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Visual Question Answering research benchmarks – Page 35 · SOTA2 Research

Visual Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

1,699Token Count

6

Feb 26, 2026

50.11Accuracy

6

Feb 26, 2026

23.05Accuracy

6

Feb 26, 2026

TextVQA Far OOD

43.56Accuracy

6

Feb 26, 2026

50.9Accuracy

6

Feb 26, 2026

VQA-CE Near OOD

73.52Accuracy

6

Feb 26, 2026

VQA-CP Near OOD v2

87.27Accuracy

6

Feb 26, 2026

VQA-Rephrasings (Near OOD)

79.48Accuracy

6

Feb 26, 2026

CV-VQA Near OOD

Vanilla FT(LORA)

69.36Accuracy

6

Feb 26, 2026

IV-VQA (Near OOD)

0.953Accuracy

6

Feb 26, 2026

87.39Accuracy

6

Feb 26, 2026

0.4CIDEr

6

Feb 26, 2026

MMBench English (dev)

64.9Accuracy

6

Feb 26, 2026

VisualMRC (test)

264.1CIDEr

6

Feb 26, 2026

65.4Accuracy

6

Feb 26, 2026

Infoseek human (Unseen Question)

33.6Accuracy

6

Feb 26, 2026

Infoseek human (Unseen Entity)

31.4Accuracy

6

Feb 26, 2026

InfographicsVQA

47.4ANLS

6

Feb 26, 2026

VIKING_VLM + SelTDA

0.569Overall Accuracy

6

Feb 26, 2026

56.91Accuracy (en)

6

Feb 26, 2026

0.635Overall Accuracy

6

Feb 26, 2026

PartNet-Reasoning Cart 1.0 (test)

91Part Existence Accuracy

6

Feb 26, 2026

PartNet-Reasoning Bag 1.0 (test)

89.2Existence Part Accuracy

6

Feb 26, 2026

PartNet-Reasoning Table 1.0 (test)

80.3Accuracy (Part Existence)

6

Feb 26, 2026

PartNet-Reasoning Chair 1.0 (test)

85.4Exist Part Accuracy

6

Feb 26, 2026

Page 35 of 46

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