Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SemCor+WNGC, hypernyms | 90.4 | No | Sense Vocabulary Compression through the Semanti... | 2019-05-14 | Code |
| 2 | SemCor+WNGT, vocabulary reduced, ensemble | 86.02 | No | Improving the Coverage and the Generalization Ab... | 2018-11-02 | - |
| 3 | kNN-BERT + POS (training corpus: WNGT) | 85.32 | No | Does BERT Make Any Sense? Interpretable Word Sen... | 2019-09-23 | Code |
| 4 | LSTMLP (T:SemCor, U:OMSTI) | 84.3 | No | Semi-supervised Word Sense Disambiguation with N... | 2016-03-22 | - |
| 5 | LSTMLP (T:SemCor, U:1K) | 83.6 | No | Semi-supervised Word Sense Disambiguation with N... | 2016-03-22 | - |
| 6 | LSTMLP (T:OMSTI, U:1K) | 83.3 | No | Semi-supervised Word Sense Disambiguation with N... | 2016-03-22 | - |
| 7 | LSTM (T:SemCor) | 82.8 | No | Semi-supervised Word Sense Disambiguation with N... | 2016-03-22 | - |
| 8 | ShotgunWSD 2.0 | 81.22 | No | ShotgunWSD: An unsupervised algorithm for global... | 2017-07-25 | - |
| 9 | kNN-BERT | 81.2 | No | Does BERT Make Any Sense? Interpretable Word Sen... | 2019-09-23 | Code |
| 10 | LSTM (T:OMSTI) | 81.1 | No | Semi-supervised Word Sense Disambiguation with N... | 2016-03-22 | - |