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Video Question Answering research benchmarks – Page 10 · SOTA2 Research

Video Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

53.19ALL

11

Jul 7, 2026

35.3Accuracy

11

Feb 26, 2026

32.1Accuracy

11

Jun 1, 2026

33.8Score

11

Feb 26, 2026

60.2Score

11

Feb 26, 2026

ActivityNet-200 Fine-grained 1.0 (test)

3.23Correctness

11

Feb 26, 2026

VideoQA Average

3.51Score

11

Apr 28, 2026

SSV2-QA LLaVA-Hound out-of-domain (test)

37.9Accuracy

11

Feb 26, 2026

TGIF-QA LLaVA-Hound out-of-domain (test)

65.5Accuracy

11

Feb 26, 2026

MSRVTT-QA LLaVA-Hound out-of-domain (test)

59.3Accuracy

11

Feb 26, 2026

MSVD-QA LLaVA-Hound out-of-domain (test)

67.2Accuracy

11

Feb 26, 2026

WebVid-QA LLaVA-Hound in-domain (test)

71.5Accuracy

11

Feb 26, 2026

VIDAL-QA LLaVA-Hound in-domain (test)

68.5Accuracy

11

Feb 26, 2026

ActivityNet-QA LLaVA-Hound in-domain (test)

68.5Accuracy

11

Feb 26, 2026

EgoSchema Zero-shot

81.8Accuracy

11

Feb 26, 2026

MovieChat long video 1K (test)

3.11CI Score

11

Feb 26, 2026

45.3VQA Accuracy

11

Feb 26, 2026

MSVD-QA zero-shot

73.5Accuracy

10

Jun 23, 2026

48.78Accuracy (Tech & Science)

10

May 19, 2026

EgoSchema Total

60.1Score

10

May 12, 2026

80.1Score

10

Apr 21, 2026

59.13Overall Score

10

Jul 7, 2026

94.05Accuracy (All)

10

Feb 26, 2026

72Accuracy

10

Feb 26, 2026

75VQA Score (All)

10

Feb 26, 2026

Page 10 of 18

Popular datasets

Video-MME VideoMME NExT-QA EgoSchema TGIF-QA

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