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Question Answering research benchmarks – Page 79 · SOTA2 Research

Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

25.07F1 Score

7

Feb 27, 2026

TrivialQA Extreme

40.41F1 Score

7

Feb 27, 2026

TrivialQA Noisy

55.09F1 Score

7

Feb 27, 2026

22.5F1 Score

7

Feb 27, 2026

51,066.2Average Token Count

7

Feb 26, 2026

30,205.1Average Token Count

7

Feb 26, 2026

26,442.6Avg Token Count

7

Feb 26, 2026

32,601.3Avg Answer Token Count

7

Feb 26, 2026

H&S Span Highlighter

1,170Elo Score

7

Feb 26, 2026

Variational Credal

59.8Accuracy

7

Feb 26, 2026

Variational Credal

0.635Accuracy

7

Feb 26, 2026

58.3EM

7

Feb 26, 2026

86.33QA Accuracy

7

Feb 26, 2026

GraphRAG-Benchmark NOVEL

67.6Fact Retrieval

7

Feb 26, 2026

0.698EM

7

Feb 26, 2026

39.7EM

7

Feb 26, 2026

Adjuvant held-out (test)

GAG (Gen+Adj+Mat)

69.17BERTScore

7

Feb 26, 2026

NQ Noisy (test)

37.71F1 Score

7

Feb 27, 2026

30,894.5Avg Token Count

7

Feb 26, 2026

COVID-QA (test)

5.8EM

7

Feb 26, 2026

ConFiQA-QA counterfactual contexts

81.2Accuracy

7

Feb 26, 2026

Meta-chunker-1.5B

27.45ROUGE-L

7

Feb 26, 2026

DuReader (test)

Meta-chunker-1.5B

23.87F1 Score

7

Feb 26, 2026

CRUD Two-hop (test)

23.82BLEU-1

7

Feb 26, 2026

CRUD Single-hop (test)

Meta-chunker-1.5B

0.375BLEU-1

7

Feb 26, 2026

Page 79 of 122

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