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Video Question Answering research benchmarks – Page 9 · SOTA2 Research

Video Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

65.3Accuracy (All)

12

Apr 1, 2026

71.2Accuracy

12

Feb 26, 2026

PhyVLLM-finetune

0.793Avg Score

12

Feb 26, 2026

Qwen3-VL8B + OutRo

46.76Average Score

12

Mar 17, 2026

Gemini-3.0-Flash

76.1Accuracy

12

Feb 26, 2026

TGIF-QA-R (test)

0.665Action Accuracy

12

Feb 26, 2026

44.35Model-as-Judge Score

12

Feb 26, 2026

INST-IT Bench Video

81MC Q&A Accuracy

12

Feb 26, 2026

57.8Object Relations Acc

12

Feb 26, 2026

Video-ChatGPT benchmark zero-shot (test)

3.07CI

12

Feb 26, 2026

AGQA-Decomp 1.0 (test)

63.75c-F1

12

Feb 26, 2026

EgoTaskQA (normal)

47.32Accuracy (World)

12

Feb 26, 2026

49.4Accuracy

12

Mar 5, 2026

63.36Binary Accuracy

12

Feb 26, 2026

SUTD-TrafficQA Setting-1/4

95.43Accuracy

12

Feb 26, 2026

TGIF-QA v2 (test)

68.2Action Acc

12

Feb 26, 2026

36.7p@1

11

Jul 7, 2026

40.3P@1

11

Jul 7, 2026

67.9p@1

11

Jul 7, 2026

67.7P@1

11

Jul 7, 2026

52.5Average Accuracy

11

Jul 2, 2026

45.68Strict Acc (Desc.)

11

Jun 24, 2026

MedVideoCap zero-shot

90.6Accuracy (%)

11

Jun 16, 2026

HOIGen zero-shot

86.9Accuracy

11

Jun 16, 2026

85.5Accuracy

11

Mar 6, 2026

Page 9 of 18

Popular datasets

Video-MME VideoMME NExT-QA EgoSchema TGIF-QA

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