Word Sense Disambiguation 벤치마크
Word Sense Disambiguation on SensEval 2 Lexical Sample
F1
- 2015-05-01 — IMS + adapted CW: F1 66.2
- 2016-06-11 — BiLSTM with GloVe: F1 66.9
- 2019-09-23 — kNN-BERT: F1 76.52
| Rank | Model | F1 | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | kNN-BERT | 76.52 | Does BERT Make Any Sense? Interpretable Word Sense Disambiguation with Contextualized Embeddings | uhh-lt/bert-sense | 2019 |
| 2 | BiLSTM with GloVe | 66.9 | Word Sense Disambiguation using a Bidirectional LSTM | salomons/wsd | 2016 |
| 3 | IMS + adapted CW | 66.2 | Semi-Supervised Word Sense Disambiguation Using Word Embeddings in General and Specific Domains | 2015 |