Metric: Senseval 2 (higher is better)
| # | Model↕ | Senseval 2▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SANDWiCH | 87.8 | No | SANDWiCH: Semantical Analysis of Neighbours for ... | 2025-03-07 | Code |
| 2 | GlossGPT | 86.1 | No | - | - | Code |
| 3 | ConSeC+WNGC | 82.7 | No | - | - | Code |
| 4 | ESR+WNGC | 82.5 | No | - | - | Code |
| 5 | ConSeC | 82.3 | No | - | - | Code |
| 6 | ESCHER SemCor | 81.7 | No | - | - | Code |
| 7 | ESR | 81.3 | No | - | - | Code |
| 8 | EWISER+WNGC | 80.8 | No | - | - | Code |
| 9 | SemCor+WNGC, hypernyms | 79.7 | No | Sense Vocabulary Compression through the Semanti... | 2019-05-14 | Code |
| 10 | SparseLMMS+WNGC | 79.6 | No | - | - | - |
| 11 | BEM | 79.4 | No | - | - | - |
| 12 | EWISER | 78.9 | No | - | - | Code |
| 13 | ARES | 78 | No | - | - | - |
| 14 | SparseLMMS | 77.9 | No | - | - | - |
| 15 | GlossBERT | 77.7 | No | GlossBERT: BERT for Word Sense Disambiguation wi... | 2019-08-20 | Code |
| 16 | BERT (linear projection) | 75.5 | No | Improved Word Sense Disambiguation Using Pre-Tra... | 2019-10-01 | Code |
| 17 | SemCor+WNGT, vocabulary reduced, ensemble | 75.15 | No | Improving the Coverage and the Generalization Ab... | 2018-11-02 | - |
| 18 | BERT (nearest neighbour) | 73.8 | No | Improved Word Sense Disambiguation Using Pre-Tra... | 2019-10-01 | Code |
| 19 | supWSD<sub>emb</sub> | 72.7 | No | - | - | - |
| 20 | GAS<sub>ext</sub> | 72.2 | No | Incorporating Glosses into Neural Word Sense Dis... | 2018-05-21 | Code |
| 21 | GAS | 72 | No | Incorporating Glosses into Neural Word Sense Dis... | 2018-05-21 | Code |
| 22 | Bi-LSTM<sub>att+LEX</sub> | 72 | No | - | - | - |
| 23 | Bi-LSTM<sub>att+LEX+POS</sub> | 72 | No | - | - | - |
| 24 | context2vec | 71.8 | No | - | - | - |
| 25 | ELMo | 71.6 | No | Deep contextualized word representations | 2018-02-15 | Code |
| 26 | supWSD | 71.3 | No | - | - | - |
| 27 | MFS baseline | 65.6 | No | - | - | - |