Metric: SemEval 2013 (higher is better)
| # | Model↕ | SemEval 2013▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SANDWiCH | 92.6 | No | SANDWiCH: Semantical Analysis of Neighbours for ... | 2025-03-07 | Code |
| 2 | ConSeC+WNGC | 85.2 | No | - | - | Code |
| 3 | ConSeC | 83.2 | No | - | - | Code |
| 4 | ESR+WNGC | 82.3 | No | - | - | Code |
| 5 | ESCHER SemCor | 82.2 | No | - | - | Code |
| 6 | ESR | 81.5 | No | - | - | Code |
| 7 | EWISER+WNGC | 80.7 | No | - | - | Code |
| 8 | BEM | 79.7 | No | - | - | - |
| 9 | SparseLMMS+WNGC | 79.4 | No | - | - | - |
| 10 | EWISER | 78.9 | No | - | - | Code |
| 11 | SemCor+WNGC, hypernyms | 78.7 | No | Sense Vocabulary Compression through the Semanti... | 2019-05-14 | Code |
| 12 | ARES | 77.3 | No | - | - | - |
| 13 | SparseLMMS | 76.1 | No | - | - | - |
| 14 | GlossBERT | 76.1 | No | GlossBERT: BERT for Word Sense Disambiguation wi... | 2019-08-20 | Code |
| 15 | GlossGPT | 75.4 | No | - | - | Code |
| 16 | SemCor+WNGT, vocabulary reduced, ensemble | 72.63 | No | Improving the Coverage and the Generalization Ab... | 2018-11-02 | - |
| 17 | BERT (linear projection) | 71.1 | No | Improved Word Sense Disambiguation Using Pre-Tra... | 2019-10-01 | Code |
| 18 | BERT (nearest neighbour) | 69.2 | No | Improved Word Sense Disambiguation Using Pre-Tra... | 2019-10-01 | Code |
| 19 | GAS<sub>ext</sub> | 67.2 | No | Incorporating Glosses into Neural Word Sense Dis... | 2018-05-21 | Code |
| 20 | Bi-LSTM<sub>att+LEX+POS</sub> | 66.9 | No | - | - | - |
| 21 | supWSD<sub>emb</sub> | 66.8 | No | - | - | - |
| 22 | GAS | 66.7 | No | Incorporating Glosses into Neural Word Sense Dis... | 2018-05-21 | Code |
| 23 | Bi-LSTM<sub>att+LEX</sub> | 66.4 | No | - | - | - |
| 24 | ELMo | 66.2 | No | Deep contextualized word representations | 2018-02-15 | Code |
| 25 | supWSD | 65.8 | No | - | - | - |
| 26 | context2vec | 65.6 | No | - | - | - |
| 27 | MFS baseline | 63.8 | No | - | - | - |