Multimodal Sentiment Analysis on MOSEI
0.486MAE
HyperEmo-LLaMA2-7B
Updated 1mo ago
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.05 | 0.486 | 88.69 | 57.98 | 88.74 | - | 0.806 | - | - | - | - | - | - | - | - | - | |
2026.05 | 0.494 | 89.06 | 57.32 | 88.82 | - | 0.801 | - | - | - | - | - | - | - | - | - | |
2026.01 | 0.496 | 87.3 | 55.38 | 87.09 | - | 0.801 | - | - | - | - | - | - | - | - | - | |
2026.06 | 0.4963 | - | 56.05 | - | - | 0.81 | 58.07 | - | - | 84.07 | 87.39 | 84.33 | 87.26 | - | - | |
2026.06 | 0.4963 | 84.07 | 56.05 | 84.33 | - | 0.0081 | 58.07 | - | - | - | - | - | - | 87.39 | 87.26 | |
2026.01 | 0.5 | 87.16 | 54.73 | 86.97 | - | 0.796 | - | - | - | - | - | - | - | - | - | |
2026.01 | 0.514 | 87.08 | 54.78 | 87 | - | 0.79 | - | - | - | - | - | - | - | - | - | |
2026.06 | 0.517 | - | 54.95 | - | - | 0.79 | 57.32 | - | - | 86.32 | 86.73 | 86.23 | 86.49 | - | - | |
2026.06 | 0.517 | - | 55.3 | - | - | 0.782 | - | - | - | - | 87.41 | - | 87.38 | - | - | |
2026.06 | 0.517 | 86.32 | 54.95 | 86.23 | - | 0.0079 | 57.32 | - | - | - | - | - | - | 86.73 | 86.49 | |
2026.06 | 0.522 | - | 54.86 | - | - | 0.78 | - | - | - | 81.65 | 85.82 | 82.17 | 85.83 | - | - | |
2026.01 | 0.523 | 85.86 | 54.39 | 85.79 | - | 0.773 | - | - | - | - | - | - | - | - | - | |
2026.05 | 0.523 | 85.86 | 54.39 | 85.79 | - | 0.773 | - | - | - | - | - | - | - | - | - | |
2026.01 | 0.525 | 83.7 | 54.3 | 83.9 | - | 0.778 | - | - | - | - | - | - | - | - | - | |
2026.05 | 0.525 | 83.7 | 54.3 | 83.9 | - | 0.778 | - | - | - | - | - | - | - | - | - | |
2026.05 | 0.526 | 82.24 | 54.24 | 82.66 | - | 0.772 | - | - | - | - | - | - | - | - | - | |
2026.06 | 0.5287 | 80.19 | 54.14 | 80.75 | - | 0.7643 | 55.91 | - | - | - | - | - | - | 84.16 | 84.14 | |
2026.01 | 0.53 | 82.81 | 53.46 | 82.53 | - | 0.765 | - | - | - | - | - | - | - | - | - | |
2026.05 | 0.53 | 82.81 | 53.46 | 82.53 | - | 0.765 | - | - | - | - | - | - | - | - | - | |
2025.10 | 0.531 | 85.32 | 53.15 | 85.25 | - | - | 55.84 | 74.64 | - | - | - | - | - | - | - | |
2025.10 | 0.533 | 85.08 | 53.07 | 85.12 | - | - | 55.08 | 74.15 | - | - | - | - | - | - | - | |
2026.05 | 0.533 | 86.43 | 53.87 | 86.19 | - | 0.756 | - | - | - | - | - | - | - | - | - | |
2026.06 | 0.534 | - | 53.32 | - | - | 0.771 | 55.05 | - | - | 82.34 | 84.95 | 81.85 | 85.93 | - | - | |
2025.10 | 0.535 | 84.88 | 53.37 | 85.13 | - | - | 56.08 | 74.4 | - | - | - | - | - | - | - | |
2025.10 | 0.535 | 85.13 | 52.93 | 85.25 | - | - | 55.05 | 74.09 | - | - | - | - | - | - | - | |
2026.06 | 0.535 | - | 53.65 | - | - | 0.761 | 53.54 | - | - | 82.09 | 84.76 | 82.43 | 84.67 | - | - | |
2025.10 | 0.536 | 85.41 | 53.55 | 85.62 | - | - | 55.17 | 74.29 | - | - | - | - | - | - | - | |
2026.06 | 0.536 | - | 54.1 | - | - | 0.773 | - | - | - | - | 86.1 | - | 85.8 | - | - | |
2025.10 | 0.537 | 85.24 | 53.04 | 84.92 | - | - | 55 | 74.06 | - | - | - | - | - | - | - | |
2025.10 | 0.538 | 85.1 | 52.7 | 85.22 | - | - | 54.7 | 73.61 | - | - | - | - | - | - | - | |
2025.10 | 0.539 | 85.55 | 53.13 | 85.48 | - | - | 54.58 | 73.91 | - | - | - | - | - | - | - | |
