Modulated Fusion using Transformer for Linguistic-Acoustic Emotion Recognition
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Abstract (arXiv)
This paper aims to bring a new lightweight yet powerful solution for the task of Emotion Recognition and Sentiment Analysis. Our motivation is to propose two architectures based on Transformers and modulation that combine the linguistic and acoustic inputs from a wide range of datasets to challenge, and sometimes surpass, the state-of-the-art in the field. To demonstrate the efficiency of our models, we carefully evaluate their performances on the IEMOCAP, MOSI, MOSEI and MELD dataset. The experiments can be directly replicated and the code is fully open for future researches.
Key facts. Cited by 8 papers in the map (data through 14 Oct 2026). First posted on arXiv 5 Oct 2020.
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Citing papers per year: 2021: 1; 2022: 2; 2023: 2; 2024: 1; 2025: 2.
8 papers.
- 2022CubeMLP: An MLP-based Model for Multimodal Sentiment Analysis and Depression Estimationcited by 40
- 2025Enhanced Multimodal Hate Video Detection via Channel-wise and Modality-wise Fusioncited by 8
- 2022Multimodal Emotion Recognition with Modality-Pairwise Unsupervised Contrastive Losscited by 7
- 2021Multi-Modal Sarcasm Detection Based on Contrastive Attention Mechanismcited by 6
- 2023Exploring Attention Mechanisms for Multimodal Emotion Recognition in an Emergency Call Center Corpuscited by 3
- 2023Gaussian-smoothed Imbalance Data Improves Speech Emotion Recognitioncited by 1
- 2025Structures Meet Semantics: Multimodal Fusion via Graph Contrastive Learningcited by 1
- 2024Multi-Microphone and Multi-Modal Emotion Recognition in Reverberant Environmentcited by 0
- 2025Structures Meet Semantics: Multimodal Fusion via Graph Contrastive Learning24 Aug 2025
- 2025Enhanced Multimodal Hate Video Detection via Channel-wise and Modality-wise Fusion17 May 2025
- 2024Multi-Microphone and Multi-Modal Emotion Recognition in Reverberant Environment14 Sep 2024
- 2023Exploring Attention Mechanisms for Multimodal Emotion Recognition in an Emergency Call Center Corpus12 Jun 2023
- 2023Gaussian-smoothed Imbalance Data Improves Speech Emotion Recognition17 Feb 2023
- 2022CubeMLP: An MLP-based Model for Multimodal Sentiment Analysis and Depression Estimation28 Jul 2022
- 2022Multimodal Emotion Recognition with Modality-Pairwise Unsupervised Contrastive Loss23 Jul 2022
- 2021Multi-Modal Sarcasm Detection Based on Contrastive Attention Mechanism30 Sep 2021