Papers › EmoCaps: Emotion Capsule based Model for Conversational Emotion Recognition
EmoCaps: Emotion Capsule based Model for Conversational Emotion Recognition
Zaijing Li, Fengxiao Tang, Ming Zhao, Yusen Zhu
Emotion recognition in conversation (ERC) aims to analyze the speaker's state and identify their emotion in the conversation. Recent works in ERC focus on context modeling but ignore the representation of contextual emotional tendency. In order to extract multi-modal information and the emotional tendency of the utterance effectively, we propose a new structure named Emoformer to extract multi-modal emotion vectors from different modalities and fuse them with sentence vector to be an emotion capsule. Furthermore, we design an end-to-end ERC model called EmoCaps, which extracts emotion vectors through the Emoformer structure and obtain the emotion classification results from a context analysis model. Through the experiments with two benchmark datasets, our model shows better performance than the existing state-of-the-art models.
In Syntology Open this paper in Syntology's Atlas, the map of the papers in Syntology's graph and their citations.
Code
No code repository is listed for this paper in the archive or in Syntology's graph.
Code Syntology ran Syntology
Not run by Syntology. Nothing on this page verifies that the listed code works.
Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Emotion Recognition in Conversation | IEMOCAP | EmoCaps | Weighted-F1 | 71.77 | #6 of 59 | Archive leaderboard | report |
| Emotion Recognition in Conversation | MELD | EmoCaps | Weighted-F1 | 64.00 | #41 of 68 | Archive leaderboard | report |
| Emotion Recognition in Conversation | MELD | EmoCaps-Text | Weighted-F1 | 63.51 | #43 of 68 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections