Metric: SemEval 2015 (higher is better)
| # | Model↕ | SemEval 2015▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SANDWiCH | 91.5 | No | SANDWiCH: Semantical Analysis of Neighbours for ... | 2025-03-07 | Code |
| 2 | ConSeC+WNGC | 87.5 | No | - | - | Code |
| 3 | ESR+WNGC | 85.3 | No | - | - | Code |
| 4 | ConSeC | 85.2 | No | - | - | Code |
| 5 | ESR | 84.1 | No | - | - | Code |
| 6 | ESCHER SemCor | 83.2 | No | - | - | Code |
| 7 | ARES | 83.2 | No | - | - | - |
| 8 | GlossGPT | 83 | No | - | - | Code |
| 9 | SemCor+WNGC, hypernyms | 82.6 | No | Sense Vocabulary Compression through the Semanti... | 2019-05-14 | Code |
| 10 | EWISER+WNGC | 81.8 | No | - | - | Code |
| 11 | BEM | 81.7 | No | - | - | - |
| 12 | SparseLMMS+WNGC | 81.3 | No | - | - | - |
| 13 | GlossBERT | 80.4 | No | GlossBERT: BERT for Word Sense Disambiguation wi... | 2019-08-20 | Code |
| 14 | EWISER | 79.3 | No | - | - | Code |
| 15 | SparseLMMS | 77.5 | No | - | - | - |
| 16 | BERT (linear projection) | 76.2 | No | Improved Word Sense Disambiguation Using Pre-Tra... | 2019-10-01 | Code |
| 17 | SemCor+WNGT, vocabulary reduced, ensemble | 74.46 | No | Improving the Coverage and the Generalization Ab... | 2018-11-02 | - |
| 18 | BERT (nearest neighbour) | 74.4 | No | Improved Word Sense Disambiguation Using Pre-Tra... | 2019-10-01 | Code |
| 19 | GAS<sub>ext</sub> | 72.6 | No | Incorporating Glosses into Neural Word Sense Dis... | 2018-05-21 | Code |
| 20 | Bi-LSTM<sub>att+LEX</sub> | 72.4 | No | - | - | - |
| 21 | context2vec | 71.9 | No | - | - | - |
| 22 | supWSD<sub>emb</sub> | 71.8 | No | - | - | - |
| 23 | GAS | 71.6 | No | Incorporating Glosses into Neural Word Sense Dis... | 2018-05-21 | Code |
| 24 | Bi-LSTM<sub>att+LEX+POS</sub> | 71.5 | No | - | - | - |
| 25 | ELMo | 71.3 | No | Deep contextualized word representations | 2018-02-15 | Code |
| 26 | supWSD | 70 | No | - | - | - |
| 27 | MFS baseline | 67.1 | No | - | - | - |