| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Relation Classification | SemEval-2010 Task 8 (test) | F1 Score91.9 | 128 | |
| Relation Extraction | SemEval | Micro-F191.9 | 63 | |
| Aspect-level Sentiment Classification | SemEval Laptop 2014 (test) | Accuracy86.46 | 59 | |
| Relation Extraction | SemEval (test) | Micro F190.4 | 55 | |
| Lexical Semantic Change Detection | SemEval Task 1 Subtask 2 English 2020 | Spearman Correlation0.774 | 54 | |
| Multi-label emotion classification | SemEval Task 1:E-c 2018 (test) | Macro F157.8 | 53 | |
| Word Sense Disambiguation | SemEval-2007 Task 17 (test) | F1 Score71.4 | 36 | |
| Keyword Extraction | SemEval 2010 | F1 Score (k=10)37.5 | 31 | |
| Aspect-Based Sentiment Analysis | SemEval Task 4 Subtask 2 Restaurant domain 2014 (test) | Accuracy91.76 | 30 | |
| Word Sense Disambiguation | SemEval Task 7 (S7-T7) 2007 (test) | F1 Score90.6 | 29 | |
| Binary Lexical Semantic Change Detection | SemEval Subtask 1 (English) 2020 | Accuracy0.73 | 28 | |
| Opinion Term Extraction | SemEval res 2015 (test) | Precision79.18 | 28 | |
| Aspect term-polarity pair extraction | SemEval Laptop (SL) (test) | F1 Score0.7071 | 28 | |
| Target-Oriented Opinion Word Extraction | SemEval res 2016 (test) | Precision89.2 | 27 | |
| Target-Oriented Opinion Word Extraction | 14lap SemEval 2014 (test) | Precision82.4 | 27 | |
| Machine-Generated Text Detection | SemEval (test) | ASR66.2 | 26 | |
| Sarcasm Detection | SemEval 2018 | Accuracy71.4 | 24 | |
| Sentence-level Relation Extraction | SemEval (test) | F1 (micro)0.887 | 24 | |
| Relationship Extraction | SemEval Task 8 2010 (test) | F1 Score90.36 | 24 | |
| Taxonomy Expansion | SemEval Sci 2016 (test) | Accuracy64.7 | 23 | |
| Taxonomy Expansion | SemEval Env 2016 (test) | Accuracy67.3 | 23 | |
| Keyphrase extraction | SemEval 2017 | F1@527.14 | 23 | |
| Keyword Extraction | SemEval 2017 | F1 Score @ 1054 | 22 | |
| Discriminative Attribute Identification | Semeval Task 10 2018 | F1 Score76 | 20 | |
| Aspect-based Sentiment Analysis | SemEval Laptop 2014 | F1 Score85.16 | 19 |