Sentiment Analysis on CMU-MOSEI

Metric: MAE (lower is better)

LeaderboardDataset

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	MMML	0.5072	No	Multimodal Multi-loss Fusion Network for Sentime...	2023-08-01	Code
2	UniMSE	0.523	Yes	UniMSE: Towards Unified Multimodal Sentiment Ana...	2022-11-21	Code
3	ALMT	0.526	No	Learning Language-guided Adaptive Hyper-modality...	2023-10-09	Code
4	Multilogue-Net	0.59	Yes	Multilogue-Net: A Context Aware RNN for Multi-mo...	2020-02-19	Code
5	MMLatch	0.7	Yes	MMLatch: Bottom-up Top-down Fusion for Multimoda...	2022-01-24	Code
6	Graph-MFN	0.71	Yes	-	-	-

#1MMMLSOTA
0.5072
MAE· 2023-08-01
Multimodal Multi-loss Fusion Network for Sentiment Analysis Code
#2UniMSESOTA
0.523
MAE· Extra Data· 2022-11-21
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition Code
#3ALMT
0.526
MAE· 2023-10-09
Learning Language-guided Adaptive Hyper-modality Representation for Multimodal Sentiment Analysis Code
#4Multilogue-NetSOTA
0.59
MAE· Extra Data· 2020-02-19
Multilogue-Net: A Context Aware RNN for Multi-modal Emotion Detection and Sentiment Analysis in Conversation Code
#5MMLatch
0.7
MAE· Extra Data· 2022-01-24
MMLatch: Bottom-up Top-down Fusion for Multimodal Sentiment Analysis Code
#6Graph-MFN
0.71
MAE· Extra Data
No paper