| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Aspect Sentiment Triplet Extraction | D2 (16Res) | F1 Score74.83 | 25 | |
| Aspect Sentiment Triplet Extraction | D2 15Res | F1 Score66.12 | 25 | |
| Aspect Sentiment Triplet Extraction | D2 14Lap | F1 Score63.61 | 25 | |
| Aspect Sentiment Triplet Extraction | D2 14Res | F1 Score75.59 | 25 | |
| Time Series Forecasting | D2 Synthetic (test) | MSE0.599 | 16 | |
| Medical Image Segmentation | D2 | DSC87.35 | 14 | |
| ICD-10 Code Prediction | D2 noisy (test) | AUPRC (Z37)93.86 | 10 | |
| Aspect-level sentiment classification | D2 | Accuracy72.08 | 9 | |
| Time-Domain Prediction | D2 | NMSE (dB)-18.58 | 6 | |
| Frequency-Domain Prediction | D2 | NMSE (dB)-8.95 | 5 | |
| Trajectory Planning | D2 OOD-OV | RRPI3,103.8 | 4 | |
| Trajectory Planning | D2 OOD | RRPI4,372.4 | 4 | |
| CSI Reconstruction | D2 | NMSE (dB)-15.91 | 3 |