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Visual Question Answering research benchmarks – Page 46 · SOTA2 Research

Visual Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Cplx SQA (test)

43.5Accuracy

2

Feb 26, 2026

SQA Short (test)

94.8Accuracy

2

Feb 26, 2026

A-OKVQA DA (val)

SMoLA-PaLI-X_FT (Specialist)

70.2Accuracy

2

Feb 26, 2026

56.4Exact-match Accuracy (en)

2

Feb 26, 2026

TextVQA (test-std)

73.7Accuracy

2

Feb 26, 2026

SQOOP five objects per image (test)

all - sub-task - all

99.96Systematic Generalization Accuracy

2

Feb 27, 2026

55.1Accuracy (All)

2

Feb 26, 2026

VQA LLaVa-1.6-7b

87.91QAAS (%)

2

Feb 26, 2026

24BLEU

1

May 26, 2026

VQAv2 Reliable Challenge (test-dev)

83.99Accuracy

1

Feb 26, 2026

62.5Baseline Performance

1

Feb 26, 2026

78.2Baseline Perf.

1

Feb 26, 2026

—

—Primary metric

0

May 26, 2026

—

—Primary metric

0

May 26, 2026

SQA-Image (test)

—

—Accuracy

0

Feb 26, 2026

—

—Accuracy

0

Feb 26, 2026

—

—Presence Accuracy

0

Feb 26, 2026

IrSD-VQA qualitative (test)

—

—Accuracy

0

Feb 26, 2026

IaAD-VQA qualitative (test)

—

—Accuracy

0

Feb 26, 2026

CLEVR-CoGenT syst. generalization

—

—Accuracy

0

Feb 26, 2026

VQA-CE Easy ours (val)

—

—Accuracy

0

Feb 26, 2026

VQA-CE ours (val)

—

—Accuracy

0

Feb 26, 2026

Page 46 of 46

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