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Papers Benchmarks Datasets Tasks

Truthfulness Detection research benchmarks · SOTA2 Research

Truthfulness Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

71.97TQA Accuracy

16

Jun 29, 2026

HaluEval (test)

93.89QA Accuracy

16

Jun 29, 2026

79.68TQA Score

9

Jun 29, 2026

True-False dataset

71.47Animals

7

Feb 26, 2026

LLM Response Scenarios ambiguous lie (test)

68Accuracy

2

Feb 27, 2026

LLM Response Scenarios ambiguous truthful reply (test)

85Truthfulness Accuracy

2

Feb 27, 2026

LLM Response Scenarios unambiguous lie (test)

91Accuracy (Test)

2

Feb 27, 2026

LLM Response Scenarios unambiguous truthful reply (test)

97Truthfulness Accuracy

2

Feb 27, 2026

LLM Response Scenarios ambiguous lie LLaMA3-8B-Instruct (test)

—

—Accuracy

0

Feb 26, 2026

LLM Response Scenarios ambiguous truthful reply LLaMA3-8B-Instruct (test)

—

—Accuracy

0

Feb 26, 2026

LLM Response Scenarios unambiguous lie LLaMA3-8B-Instruct (test)

—

—Accuracy

0

Feb 26, 2026

LLM Response Scenarios unambiguous truthful reply LLaMA3-8B-Instruct (test)

—

—Accuracy

0

Feb 26, 2026

Popular datasets

LLM Response Scenarios NoVo HaluEval True-False

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