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Papers Benchmarks Datasets Tasks

Faithfulness Detection research benchmarks · SOTA2 Research

Faithfulness Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

61.7F1 Score

10

May 27, 2026

83.2F1 Score

10

May 27, 2026

93.5Accuracy

10

May 27, 2026

90.3Accuracy

10

May 27, 2026

In-domain Step-level Benchmark Agent

80.2FF1

10

May 27, 2026

In-domain Step-level Benchmark Knowledge

83.4FF1

10

May 27, 2026

In-domain Step-level Benchmark Reasoning

84.5FF1

10

May 27, 2026

Step-level Benchmark In-domain Math

84.2FF1

10

May 27, 2026

1M4

6

Apr 28, 2026

LatentAudit Mistral-7B (evaluation)

94AUROC

6

Apr 8, 2026

LatentAudit Qwen-2.5-7B (evaluation)

94.5AUROC

6

Apr 8, 2026

LatentAudit Llama-3-8B (evaluation set)

0.948AUROC

6

Apr 8, 2026

MiniCheck-Flan-T5-L

69.9Balanced Accuracy (CNN)

4

Jun 12, 2026

Multi-Role Red Teaming Architecture

7.9Best ASR

1

Jun 25, 2026

Popular datasets

LatentAudit In-domain Step-level Benchmark FEVER PROCESSBENCH AggreFact

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