Sentiment Analysis on CMU-MOSI

Metric: MAE (lower is better)

LeaderboardDataset

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	MMML	0.5573	No	Multimodal Multi-loss Fusion Network for Sentime...	2023-08-01	Code
2	TEASEL	0.64	Yes	TEASEL: A Transformer-Based Speech-Prefixed Lang...	2021-09-12	Code
3	MCEN	0.678	No	10,000+ Times Accelerated Robust Subset Selectio...	2014-09-12	-
4	ALMT	0.683	No	Learning Language-guided Adaptive Hyper-modality...	2023-10-09	Code
5	UniMSE	0.691	No	UniMSE: Towards Unified Multimodal Sentiment Ana...	2022-11-21	Code
6	MMIM	0.7	No	Improving Multimodal Fusion with Hierarchical Mu...	2021-09-01	Code
7	self-M	0.712	No	Improving Multimodal Fusion with Hierarchical Mu...	2021-09-01	Code
8	VAE-AMDT	0.716	No	-	-	-
9	MAG-BERT*	0.727	No	Improving Multimodal Fusion with Hierarchical Mu...	2021-09-01	Code
10	UniVL + MELTR	0.759	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code

#1MMMLSOTA
0.5573
MAE· 2023-08-01
Multimodal Multi-loss Fusion Network for Sentiment Analysis Code
#2TEASELSOTA
0.64
MAE· Extra Data· 2021-09-12
TEASEL: A Transformer-Based Speech-Prefixed Language Model Code
#3MCENSOTA
0.678
MAE· 2014-09-12
10,000+ Times Accelerated Robust Subset Selection (ARSS)
#4ALMT
0.683
MAE· 2023-10-09
Learning Language-guided Adaptive Hyper-modality Representation for Multimodal Sentiment Analysis Code
#5UniMSE
0.691
MAE· 2022-11-21
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition Code
#6MMIM
0.7
MAE· 2021-09-01
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis Code
#7self-M
0.712
MAE· 2021-09-01
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis Code
#8VAE-AMDT
0.716
MAE
No paper
#9MAG-BERT*
0.727
MAE· 2021-09-01
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis Code
#10UniVL + MELTR
0.759
MAE· 2023-03-23
MELTR: Meta Loss Transformer for Learning to Fine-tune Video Foundation Models Code