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Papers Benchmarks Datasets Tasks

Multimodal Classification research benchmarks – Page 5 · SOTA2 Research

Multimodal Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Social Media Social Factors OOD

100Accuracy (*)

6

Feb 27, 2026

Social Media Ideology

73.24Accuracy*

6

Feb 27, 2026

Social Media Emotion

63.5Accuracy

6

Feb 27, 2026

Social Media Social Factors

84.07Accuracy (* variant)

6

Feb 27, 2026

Social Media Misinformation

84.67Accuracy (Variant)

6

Feb 27, 2026

Social Media Hate Speech

72.57Accuracy (*)

6

Feb 27, 2026

DMD target domain

93.9Accuracy (Infrastructure)

6

Feb 26, 2026

CrisisMMD humanitarian (target domain)

75.1Acc (Pred Deq | Dfl, Dwf, Dhu)

6

Feb 26, 2026

CrisisMMD informative target domain

88.6Accuracy (Dfl, Dwf, Dhu -> Deq)

6

Feb 26, 2026

Infarction Missing Tabular Rate γ=0.7

77.85AUC (%)

6

Feb 26, 2026

CAD Missing Tabular Rate γ=0.7

0.785AUC

6

Feb 26, 2026

DVM Missing Tabular Rate γ=0.7

96.81Accuracy

6

Feb 26, 2026

89.2Accuracy

6

Feb 26, 2026

UPMC Food-101 (val)

80.39Accuracy

5

Feb 26, 2026

HatefulMemes (test-seen)

86.6Accuracy

4

Feb 26, 2026

CMU-MOSEI (test)

82.13Accuracy

3

Jun 11, 2026

DABS Img & Text 1.0 (downstream)

54.3Accuracy

3

Feb 26, 2026

MultiBench Linear Evaluation

—

—Primary metric

0

Feb 26, 2026

Page 5 of 5

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