Multimodal Sentiment Analysis on SIMS
0.407MAEMODS
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MODS2025.11 | 0.407 | 0.605 | 80.96 | 66.74 | 45.51 | 80.94 | |
| ALMTimplementation=reproduced from open-source codebase2025.11 | 0.408 | 0.594 | 78.77 | 65.86 | 43.11 | 78.71 | |
| DMDimplementation=reproduced from open-source codebase2025.11 | 0.412 | 0.586 | 78.33 | 65.23 | 44.26 | 79.21 | |
| DTNimplementation=reproduced from open-source codebase2025.11 | 0.419 | 0.593 | 79.45 | 65.67 | 44.26 | 79.47 | |
| MIMimplementation=reproduced from open-source codebase2025.11 | 0.42 | 0.592 | 78.98 | 65.12 | 44.98 | 78.7 | |
| Self-MMsource=Mao et al. 20222025.11 | 0.425 | 0.595 | 80.04 | 65.47 | 41.53 | 80.44 | |
| TFNsource=Mao et al. 20222025.11 | 0.432 | 0.591 | 78.3 | 65.12 | 39.3 | 78.62 | |
| LMFsource=Mao et al. 20222025.11 | 0.441 | 0.576 | 77.77 | 64.68 | 40.53 | 77.88 | |
| MulTimplementation=reproduced from open-source codebase2025.11 | 0.453 | 0.564 | 78.56 | 64.77 | 37.94 | 79.66 | |
| CENetsource=Mao et al. 20222025.11 | 0.471 | 0.534 | 77.9 | 62.58 | 33.92 | 77.53 |