| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Aspect Sentiment Classification | Restaurant SemEval 2015 (test) | Accuracy94.31 | 32 | |
| Aspect Sentiment Classification | Restaurant SemEval 2016 (test) | F1 Score93.01 | 27 | |
| Aspect Extraction | Restaurant (test) | F1 Score84.97 | 24 | |
| Aspect-level sentiment classification | Restaurant | Accuracy0.8677 | 23 | |
| Aspect-Based Sentiment Analysis | Restaurant14 original (test) | Accuracy92.68 | 20 | |
| Sequence Labeling | Restaurant 16 | F1 Score77.3 | 20 | |
| Sequence Labeling | Restaurant15 | F1 Score69.37 | 20 | |
| Sequence Labeling | Restaurant 14 | F1 Score78.45 | 20 | |
| Implicit Sentiment Analysis | Restaurant14 ISA original (test) | Accuracy84.27 | 19 | |
| Aspect Sentiment Classification | Restaurant (test) | Accuracy84.95 | 19 | |
| Text Classification | Restaurant | Accuracy87.75 | 15 | |
| Aspect Term Extraction | Restaurant 2014 (test) | F1 Score88.75 | 14 | |
| Aspect-Based Sentiment Analysis | Restaurant Implicit Sentiment Analysis (test) | Accuracy82.02 | 14 | |
| Aspect-Based Sentiment Analysis | Restaurant Full (test) | Accuracy91.52 | 14 | |
| Aspect-based Sentiment Analysis | Restaurant dataset | Accuracy83.57 | 14 | |
| Aspect-Category-Opinion-Sentiment (ACOS) quadruple extraction | Restaurant ACOS (test) | Precision41.12 | 12 | |
| Aspect term-polarity pair extraction | Restaurant DR-15 SemEval 2015 (test) | F1 Score75.68 | 11 | |
| Aspect Sentiment Classification | Restaurant14 ARTS (test) | Accuracy81.55 | 10 | |
| Sentiment cluster prediction | Restaurant16 (test) | EM92.57 | 10 | |
| Sentiment cluster prediction | Restaurant 15 (test) | Exact Match (EM)87.91 | 10 | |
| Sentiment cluster prediction | Restaurant 14 (test) | EM86.53 | 10 | |
| Aspect-level Sentiment Analysis | Restaurant R2 (test) | Accuracy81.49 | 10 | |
| Sentiment Classification | Restaurant14 | Accuracy90.38 | 9 | |
| Aspect term-polarity pair extraction | Restaurant (D_R) | Precision0.8032 | 9 | |
| Aspect Extraction | Restaurant | F1 Score0.8902 | 9 |