Aspect Sentiment Quad Prediction on ACOS Laptop
46.7F1 ScoreS²IT-32B
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| S²IT-32BMethod Paradigm=Generative-based, Model Scale=32B2026.04 | 46.7 | — | 45.4 | |
| MUL+Scorer&ReRank (AI)collaborative=true, refinement=Scorer & ReRank (AI)2025.11 | 46.17 | — | — | |
| GAS+Scorer&ReRank (AI)collaborative=true, refinement=Scorer & ReRank (AI)2025.11 | 46.01 | — | — | |
| S²IT-7BMethod Paradigm=Generative-based, Model Scale=7B2026.04 | 45.9 | — | 44.7 | |
| E4LTraining protocol=State-of-the-art2025.11 | 45.73 | 45.38 | 46.08 | |
| E4Lcollaborative=true2025.11 | 45.73 | — | — | |
| qwen2.5-32BMethod Paradigm=Generative-based, Model Scale=32B2026.04 | 45.3 | — | 45 | |
| qwen2.5-7BMethod Paradigm=Generative-based, Model Scale=7B2026.04 | 44.6 | — | 44.7 | |
| DLO + ATossMethod Paradigm=Generative-based2026.04 | 44.5 | — | 43.9 | |
| ILOTraining protocol=State-of-the-art2025.11 | 44.35 | 44.14 | 44.56 | |
| MvP + ATossMethod Paradigm=Generative-based2026.04 | 44.2 | — | 43.1 | |
| MULTraining protocol=State-of-the-art2025.11 | 44.01 | 44.38 | 43.65 | |
| MvPTraining protocol=State-of-the-art2025.11 | 43.92 | — | — | |
| IVLSTraining protocol=State-of-the-art2025.11 | 43.71 | 53.47 | 33.45 | |
| MvPMethod Paradigm=Generative-based2026.04 | 43.7 | — | 43.6 | |
| DLOTraining protocol=State-of-the-art2025.11 | 43.6 | 43.4 | 43.8 | |
| DLOMethod Paradigm=Generative-based2026.04 | 43.6 | — | 43.8 | |
| GASTraining protocol=State-of-the-art2025.11 | 43.07 | 43.46 | 42.69 | |
| ParaphraseMethod Paradigm=Generative-based2026.04 | 43 | — | 42.5 | |
| Seq2PathTraining protocol=State-of-the-art2025.11 | 42.97 | — | — | |
| One-ASQPMethod Paradigm=Extractive-based2026.04 | 41.5 | — | 39.5 | |
| Extract-ClassifyTraining protocol=State-of-the-art2025.11 | 35.8 | 45.56 | 29.28 | |
| Extract-ClassifyMethod Paradigm=Extractive-based2026.04 | 35.8 | — | 29.4 | |
| TAS-BERTMethod Paradigm=Extractive-based2026.04 | 27.3 | — | 19.2 | |
| ChatGPTTraining protocol=Training-free, Shot count=few-shot2025.11 | 24.33 | 21.72 | 27.65 |