| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multimodal Understanding | SEED | Accuracy82.6 | 226 | |
| Emotion Recognition | SEED-IV Session 2 → Session 3 | Accuracy100 | 198 | |
| Emotion Recognition | SEED-IV Session 1 → Session 3 | Accuracy97.69 | 198 | |
| Emotion Recognition | SEED-IV Session 1 → Session 2 | Accuracy100 | 134 | |
| Multimodal Understanding | SEED-2-Plus | Accuracy81.1 | 125 | |
| Multimodal Understanding | SEED-I Image | Accuracy0.822 | 75 | |
| EEG Emotion Recognition | SEED | Accuracy96.55 | 74 | |
| Emotion Recognition | SEED Session 1 → Session 2 | Accuracy100 | 70 | |
| Multimodal Understanding | SEED | SEED Score81.8 | 51 | |
| Emotion Recognition | SEED, SEED-IV, and SEED-V | Transfer Accuracy (SEED → SEED-IV)57.4 | 44 | |
| Text-to-Speech | Seed ZH | CER0.77 | 42 | |
| Text-to-Speech | Seed EN | WER1.23 | 41 | |
| Visual Question Answering | SEED | Overall Score79.8 | 35 | |
| EEG emotion recognition | SEED Subject-independent | Accuracy90.92 | 34 | |
| EEG classification | SEED | AUPRC74.25 | 32 | |
| Text-to-Speech | Seed-zh (test) | CER0.78 | 32 | |
| Emotion Recognition | SEED-V (LOSO) | Accuracy62.77 | 32 | |
| Emotion Recognition | SEED (cross-subject cross-session) | Accuracy93.18 | 30 | |
| Text-to-Speech | Seed-en (test) | WER1.31 | 30 | |
| Multi-modal Understanding | SEED-IMG | Accuracy78.46 | 29 | |
| Emotion Recognition | SEED IV V | Accuracy (SEED -> SEED-IV)56.29 | 28 | |
| Emotion Recognition | SEED VII | Balanced Accuracy33.56 | 28 | |
| EEG emotion recognition | SEED-IV (Subject-independent) | Accuracy79.3 | 28 | |
| Multimodal Understanding | SEED-IMG | Accuracy71.9 | 27 | |
| Emotion Recognition | SEED cross-subject | Accuracy94.53 | 26 |