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Summarization Faithfulness Evaluation research benchmarks · SOTA2 Research

Summarization Faithfulness Evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

96Consistency Score

11

Apr 21, 2026

100 articles (Protocol 1)

19Llama-70B Faithfulness (%)

6

Jun 25, 2026

CNN/DM Within AF (test)

59.2Pairwise Ranking Accuracy

4

Feb 26, 2026

CNN/DM All Pairs (test)

85.27Pairwise Ranking Accuracy

4

Feb 26, 2026

Popular datasets

CNN/DM FeedSum 100 articles

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