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Question Answering research benchmarks – Page 111 · SOTA2 Research

Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

2Wiki 1,000 samples (test)

0.388F1 Score

3

Feb 26, 2026

MuSiQue 1,000 samples (test)

37.9F1 Score

3

Feb 26, 2026

91Accuracy

3

Feb 26, 2026

56Accuracy

3

Feb 26, 2026

MultiExpertQA All

78F1 Score

3

Feb 26, 2026

81Coverage

3

Feb 26, 2026

PubHealth (test)

SFT (DataFlow-Knowledge)

40.86Accuracy

3

Feb 26, 2026

SFT (DataFlow-Knowledge)

68.33Accuracy

3

Feb 26, 2026

105.67Latency (s)

3

Feb 26, 2026

97.71Latency (s)

3

Feb 26, 2026

112.36Latency (s)

3

Feb 26, 2026

114.73Latency (s)

3

Feb 26, 2026

10.66Avg Relative Improvement

3

Feb 26, 2026

SimpleQA (test)

SFT-DPO + General Data

4.05SimpleQA Score

3

Feb 26, 2026

Post-wildfire assessment Objects (test)

58Accuracy

3

Feb 26, 2026

Post-wildfire assessment Burn scars (test)

50Accuracy

3

Feb 26, 2026

Land-cover composition (test)

0.642Accuracy

3

Feb 26, 2026

34.2Accuracy

3

Feb 26, 2026

26.6EM

3

Feb 26, 2026

72.5Accuracy

3

Feb 26, 2026

72.88Answer EM

3

Feb 26, 2026

HotpotQA 16k sequence length (test)

72.88Answer EM

3

Feb 26, 2026

HotpotQA 12k sequence length (test)

73.5Answer EM

3

Feb 26, 2026

HotpotQA 8k sequence length (test)

74.1Answer EM

3

Feb 26, 2026

Reflective Confidence

69.5EM

3

Feb 26, 2026

Page 111 of 122

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