Sentiment Analysis on CMU-MOSI

Metric: Acc-7 (higher is better)

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#	Model↕	Acc-7▼	Extra Data	Paper	Date↕	Code
1	MMML	52.72	No	Multimodal Multi-loss Fusion Network for Sentime...	2023-08-01	Code
2	MCEN	50.58	No	10,000+ Times Accelerated Robust Subset Selectio...	2014-09-12	-
3	ALMT	49.42	No	Learning Language-guided Adaptive Hyper-modality...	2023-10-09	Code
4	UniMSE	48.68	No	UniMSE: Towards Unified Multimodal Sentiment Ana...	2022-11-21	Code
5	TEASEL	47.52	Yes	TEASEL: A Transformer-Based Speech-Prefixed Lang...	2021-09-12	Code
6	MMIM	46.65	No	Improving Multimodal Fusion with Hierarchical Mu...	2021-09-01	Code
7	self-M	45.79	No	Improving Multimodal Fusion with Hierarchical Mu...	2021-09-01	Code
8	MAG-BERT*	43.62	No	Improving Multimodal Fusion with Hierarchical Mu...	2021-09-01	Code

#1MMMLSOTA
52.72
Acc-7· 2023-08-01
Multimodal Multi-loss Fusion Network for Sentiment Analysis Code
#2MCENSOTA
50.58
Acc-7· 2014-09-12
10,000+ Times Accelerated Robust Subset Selection (ARSS)
#3ALMT
49.42
Acc-7· 2023-10-09
Learning Language-guided Adaptive Hyper-modality Representation for Multimodal Sentiment Analysis Code
#4UniMSE
48.68
Acc-7· 2022-11-21
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition Code
#5TEASEL
47.52
Acc-7· Extra Data· 2021-09-12
TEASEL: A Transformer-Based Speech-Prefixed Language Model Code
#6MMIM
46.65
Acc-7· 2021-09-01
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis Code
#7self-M
45.79
Acc-7· 2021-09-01
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis Code
#8MAG-BERT*
43.62
Acc-7· 2021-09-01
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis Code