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Papers Benchmarks Datasets Tasks

MOSI dataset and benchmarks · SOTA2 Research

Research Datasets

MOSI

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Multimodal Sentiment Analysis

MOSI

0.695MAE

132

Multimodal Sentiment Analysis

MOSI

87Accuracy

72

Multimodal Sentiment Analysis

MOSI (test)

0.666MAE

34

Multimodal Sentiment Analysis

MOSI

89.94Acc-2 (all)

31

Sentiment Classification

MOSI (test)

81Weighted F1 Score

28

Emotion Recognition

MOSI

40.84Accuracy (7-Class)

26

Sentiment analysis

MOSI (official)

86.06WAF

15

Sentiment Analysis

MOSI

86.5Sentiment Score

14

Multimodal Sentiment Analysis

MOSI

82.73WAF

14

Sentiment Regression

MOSI (test)

0.709R^2

14

Multimodal Sentiment Analysis

MOSI 2016 (test)

49.27Accuracy (7-class)

13

Multimodal Classification

MOSI

70.69Accuracy

13

Sentiment intensity prediction

CMU MOSI beta = 50% (test)

0.683SRCC

12

Multimodal Classification

MOSI Whole (test)

75.3Accuracy

8

Multimodal Classification

MOSI Synergy

37.2Accuracy

8

Streaming Social Task Detection

MOSI

81.24Accuracy

7

Multimodal Regression

MOSI

2.41MSE

6

Emotion Recognition in Conversation

MOSI 2-class (test)

87.9Weighted F1

5

Multimodal Sentiment Analysis

MOSI -> SIMS

0.582Accuracy

5

Multimodal Retrieval

MOSI

16.7Recall@10 (Q: M23, T: M1)

4

MOSI MultiBench (test)

0.24Gap

3

Sentiment intensity prediction

CMU MOSI beta = 0% (test)

0.757SRCC

1

Popular tasks

Multimodal Sentiment Analysis Multimodal Classification Sentiment Analysis Sentiment intensity prediction Classification

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