Sentiment Analysis on CMU-MOSEI
0.7766WF1WavLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| WavLMModel Size=Large2023.12 | 0.7766 | — | |
| emotion2vecModel Size=Base2023.12 | 0.7656 | — | |
| Whisper EncoderModel Size=Large2023.12 | 0.7646 | — | |
| Whisper EncoderModel Size=Base2023.12 | 0.7475 | — | |
| WavLMModel Size=Base2023.12 | 0.7347 | — | |
| data2vecModel Size=Base2023.12 | 0.7279 | — | |
| ConfSMoE-EMissing Rate=0%2025.05 | 0.6235 | 0.8275 | |
| ConfSMoE-TMissing Rate=0%2025.05 | 0.6131 | 0.8287 | |
| FlexMoEMissing Rate=0%2025.05 | 0.6062 | 0.8134 | |
| ConfSMoE-EMissing Rate=10%2025.05 | 0.6022 | 0.8105 | |
| ConfSMoE-TMissing Rate=10%2025.05 | 0.5981 | 0.81 | |
| LlMoEMissing Rate=0%2025.05 | 0.5913 | 0.8029 | |
| FuseMoE-LMissing Rate=0%2025.05 | 0.5871 | 0.7813 | |
| FlexMoEMissing Rate=10%2025.05 | 0.5866 | 0.7948 | |
| ConfSMoE-TMissing Rate=20%2025.05 | 0.5806 | 0.7885 | |
| ConfSMoE-EMissing Rate=20%2025.05 | 0.5766 | 0.7883 | |
| LlMoEMissing Rate=10%2025.05 | 0.5746 | 0.7938 | |
| FuseMoE-SMissing Rate=0%2025.05 | 0.5704 | 0.7854 | |
| mmFormerMissing Rate=0%2025.05 | 0.5675 | 0.7642 | |
| FuseMoE-LMissing Rate=10%2025.05 | 0.5668 | 0.7644 | |
| FlexMoEMissing Rate=20%2025.05 | 0.5596 | 0.7805 | |
| FuseMoE-SMissing Rate=10%2025.05 | 0.559 | 0.7638 | |
| mmFormerMissing Rate=10%2025.05 | 0.5537 | 0.7536 | |
| LlMoEMissing Rate=20%2025.05 | 0.5535 | 0.7729 | |
| ConfSMoE-EMissing Rate=30%2025.05 | 0.5483 | 0.771 | |
| FuseMoE-LMissing Rate=20%2025.05 | 0.546 | 0.7492 | |
| FuseMoE-SMissing Rate=20%2025.05 | 0.5444 | 0.7432 | |
| ConfSMoE-TMissing Rate=30%2025.05 | 0.5416 | 0.7691 | |
| LlMoEMissing Rate=30%2025.05 | 0.5393 | 0.765 | |
| mmFormerMissing Rate=20%2025.05 | 0.5291 | 0.7302 | |
| FuseMoE-SMissing Rate=30%2025.05 | 0.5227 | 0.7222 | |
| FlexMoEMissing Rate=30%2025.05 | 0.52 | 0.7614 | |
| LlMoEMissing Rate=40%2025.05 | 0.5095 | 0.7324 | |
| ConfSMoE-TMissing Rate=40%2025.05 | 0.5072 | 0.7363 | |
| ConfSMoE-EMissing Rate=40%2025.05 | 0.5066 | 0.7388 | |
| FuseMoE-LMissing Rate=30%2025.05 | 0.4992 | 0.7252 | |
| mmFormerMissing Rate=30%2025.05 | 0.4971 | 0.7128 | |
| FuseMoE-LMissing Rate=40%2025.05 | 0.4936 | 0.7005 | |
| FuseMoE-SMissing Rate=40%2025.05 | 0.4932 | 0.6985 | |
| FlexMoEMissing Rate=40%2025.05 | 0.4929 | 0.7208 | |
| ConfSMoE-EMissing Rate=50%2025.05 | 0.4813 | 0.7048 | |
| mmFormerMissing Rate=40%2025.05 | 0.4806 | 0.6931 | |
| ShaSpecMissing Rate=0%2025.05 | 0.4748 | 0.6793 | |
| ShaSpecMissing Rate=10%2025.05 | 0.4741 | 0.6926 | |
| mmFormerMissing Rate=50%2025.05 | 0.4739 | 0.6661 | |
| ConfSMoE-TMissing Rate=50%2025.05 | 0.4731 | 0.7174 | |
| LlMoEMissing Rate=50%2025.05 | 0.4669 | 0.709 | |
| ShaSpecMissing Rate=20%2025.05 | 0.4654 | 0.6805 | |
| FlexMoEMissing Rate=50%2025.05 | 0.4619 | 0.7015 | |
| ShaSpecMissing Rate=30%2025.05 | 0.4505 | 0.6689 | |
| FuseMoE-LMissing Rate=50%2025.05 | 0.4444 | 0.6744 | |
| ShaSpecMissing Rate=40%2025.05 | 0.4349 | 0.6532 | |
| FuseMoE-SMissing Rate=50%2025.05 | 0.4308 | 0.6763 | |
| ShaSpecMissing Rate=50%2025.05 | 0.4275 | 0.6232 | |
| TFMissing Rate=0%2025.05 | 0.3889 | 0.6426 | |
| TFMissing Rate=20%2025.05 | 0.3537 | 0.5954 | |
| TFMissing Rate=30%2025.05 | 0.3536 | 0.6023 | |
| TFMissing Rate=10%2025.05 | 0.3494 | 0.6105 | |
| TFMissing Rate=50%2025.05 | 0.3301 | 0.582 | |
| TFMissing Rate=40%2025.05 | 0.3223 | 0.6009 |