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Papers Benchmarks Datasets Tasks

Multimodal Understanding research benchmarks – Page 3 · SOTA2 Research

Multimodal Understanding

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

54.1Accuracy

34

May 19, 2026

78RWQA Score

33

Apr 24, 2026

MLLM Evaluation Suite (HallusionBench, MME, AI2D, RWQA, SQA, POPE, MMBench, CCB, VSR, V7W) (test)

62.93HallusionBench Score

32

May 19, 2026

86.77Accuracy

32

May 19, 2026

Standard Multimodal Evaluation Suite (GQA, MMBench, MME, TextVQA, ScienceQA, VQA v2) 1.5 (test val)

63.2GQA Score

32

Apr 13, 2026

85.56Score

32

May 11, 2026

77SEEDB Score

32

Feb 26, 2026

77.2Accuracy

31

Jun 9, 2026

MME Perception (test)

Dense Connector

1,696Perception Score

31

Apr 9, 2026

68.01Average Score

31

Mar 4, 2026

76.1Score

29

Jun 30, 2026

2,306.5Absolute Score

28

Mar 18, 2026

74Accuracy

28

Feb 27, 2026

71.9Accuracy

27

May 20, 2026

MM-Bench en (test)

PVC InternVL2 (Ours)

83.9Accuracy

27

Feb 26, 2026

86.08MMB Score

26

Jul 1, 2026

68.33Score

26

May 21, 2026

PVM-8B (SFT + GRPO)

71.6Accuracy

26

May 4, 2026

73.67Zero-shot Accuracy

26

Feb 26, 2026

PVM-8B (SFT + GRPO)

67.3Accuracy

25

May 4, 2026

59.35Score

25

Jun 5, 2026

MME-RealWorld Chinese

MiMo-VL-7B-SFT-2508

64.3Accuracy

25

Mar 9, 2026

MME-RealWorld English

MiMo-VL-Miloco-7B

59.9Accuracy

25

Mar 9, 2026

1,527.34Perc. Score

24

Jul 7, 2026

SEED-2-Plus 1.0

GPT-4o-20240513

72Score

24

Feb 27, 2026

Page 3 of 12

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MMBench MMMU MME SEED-Bench MM-Vet

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