Metric: Senseval 3 (higher is better)
| # | Model↕ | Senseval 3▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SANDWiCH | 85.7 | No | SANDWiCH: Semantical Analysis of Neighbours for ... | 2025-03-07 | Code |
| 2 | GlossGPT | 82.9 | No | - | - | Code |
| 3 | ConSeC+WNGC | 81 | No | - | - | Code |
| 4 | ESR+WNGC | 80.2 | No | - | - | Code |
| 5 | ConSeC | 79.9 | No | - | - | Code |
| 6 | ESR | 79.9 | No | - | - | Code |
| 7 | EWISER+WNGC | 79 | No | - | - | Code |
| 8 | EWISER | 78.4 | No | - | - | Code |
| 9 | ESCHER SemCor | 77.8 | No | - | - | Code |
| 10 | SemCor+WNGC, hypernyms | 77.8 | No | Sense Vocabulary Compression through the Semanti... | 2019-05-14 | Code |
| 11 | SparseLMMS | 77.8 | No | - | - | - |
| 12 | BEM | 77.4 | No | - | - | - |
| 13 | SparseLMMS+WNGC | 77.3 | No | - | - | - |
| 14 | ARES | 77.1 | No | - | - | - |
| 15 | GlossBERT | 75.2 | No | GlossBERT: BERT for Word Sense Disambiguation wi... | 2019-08-20 | Code |
| 16 | BERT (linear projection) | 73.6 | No | Improved Word Sense Disambiguation Using Pre-Tra... | 2019-10-01 | Code |
| 17 | BERT (nearest neighbour) | 71.6 | No | Improved Word Sense Disambiguation Using Pre-Tra... | 2019-10-01 | Code |
| 18 | supWSD<sub>emb</sub> | 70.6 | No | - | - | - |
| 19 | GAS<sub>ext</sub> | 70.5 | No | Incorporating Glosses into Neural Word Sense Dis... | 2018-05-21 | Code |
| 20 | SemCor+WNGT, vocabulary reduced, ensemble | 70.11 | No | Improving the Coverage and the Generalization Ab... | 2018-11-02 | - |
| 21 | GAS | 70 | No | Incorporating Glosses into Neural Word Sense Dis... | 2018-05-21 | Code |
| 22 | ELMo | 69.6 | No | Deep contextualized word representations | 2018-02-15 | Code |
| 23 | Bi-LSTM<sub>att+LEX</sub> | 69.4 | No | - | - | - |
| 24 | Bi-LSTM<sub>att+LEX+POS</sub> | 69.1 | No | - | - | - |
| 25 | context2vec | 69.1 | No | - | - | - |
| 26 | supWSD | 68.8 | No | - | - | - |
| 27 | MFS baseline | 66 | No | - | - | - |