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Visual Question Answering research benchmarks – Page 25 · SOTA2 Research

Visual Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

54.4Clean Accuracy

10

Feb 26, 2026

PMC-MI-Bench (test)

15BLEU@4

10

Feb 26, 2026

PMC-MI-Bench single-image

15.4BLEU@4

10

Feb 26, 2026

75.16Avg@5

10

Feb 26, 2026

63.09Avg@5

10

Feb 26, 2026

64.9Scene Accuracy

10

Feb 26, 2026

0.679Avg@5

10

Feb 26, 2026

SIXray and PIDray combined (test)

49.22Instance Location (IL)

10

Feb 26, 2026

0.814Accuracy

10

Feb 26, 2026

LLaVA-Bench LLaVAW

89.1Score

10

Feb 26, 2026

MultiDocVQA (val)

49.4ANLS

10

Feb 26, 2026

45.2ANLS

10

Feb 26, 2026

SigLIP ViT-SO-14

26.7Orientation & Direction Score

10

Feb 26, 2026

75.85Accuracy

10

Feb 26, 2026

CLEVR Standard v1.0 (val)

98.91Accuracy

10

Feb 26, 2026

SMoLA-PaLI-X_FT (Specialist)

86.3Accuracy

10

Feb 26, 2026

75.9Accuracy

10

Feb 26, 2026

TextVQA (I) (test)

Pretrained FT SOTA

54.7Accuracy

10

Feb 26, 2026

VizWiz I (test)

Pretrained FT SOTA

57.2VQA Accuracy

10

Feb 26, 2026

FigureQA Alternate color scheme (val)

93.26Accuracy

10

Feb 26, 2026

Hypergraph Transformer

0.624Accuracy

10

Feb 26, 2026

KVQA Paraphrased (PRP)

Hypergraph Transformer

62.8Accuracy

10

Feb 26, 2026

KVQA (Original (ORG))

Hypergraph Transformer

62Accuracy

10

Feb 26, 2026

DVQA familiar (test)

99.36Accuracy (Oracle)

10

Feb 26, 2026

DVQA novel (test)

99.37Accuracy (Oracle)

10

Feb 26, 2026

Page 25 of 46

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