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Papers Benchmarks Datasets Tasks

Video Question Answering research benchmarks – Page 14 · SOTA2 Research

Video Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

POINTS-Long (focus)

79Accuracy

6

Apr 14, 2026

65.4Accuracy

6

Mar 25, 2026

MMEB Video QA v2 (test)

72.5Average Score

6

Feb 26, 2026

0.863Object Accuracy

6

Feb 26, 2026

Cinepile 2024 (test)

67.1Accuracy

6

Feb 26, 2026

LongVideoBench 1.0 (test)

MiMo-VL-7B + TCS

67.2Accuracy

6

Feb 26, 2026

EgoSchema (val)

81.6Accuracy

6

Feb 26, 2026

LFS + Qwen3-VL-8B

79Accuracy

6

Feb 26, 2026

EgoSchema, MVBench, Next-QA, Video-MME (test)

100Average Accuracy

6

Feb 26, 2026

EgoSchema 2023 (test)

58.55Accuracy

6

Feb 26, 2026

32.4Accuracy

6

Feb 26, 2026

VideoTemp-Bench (Overall)

84.7Accuracy

6

Feb 26, 2026

VideoTemp-Bench >20min

76.1Accuracy

6

Feb 26, 2026

VideoTemp-Bench 10~20min

90Accuracy

6

Feb 26, 2026

VideoTemp-Bench 3~10min

91.3Accuracy

6

Feb 26, 2026

VideoTemp-Bench 0~3min

VideoChat-R1-7B

82Accuracy

6

Feb 26, 2026

Video-MME (test)

40.19Accuracy

6

Feb 26, 2026

ActivityNet-QA multi-event

62.21VQA Accuracy

6

Feb 26, 2026

Perception Test zero-shot few-shot

50.2Accuracy

6

Feb 26, 2026

AGQA-Decomp Novel Composition Setting

36.33Accuracy

6

Feb 26, 2026

TGIF Transition (test)

99.1Accuracy

6

Feb 26, 2026

TGIF Action (test)

97.9Accuracy

6

Feb 26, 2026

NExT-QA ATP-hard (val)

48.65Acc@C (Causal)

6

Feb 26, 2026

TGIF-QA-R Transition curated (test)

73.8Accuracy

6

Feb 26, 2026

TGIF-QA-R Action curated (test)

61Accuracy

6

Feb 26, 2026

Page 14 of 18

Popular datasets

Video-MME VideoMME NExT-QA EgoSchema TGIF-QA

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