排行榜：
在CMU-MOSE数据集排行榜
CMU-MOSEI Benchmark (Multimodal Sentiment Analysis) | Papers With Code
在MOSI数据集排行榜
MOSI Benchmark (Multimodal Sentiment Analysis) | Papers With Code
2022年
《M-SENA: An Integrated Platform for Multimodal Sentiment Analysis》
ACL；ACL ; star:317；2022
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition
star:44; 2022; MOSI数据排行第1
MMLatch: Bottom-up Top-down Fusion for Multimodal Sentiment Analysis
star:14; 2022; CMU-MOSEI排行第3
The MuSe 2022 Multimodal Sentiment Analysis Challenge: Humor, Emotional Reactions, and Stressstar:19;2022;
Sentiment Word Aware Multimodal Refinement for Multimodal Sentiment Analysis with ASR Errors
star:15;2022;
2021年
Bi-Bimodal Modality Fusion for Correlation-Controlled Multimodal Sentiment Analysis
star:444; 2021;
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis
EMNLP；star:444 ；2021；CMU-MOSEI的sota4;
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis
ACL; star:317; 2021
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks
EMNLP; star:190; 对比学习；2021；
Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-Training EMNLP; star:70; 对比学习（好像都用在ABSA上）；2021；
The MuSe 2021 Multimodal Sentiment Analysis Challenge: Sentiment, Emotion, Physiological-Emotion, and Stress
star:34; 2021;
2020年
CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with Fine-grained Annotation of ModalityACL；star:317 2020
MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment Analysis
star:105; 2020