2026.06 | 0.541 | - | 52.26 | - | - | 0.769 | 55.32 | - | - | 83.26 | 86.13 | 82.93 | 86.21 | - | - | |
2026.06 | 0.5413 | 81.44 | 53.9 | 81.92 | - | 0.7612 | 55.82 | - | - | - | - | - | - | 85.15 | 85.11 | |
2025.10 | 0.542 | 84.84 | 52.95 | 84.72 | - | - | 55.04 | 73.96 | - | - | - | - | - | - | - | |
2025.10 | 0.542 | 84.93 | 52.67 | 85.28 | - | - | 53.8 | 73.72 | - | - | - | - | - | - | - | |
2025.10 | 0.543 | 85.13 | 52.65 | 85.08 | - | - | 54.33 | 73.33 | - | - | - | - | - | - | - | |
2026.06 | 0.543 | - | 52.67 | - | - | 0.755 | - | - | - | 82.51 | 84.82 | 82.77 | 84.71 | - | - | |
2025.10 | 0.544 | 84.65 | 52.69 | 84.55 | - | - | 54.79 | 73.34 | - | - | - | - | - | - | - | |
2025.10 | 0.544 | 85.22 | 52.87 | 85.05 | - | - | 54.46 | 73.6 | - | - | - | - | - | - | - | |
2026.01 | 0.546 | 84.22 | 52.5 | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 0.546 | 84.22 | 52.5 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.10 | 0.547 | 84.49 | 52.2 | 84.19 | - | - | 54.79 | 73.27 | - | - | - | - | - | - | - | |
2026.06 | 0.5479 | 80.97 | 53.02 | 81.48 | - | 0.761 | 54.78 | - | - | - | - | - | - | 84.89 | 84.85 | |
2025.10 | 0.548 | 84.51 | 52.83 | 84.57 | - | - | 54.49 | 72.9 | - | - | - | - | - | - | - | |
2025.10 | 0.55 | 85.15 | 52.73 | 85.04 | - | - | 54.11 | 73.32 | - | - | - | - | - | - | - | |
2025.10 | 0.552 | 84.23 | 52.66 | 84.2 | - | - | 54.07 | 72.95 | - | - | - | - | - | - | - | |
2025.10 | 0.555 | 84.98 | 53.04 | 84.87 | - | - | 55 | 73.69 | - | - | - | - | - | - | - | |
2026.05 | 0.555 | 83.6 | 52.2 | 83.8 | - | 0.756 | - | - | - | - | - | - | - | - | - | |
2025.10 | 0.556 | 84.53 | 52.65 | 84.6 | - | - | 54.45 | 73.71 | - | - | - | - | - | - | - | |
2026.06 | 0.557 | - | 52.05 | - | - | 0.751 | 53.63 | - | - | 80.67 | 84.67 | 81.12 | 84.66 | - | - | |
2025.10 | 0.558 | 84.67 | 52.05 | 84.66 | - | - | 53.63 | 72.8 | - | - | - | - | - | - | - | |
2026.01 | 0.559 | 81.15 | 52.84 | 81.56 | - | 0.733 | - | - | - | - | - | - | - | - | - | |
2025.10 | 0.559 | 83.41 | 52.2 | 83.3 | - | - | 53.87 | 72.84 | - | - | - | - | - | - | - | |
2025.10 | 0.559 | 84.63 | 52.84 | 84.52 | - | - | 54.51 | 73.2 | - | - | - | - | - | - | - | |
2025.10 | 0.559 | 84.71 | 52.68 | 84.65 | - | - | 54.37 | 73.33 | - | - | - | - | - | - | - | |
2026.05 | 0.559 | 81.15 | 52.84 | 81.56 | - | 0.733 | - | - | - | - | - | - | - | - | - | |
2026.06 | 0.559 | - | 52.84 | - | - | 0.733 | 54.18 | - | - | 81.15 | 84.63 | 81.56 | 84.52 | - | - | |
2025.10 | 0.56 | 83.95 | 52.73 | 84.02 | - | - | 54.37 | 72.88 | - | - | - | - | - | - | - | |
2026.06 | 0.5607 | 81.3 | 52.57 | 81.67 | - | 0.7351 | 53.96 | - | - | - | - | - | - | 84.28 | 84.16 | |
2025.10 | 0.562 | 84.39 | 52.39 | 84.32 | - | - | 53.94 | 72.98 | - | - | - | - | - | - | - | |
2026.06 | 0.563 | 78.07 | 52.26 | 78.57 | - | 0.7317 | 53.54 | - | - | - | - | - | - | 82.15 | 82 | |
2026.06 | 0.5637 | 80.52 | 52.59 | 80.94 | - | 0.7303 | 54.04 | - | - | - | - | - | - | 83.77 | 83.65 | |
2025.10 | 0.564 | 83.36 | 51.64 | 83.37 | - | - | 53.08 | 72.37 | - | - | - | - | - | - | - | |
