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Papers Benchmarks Datasets Tasks

Question Answering research benchmarks – Page 21 · SOTA2 Research

Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

2WikiMultihopQA

62.5Accuracy

25

Feb 26, 2026

Three-Stage Fine-Tuning Method

83.1Accuracy

25

Feb 26, 2026

40.1Accuracy

25

Feb 26, 2026

86.7Accuracy (CSQA)

24

Jun 30, 2026

71.4Exact Match

24

Jun 16, 2026

72.9Accuracy

24

Jun 12, 2026

dense alignment

94.37Accuracy

24

Jun 12, 2026

Faster Cascades

62Accuracy

24

Jun 11, 2026

Average (NQ, TabMWP, HotpotQA, TriviaQA, TriState)

38.42EM

24

Jun 11, 2026

66.75EM

24

Jun 11, 2026

Natural Questions (NQ)

36.71EM

24

Jun 11, 2026

64.92EM

24

Jun 11, 2026

ChGK questions (test)

Qwen3-235B-A22B-Thinking-2507

44.23Accuracy

24

Jun 1, 2026

96.08Single-hop Score

24

May 28, 2026

Dynamic Evidence Streams

57.7Accuracy

24

May 22, 2026

75Accuracy

24

May 12, 2026

HotpotQA (test)

37.623EM

24

Jun 30, 2026

Average (TVQA, SciQ, NQ-Open) (test)

74.26Precision

24

Apr 14, 2026

SciQ In-Domain (test)

83.68Precision

24

Apr 14, 2026

Sports understanding

68.4Accuracy

24

Apr 10, 2026

74.3Accuracy

24

Apr 10, 2026

Multi-objective QA

ECHO w/ Top-K retrieval

47.7Score (2 Objectives)

24

Jul 1, 2026

81.91Multi-hop Accuracy (Cat1)

24

May 18, 2026

15 Domain-Specific Knowledge Tasks (test)

78.4FiQA Accuracy

24

Mar 31, 2026

79.62Accuracy

24

Mar 23, 2026

Page 21 of 122

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