Multimodal Sentiment Analysis on CH-SIMS
79.66F1 ScoreMult
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Mult2026.01 | 79.66 | 78.56 | 64.77 | 37.94 | 45.32 | 56.41 | — | |
| Symmetric Mutual Promotion (Ours)2026.01 | 79.38 | 80.12 | 65.23 | 40.12 | 44.12 | 59.32 | — | |
| GsiTreproduced=false2025.05 | 78.8 | 78.8 | 65.7 | 42.2 | 0.41 | 0.588 | — | |
| TFN2026.01 | 78.62 | 78.38 | 65.12 | 39.3 | 43.22 | 59.1 | — | |
| Self-MMreproduced=true2025.05 | 78.2 | 78.1 | 65.2 | 41.3 | 0.423 | 0.585 | — | |
| TETFNreproduced=true2025.05 | 78 | 78 | 64.4 | 42.9 | 0.425 | 0.582 | — | |
| MFN2026.01 | 77.88 | 77.9 | 65.73 | 39.47 | 43.49 | 58.24 | — | |
| MulTreproduced=true2025.05 | 77.7 | 77.8 | 65.3 | 38.2 | 0.443 | 0.578 | — | |
| ALMTreproduced=true2025.05 | 77.6 | 77.2 | 64.3 | 42.5 | 0.419 | 0.581 | — | |
| MPLMMModality Set=Avg.2024.07 | 77.42 | — | — | — | — | — | 72.07 | |
| LF-DNN2026.01 | 77.27 | 77.02 | 64.33 | 39.37 | 44.63 | 55.51 | — | |
| MMINModality Set=Avg.2024.07 | 76.89 | — | — | — | — | — | 71.41 | |
| MPMMModality Set=Avg.2024.07 | 76.85 | — | — | — | — | — | 71.26 | |
| MCTNModality Set=Avg.2024.07 | 76.32 | — | — | — | — | — | 70.61 | |
| LBModality Set=Avg.2024.07 | 76.24 | — | — | — | — | — | 70.11 | |
| MDModality Set=Avg.2024.07 | 76.19 | — | — | — | — | — | 70.38 | |
| MSModality Set=Avg.2024.07 | 75.65 | — | — | — | — | — | 69.44 | |
| BASELINE#PARAMS=7B2026.03 | 72.9 | — | — | — | — | — | — | |
| HyDRA#PARAMS=0.5B2026.03 | 72.21 | — | — | — | — | — | — | |
| MPLUG-OWL#PARAMS=7B2026.03 | 71.65 | — | — | — | — | — | — | |
| VIDEOCHAT2#PARAMS=7B2026.03 | 69.59 | — | — | — | — | — | — | |
| VIDEOCHAT#PARAMS=7B2026.03 | 69.33 | — | — | — | — | — | — | |
| LLAMA-VID#PARAMS=7B2026.03 | 68.81 | — | — | — | — | — | — | |
| PANDAGPT#PARAMS=7B2026.03 | 68.38 | — | — | — | — | — | — | |
| CHAT-UNIVI#PARAMS=7B2026.03 | 67.78 | — | — | — | — | — | — | |
| AFFECTGPT#PARAMS=7B2026.03 | 65.65 | — | — | — | — | — | — | |
| VIDEO-CHATGPT#PARAMS=7B2026.03 | 64.43 | — | — | — | — | — | — | |
| OTTER#PARAMS=7B2026.03 | 60.57 | — | — | — | — | — | — | |
| BASELINE#PARAMS=0.5B2026.03 | 59.95 | — | — | — | — | — | — | |
| R1-OMNI#PARAMS=0.5B2026.03 | 58.42 | — | — | — | — | — | — | |
| EF-LSTM2026.01 | 56.82 | 69.37 | 54.27 | 21.23 | 59.07 | 5.45 | — | |
| VIDEO-LLAVA#PARAMS=7B2026.03 | 54.64 | — | — | — | — | — | — |