2025.10 | 0.564 | 84.17 | 52.72 | 84.29 | - | - | 53.72 | 72.74 | - | - | - | - | - | - | - | |
2025.10 | 0.565 | 84.12 | 52.14 | 84.12 | - | - | 53.47 | 72.9 | - | - | - | - | - | - | - | |
2025.10 | 0.565 | 83.99 | 52.46 | 84.03 | - | - | 54.22 | 72.98 | - | - | - | - | - | - | - | |
2026.06 | 0.565 | - | 51.58 | - | - | 0.713 | - | - | - | - | 84.18 | - | 84.15 | - | - | |
2025.10 | 0.566 | 82.85 | 52.2 | 82.96 | - | - | 53.32 | 72.18 | - | - | - | - | - | - | - | |
2026.06 | 0.5664 | 82.05 | 51.86 | 82.25 | - | 0.7261 | 53.17 | - | - | - | - | - | - | 84.02 | 83.81 | |
2025.10 | 0.569 | 82.73 | 51.74 | 82.46 | - | - | 53.17 | 71.86 | - | - | - | - | - | - | - | |
2025.10 | 0.57 | 84.31 | 51.98 | 84.29 | - | - | 54.3 | 72.83 | - | - | - | - | - | - | - | |
2026.06 | 0.5706 | 80.2 | 51.4 | 80.7 | - | 0.7187 | 52.8 | - | - | - | - | - | - | 83.59 | 83.54 | |
2025.10 | 0.571 | 83.41 | 51.25 | 83.42 | - | - | 52.87 | 72.31 | - | - | - | - | - | - | - | |
2025.10 | 0.572 | 83.21 | 52.04 | 83.39 | - | - | 53.4 | 71.66 | - | - | - | - | - | - | - | |
2026.06 | 0.572 | - | 51.6 | - | - | 0.714 | - | - | - | 78.5 | 81.89 | 78.96 | 81.74 | - | - | |
2026.06 | 0.5722 | 76.58 | 51.81 | 77.25 | - | 0.7195 | 53.25 | - | - | - | - | - | - | 81.47 | 81.41 | |
2025.10 | 0.573 | 81.89 | 51.6 | 81.74 | - | - | 53.1 | 70.97 | - | - | - | - | - | - | - | |
2026.05 | 0.573 | 78.5 | 51.6 | 78.96 | - | 0.714 | - | - | - | - | - | - | - | - | - | |
2026.06 | 0.574 | - | 53.2 | - | - | 0.724 | - | - | - | - | 83.8 | - | 83.6 | - | - | |
2026.06 | 0.575 | - | 51.59 | - | - | 0.716 | - | - | - | 80.54 | 83.48 | 80.94 | 83.36 | - | - | |
2025.10 | 0.576 | 83.48 | 51.59 | 83.36 | - | - | 52.99 | 72.15 | - | - | - | - | - | - | - | |
2026.05 | 0.576 | 80.54 | 51.59 | 80.94 | - | 0.717 | - | - | - | - | - | - | - | - | - | |
2026.06 | 0.5822 | 81.49 | 51.42 | 81.71 | - | 0.7084 | 52.78 | - | - | - | - | - | - | 83.55 | 83.33 | |
2026.01 | 0.583 | 82.51 | 50.41 | 82.77 | - | 0.741 | - | - | - | - | - | - | - | - | - | |
2026.05 | 0.583 | 82.51 | 50.41 | 82.77 | - | 0.741 | - | - | - | - | - | - | - | - | - | |
2026.01 | 0.587 | 84.93 | 50.03 | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 0.587 | 84.93 | 50.03 | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.63 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.64 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.65 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.66 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 0.67 | 86.75 | 47.83 | 86.58 | - | 0.713 | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.67 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.67 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.67 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.68 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.68 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.68 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.69 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 0.69 | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
Showing 100 of 266 rows