notesum.ai
Published at December 10Multimodal Sentiment Analysis Based on Causal Reasoning
cs.MM
cs.CL
Released Date: December 10, 2024
Authors: Fuhai Chen1, Pengpeng Huang, Xuri Ge, Jie Huang, Zishuo Bao
Aff.: 1University

| Method | Condition | MVSA-Single | MVSA-Multiple | ||
|---|---|---|---|---|---|
| Accuracy | F1 | Accuracy | F1 | ||
| OTE | Multimodal Biased | 73.24 | 72.93 | 65.40 | 64.78 |
| CMAC | Multimodal Biased | 68.55 | 64.27 | 64.44 | 61.58 |
| HSTEC | Multimodal Biased | 71.60 | 67.49 | 63.25 | 60.27 |
| NaiveCat | Multimodal Biased | 72.46 | 71.79 | 65.52 | 65.65 |
| NaiveCombine | Multimodal Biased | 66.02 | 65.93 | 55.81 | 49.27 |
| Baseline | Multimodal Biased | 73.63 | 70.90 | 65.63 | 64.78 |
| \hdashlineCF-MSA (Ours) | Removing Text Bias | 76.17 | 74.54 | 67.12 | 64.92 |
| Removing Image Bias | 73.24 | 72.32 | 66.23 | 64.53 | |
| Removing Text-Image Bias | 74.80 | 74.13 | 65.75 | 64.99 | |