Metric: SemEval 2007 (higher is better)
| # | Model↕ | SemEval 2007▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SANDWiCH | 80.9 | No | SANDWiCH: Semantical Analysis of Neighbours for ... | 2025-03-07 | Code |
| 2 | ConSeC+WNGC | 78.5 | No | - | - | Code |
| 3 | ESR+WNGC | 78.5 | No | - | - | Code |
| 4 | ConSeC | 77.4 | No | - | - | Code |
| 5 | ESR | 77 | No | - | - | Code |
| 6 | ESCHER SemCor | 76.3 | No | - | - | Code |
| 7 | GlossGPT | 76.2 | No | - | - | Code |
| 8 | EWISER+WNGC | 75.2 | No | - | - | Code |
| 9 | BEM | 74.5 | No | - | - | - |
| 10 | SemCor+WNGC, hypernyms | 73.4 | No | Sense Vocabulary Compression through the Semanti... | 2019-05-14 | Code |
| 11 | SparseLMMS+WNGC | 73 | No | - | - | - |
| 12 | GlossBERT | 72.5 | No | GlossBERT: BERT for Word Sense Disambiguation wi... | 2019-08-20 | Code |
| 13 | EWISER | 71 | No | - | - | Code |
| 14 | ARES | 71 | No | - | - | - |
| 15 | SparseLMMS | 68.8 | No | - | - | - |
| 16 | BERT (linear projection) | 68.1 | No | Improved Word Sense Disambiguation Using Pre-Tra... | 2019-10-01 | Code |
| 17 | SemCor+WNGT, vocabulary reduced, ensemble | 66.81 | No | Improving the Coverage and the Generalization Ab... | 2018-11-02 | - |
| 18 | BERT (nearest neighbour) | 63.3 | No | Improved Word Sense Disambiguation Using Pre-Tra... | 2019-10-01 | Code |
| 19 | supWSD<sub>emb</sub> | 63.1 | No | - | - | - |
| 20 | ELMo | 62.2 | No | Deep contextualized word representations | 2018-02-15 | Code |
| 21 | context2vec | 61.3 | No | - | - | - |
| 22 | supWSD | 60.2 | No | - | - | - |
| 23 | MFS baseline | 54.5 | No | - | - | - |