| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Aspect-Term Sentiment Analysis | LAPTOP SemEval 2014 (test) | Macro-F179.15 | 69 | |
| Aspect Sentiment Classification | Laptop (test) | Accuracy86.35 | 49 | |
| Aspect Extraction | Laptop (test) | F1 Score82.61 | 30 | |
| Sentiment Classification | Laptop14 | Accuracy85.11 | 28 | |
| Aspect Extraction | Laptop SemEval 2014 (test) | F1 Score92.3 | 28 | |
| Aspect-level Sentiment Analysis | Laptop L (test) | Accuracy86.68 | 24 | |
| Aspect-based Sentiment Analysis | Laptop dataset | Accuracy81.35 | 22 | |
| Aspect-Based Sentiment Analysis | Laptop14 original (test) | Accuracy85.74 | 20 | |
| Sequence Labeling | Laptop14 | F1 Score70.96 | 20 | |
| Implicit Sentiment Analysis | Laptop14 ISA original (test) | Accuracy88.57 | 19 | |
| Aspect Term Extraction | Laptop 2014 (test) | F1 Score86.91 | 17 | |
| Opinion Extraction | Laptop (test) | F1 Score79.44 | 16 | |
| Aspect-Opinion Pair Extraction | 14lap | F1 Score94.36 | 15 | |
| Aspect-level sentiment classification | Laptop | Accuracy72.37 | 15 | |
| Aspect Sentiment Triplet Extraction | Laptop14 (test) | F1 Score65.3 | 13 | |
| Aspect Sentiment Classification | Laptop | F1 Score73.68 | 11 | |
| Aspect Sentiment Classification | Laptop14 ARTS (test) | Acc74.47 | 10 | |
| Sentiment cluster prediction | Laptop14 (test) | Exact Match83.73 | 10 | |
| Aspect term-polarity pair extraction | Laptop (D_L) | Precision72.38 | 9 | |
| Aspect Extraction | Laptop | F1 Score84.26 | 9 | |
| Opinion Triplet Extraction | SemEval-2014 Task 4 Laptop (test) | Precision59.42 | 7 | |
| Targeted Sentiment Analysis | LAPTOP | Precision69.46 | 7 | |
| Aspect Extraction | Laptop SemEval (test) | F1 Score85.57 | 6 | |
| Review Reading Comprehension | Laptop (test) | EM48.05 | 6 | |
| Aspect Sentiment Triplet Extraction | Laptop14 | F1 Score63.33 | 4 |