Metric: F1-Score (higher is better)
| # | Model↕ | F1-Score▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SVM with GloVe | 0.76 | No | - | - | Code |
| 2 | SVM with ConceptNet, Wikipedia articles and WordNet synonyms | 0.74 | No | Luminoso at SemEval-2018 Task 10: Distinguishing... | 2018-06-05 | Code |
| 3 | Gradient boosting with co-occurrence count features and JoBimText features | 0.73 | No | BomJi at SemEval-2018 Task 10: Combining Vector-... | 2018-04-30 | - |
| 4 | LexVec, word co-occurrence, and ConceptNet data combined using maximum entropy classifier | 0.72 | No | - | - | - |
| 5 | Composes explicit vector spaces from WordNet Definitions, ConceptNet and Visual Genome | 0.69 | No | Identifying and Explaining Discriminative Attrib... | 2019-09-05 | Code |
| 6 | Use of Wikipedia and ConceptNet Transp. (No expl.) | 0.69 | No | - | - | - |