Multimodal Sentiment Analysis on CH-SIMS V2
82.9Accuracy (2-Class)CaReFlow
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CaReFlow2026.02 | 82.9 | 75.9 | 57.9 | 82.9 | 0.277 | 74.5 | |
| CmIR2026.04 | 81.9 | 75 | 56 | 82 | 0.286 | 74.2 | |
| GRCF2026.01 | 81.7 | 74.3 | 54.4 | 81.6 | 0.305 | 69.1 | |
| AV-MC2026.01 | 80.6 | 73.2 | 52.1 | 80.7 | 0.301 | 72.1 | |
| AV-MC2026.02 | 80.6 | 73.2 | 52.1 | 80.7 | 0.301 | 72.1 | |
| AV-MC2026.04 | 80.6 | 73.2 | 52.1 | 80.7 | 0.301 | 72.1 | |
| KuDA2026.01 | 80.2 | 74.3 | 53.1 | 80.1 | 0.289 | 74.1 | |
| KuDA2026.02 | 80.2 | 74.3 | 53.1 | 80.1 | 0.289 | 74.1 | |
| KuDA2026.04 | 80.2 | 74.3 | 53.1 | 80.1 | 0.289 | 74.1 | |
| EF-LSTM2026.01 | 80.1 | 73.5 | 53.7 | 80 | 0.309 | 70 | |
| MFN2026.01 | 79.4 | 72.7 | 55.4 | 79.4 | 0.301 | 71.2 | |
| Self-MM2026.01 | 78.7 | 72.7 | 53.5 | 78.6 | 0.315 | 69.1 | |
| Self-MM2026.02 | 78.7 | 72.7 | 53.5 | 78.6 | 0.315 | 69.1 | |
| Self-MM2026.04 | 78.7 | 72.7 | 53.5 | 78.6 | 0.315 | 69.1 | |
| Diffusion Bridge2026.04 | 78.6 | 70.7 | 52.5 | 79 | 0.323 | 67.7 | |
| MISA2026.01 | 78.2 | 68.9 | 47.5 | 78.3 | 0.342 | 67.1 | |
| MISA2026.02 | 78.2 | 68.9 | 47.5 | 78.3 | 0.342 | 67.1 | |
| MISA2026.04 | 78.2 | 68.9 | 47.5 | 78.3 | 0.342 | 67.1 | |
| TFN2026.01 | 78.1 | 70.9 | 53.3 | 78.1 | 0.322 | 66.2 | |
| DLF2026.02 | 78.1 | 70 | 47.5 | 77.9 | 0.346 | 68.3 | |
| DLF2026.04 | 78.1 | 70 | 47.5 | 77.9 | 0.346 | 68.3 | |
| LF-DNN2026.01 | 77.8 | 71.2 | 51.8 | 77.9 | 0.322 | 66.8 | |
| LMF2026.01 | 77.8 | 70 | 51.6 | 77.8 | 0.327 | 65.1 | |
| MMIM2026.01 | 77.8 | 70.4 | 50.5 | 77.8 | 0.339 | 64.1 | |
| MMIM2026.02 | 77.8 | 70.4 | 50.5 | 77.8 | 0.339 | 64.1 | |
| MMIM2026.04 | 77.8 | 70.4 | 50.5 | 77.8 | 0.339 | 64.1 | |
| MAG-BERT2026.01 | 77.1 | 70.6 | 49.2 | 77.1 | 0.346 | 64.1 | |
| MAG-BERT2026.02 | 77.1 | 70.6 | 49.2 | 77.1 | 0.346 | 64.1 | |
| MAG-BERT2026.04 | 77.1 | 70.6 | 49.2 | 77.1 | 0.346 | 64.1 | |
| Graph-MFN2026.01 | 76.6 | 68.6 | 48.9 | 76.6 | 0.334 | 64.4 | |
| Coupled MambaData Setting=Unaligned2024.05 | 0.834 | 0.75 | 0.551 | 0.835 | 28.7 | 0.758 | |
| MFNData Setting=Unaligned2024.05 | 0.811 | 0.737 | 0.545 | 0.812 | 29.5 | 0.726 | |
| MulTData Setting=Unaligned2024.05 | 0.807 | 0.731 | 0.548 | 0.807 | 29.1 | 0.738 | |
| TFNData Setting=Unaligned2024.05 | 0.801 | 0.723 | 0.525 | 0.801 | 30.3 | 0.707 | |
| MAG-BERTData Setting=Unaligned2024.05 | 0.798 | 0.735 | 0.537 | 0.798 | 33.4 | 0.691 | |
| Self-MMData Setting=Unaligned2024.05 | 0.797 | 0.726 | 0.528 | 0.797 | 31.1 | 0.695 | |
| TETFNData Setting=Unaligned2024.05 | 0.797 | 0.736 | 0.544 | 0.798 | 31.1 | 0.695 | |
| LMFData Setting=Unaligned2024.05 | 0.741 | 0.649 | 0.478 | 0.738 | 36.7 | 0.557 |