| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ASAP 1.0 (test) | Prompt 1 QWK0.836 | 51 | 1mo ago | ||
| IELTS Writing Task 2 | Llama-3.1-8B (4-LoRA) | Accuracy99.02 | 22 | 1mo ago | |
| ASAP Kaggle 2.0 (test) | Model 5 (Linguistic features) | QWK0.84 | 13 | 1mo ago | |
| ASAP++ full-data setting | DualBERT+LoRA+SA | Score P10.734 | 10 | 1mo ago | |
| TOEFL | StruSim | Prompt 1 Score75.97 | 7 | 1mo ago | |
| ASAP++ 32-data setting (test) | DualBERT + LoRA + SA + UST | QWK (P1)0.635 | 6 | 1mo ago | |
| LAILA (cross-prompt) | TRATES | Relevance Score55.7 | 5 | 1mo ago | |
| ASAP Long Essays (Prompts 1, 2, 8) | Score (P1)83.6 | 4 | 1mo ago | ||
| FCE public (test) | Pearson's r79.6 | 4 | 1mo ago | ||
| ASAP 2.0 and ELLIPSE | Baseline (DeBERTa) | QWK0.792 | 3 | 1mo ago | |
| Arabic Automated Essay Scoring (AES) Dataset | Hybrid Trait-Based Prompting | QWK0.28 | 2 | 26d ago |