Binary Sentiment Classification on CMU-MOSI (test)
87.5F1 ScoreHuman
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Human2018.02 | 87.5 | 85.7 | — | — | |
| TLRAModality Setting=AL2026.05 | 85.97 | — | — | 85.83 | |
| TLRAModality Setting=VL2026.05 | 85.47 | — | — | 85.53 | |
| LNLNModality Setting=AL2026.05 | 85.17 | — | — | 84.91 | |
| TLRAModality Setting=L2026.05 | 85.17 | — | — | 85.24 | |
| LNLNModality Setting=L2026.05 | 85.12 | — | — | 84.86 | |
| LNLNModality Setting=VL2026.05 | 85.12 | — | — | 84.86 | |
| MECAMModality Setting=L2026.05 | 85.1 | — | — | 85.2 | |
| ALMTModality Setting=AL2026.05 | 84.81 | — | — | 84.81 | |
| ALMTModality Setting=VL2026.05 | 84.81 | — | — | 84.6 | |
| ALMTModality Setting=L2026.05 | 84.76 | — | — | 84.55 | |
| MECAMModality Setting=AL2026.05 | 84.6 | — | — | 84.6 | |
| MECAMModality Setting=VL2026.05 | 84.1 | — | — | 84.1 | |
| TFR-NetModality Setting=AL2026.05 | 83.41 | — | — | 83.54 | |
| CENETModality Setting=L2026.05 | 83.06 | — | — | 83.08 | |
| CENETModality Setting=AL2026.05 | 83.06 | — | — | 83.08 | |
| CENETModality Setting=VL2026.05 | 83.06 | — | — | 83.08 | |
| TFR-NetModality Setting=L2026.05 | 83.01 | — | — | 83.08 | |
| U-PNSModality Setting=VL2026.05 | 82.9 | — | — | 82.94 | |
| TFR-NetModality Setting=VL2026.05 | 82.71 | — | — | 82.72 | |
| TETFNModality Setting=AL2026.05 | 82.67 | — | — | 82.62 | |
| UEFNModality Setting=VL2026.05 | 82.64 | — | — | 82.99 | |
| TETFNModality Setting=L2026.05 | 82.62 | — | — | 82.57 | |
| U-PNSModality Setting=AL2026.05 | 82.62 | — | — | 82.65 | |
| TETFNModality Setting=VL2026.05 | 82.57 | — | — | 82.52 | |
| U-PNSModality Setting=L2026.05 | 82.17 | — | — | 82.22 | |
| UEFNModality Setting=AL2026.05 | 80.87 | — | — | 80.78 | |
| UEFNModality Setting=L2026.05 | 79.17 | — | — | 79.69 | |
| MARNK=42018.02 | 77 | 77.1 | — | — | |
| MARN (no MAB)2018.02 | 76.5 | 76.5 | — | — | |
| TFN2018.02 | 74.5 | 74.6 | — | — | |
| MV-LSTM2018.02 | 74 | 73.9 | — | — | |
| BC-LSTM2018.02 | 73.9 | 73.9 | — | — | |
| EF-LSTMvariant=sb2018.02 | 73.2 | 73.3 | — | — | |
| SVM-MD2018.02 | 72.3 | 71.6 | — | — | |
| DF2018.02 | 72.1 | 72.3 | — | — | |
| C-MKL2018.02 | 72 | 72.3 | — | — | |
| DMDModality Setting=VL2026.05 | 67.51 | — | — | 67.38 | |
| DMDModality Setting=AL2026.05 | 67.41 | — | — | 67.38 | |
| ALMTModality Setting=A2026.05 | 67.09 | — | — | 56.45 | |
| ALMTModality Setting=AV2026.05 | 66.99 | — | — | 56.4 | |
| ALMTModality Setting=V2026.05 | 66.89 | — | — | 56.35 | |
| DMDModality Setting=L2026.05 | 65.9 | — | — | 65.85 | |
| MV-HCRFvariant=s2018.02 | 65.7 | 65.6 | — | — | |
| EF-HCRFvariant=h2018.02 | 65.4 | 65.3 | — | — | |
| TLRAModality Setting=V2026.05 | 62.19 | — | — | 62.65 | |
| TLRAModality Setting=A2026.05 | 62.01 | — | — | 62.5 | |
| TLRAModality Setting=AV2026.05 | 61.33 | — | — | 61.33 | |
| LNLNModality Setting=A2026.05 | 58.89 | — | — | 52.18 | |
| LNLNModality Setting=V2026.05 | 58.89 | — | — | 52.18 | |
| LNLNModality Setting=AV2026.05 | 58.89 | — | — | 52.18 | |
| RF2018.02 | 56.3 | 56.4 | — | — | |
| U-PNSModality Setting=AV2026.05 | 56.09 | — | — | 55.98 | |
| MECAMModality Setting=AV2026.05 | 55.8 | — | — | 56.6 | |
| MECAMModality Setting=A2026.05 | 54.8 | — | — | 54.3 | |
| MECAMModality Setting=V2026.05 | 53.2 | — | — | 53.4 | |
| UEFNModality Setting=AV2026.05 | 50.34 | — | — | 51.78 | |
| Majority2018.02 | 50.1 | 50.2 | — | — | |
| UEFNModality Setting=V2026.05 | 49.78 | — | — | 49.09 | |
| U-PNSModality Setting=A2026.05 | 47.83 | — | — | 51.17 | |
| UEFNModality Setting=A2026.05 | 45.94 | — | — | 45.36 | |
| THMM2018.02 | 45.4 | 50.7 | — | — | |
| TFR-NetModality Setting=V2026.05 | 43.37 | — | — | 58.03 | |
| TFR-NetModality Setting=AV2026.05 | 42.43 | — | — | 57.82 | |
| TETFNModality Setting=A2026.05 | 42.31 | — | — | 57.77 | |
| TETFNModality Setting=V2026.05 | 42.31 | — | — | 57.77 | |
| TETFNModality Setting=AV2026.05 | 42.31 | — | — | 57.77 | |
| TFR-NetModality Setting=A2026.05 | 42.31 | — | — | 57.77 | |
| CENETModality Setting=A2026.05 | 42.26 | — | — | 57.67 | |
| CENETModality Setting=V2026.05 | 42.26 | — | — | 57.67 | |
| CENETModality Setting=AV2026.05 | 42.26 | — | — | 57.67 | |
| DMDModality Setting=V2026.05 | 39.63 | — | — | 46.95 | |
| U-PNSModality Setting=V2026.05 | 37.15 | — | — | 48.69 | |
| MARN (no A)K=32018.02 | 36 | 59.3 | — | — | |
| DMDModality Setting=A2026.05 | 25.07 | — | — | 42.23 | |
| DMDModality Setting=AV2026.05 | 25.07 | — | — | 42.23 | |
| FuseMoE2025.09 | — | 75.65 | 78.43 | — | |
| I2MoE2025.09 | — | 71.91 | 74.88 | — | |
| MERGE2025.09 | — | 72.04 | 77.25 | — | |
| MISTS2025.09 | — | 69.42 | 69.32 | — | |
| mTAND2025.09 | — | 70.07 | 69.94 | — | |
| MulT2025.09 | — | 68.8 | 69.05 | — | |
| SAL-CNN2018.02 | — | 73 | — | — | |
| Transformer2025.09 | — | 68.39 | 68.47 | — |