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Factuality Detection research benchmarks · SOTA2 Research

Factuality Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Short-form QA (Average of NQ, PopQA, TriviaQA, SimpleQA) (test)

FRANQ condition-calibrated

71.1PR-AUC

60

Apr 20, 2026

TriviaQA-generated Fact Dataset topic-wise leave-one-out strategy 1.0

63.9Accuracy (billturnbull)

20

Feb 26, 2026

86.6Score

12

Jun 25, 2026

90.8Score

12

Jun 25, 2026

TriviaQA (test)

85.5AUROC

8

Mar 18, 2026

74.8AUROC

8

Mar 18, 2026

HotpotQA (test)

73.3AUROC

8

Mar 18, 2026

Multiple TriviaQA, HotpotQA, CSQA

72.9Average AUROC

4

Mar 18, 2026

Popular datasets

TriviaQA CSQA HotpotQA Multiple Short-form QA

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