAQ

Common questions about LongFact.

Which model scores highest on LongFact?

MAI-Thinking-1 is currently ranked first with 98.0%.

What does LongFact measure?

LongFact evaluates factual precision over long-form generations containing many individual claims. Each claim is extracted and verified, and the model is scored on claim-level precision, measuring whether extended responses introduce unsupported or false statements.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

1 model results are currently shown.

Does this benchmark affect the overall score?

No. This benchmark is shown for reference but does not contribute to the overall score.