Word Sense Disambiguation on SensEval-2 (test)
76.52F1 ScoreBERT kNN
Evaluation results
| Method | Links | |
|---|---|---|
| BERT kNNk=32019.09 | 76.52 | |
| BERT kNNk=42019.09 | 76.52 | |
| BERT kNNk=72019.09 | 76.5 | |
| BERT kNNk=82019.09 | 76.5 | |
| BERT kNNk=52019.09 | 76.43 | |
| BERT kNNk=62019.09 | 76.43 | |
| BERT kNNk=502019.09 | 76.43 | |
| BERT kNNk=1002019.09 | 76.43 | |
| BERT kNNk=92019.09 | 76.4 | |
| BERT kNNk=102019.09 | 76.4 | |
| BERT Layer Weighting (LW)Context Window=1 sentence + 1 surrounding2019.10 | 76.4 | |
| BERT kNNk=5002019.09 | 76.38 | |
| BERT kNNk=10002019.09 | 76.38 | |
| BERT kNNk=12019.09 | 76.1 | |
| BERT kNNk=22019.09 | 76.1 | |
| BERT Simple Linear ProjectionContext Window=1 sentence + 1 surrounding2019.10 | 75.9 | |
| BERT Gated Linear Unit (GLU)Context Window=1 sentence + 1 surrounding2019.10 | 75.5 | |
| BERT GLU+LWContext Window=1 sentence + 1 surrounding2019.10 | 75.5 | |
| BERT Simple Linear ProjectionContext Window=1 sentence2019.10 | 75 | |
| BERT Layer Weighting (LW)Context Window=1 sentence2019.10 | 75 | |
| BERT Gated Linear Unit (GLU)Context Window=1 sentence2019.10 | 74.1 | |
| BERT GLU+LWContext Window=1 sentence2019.10 | 74 | |
| BERT 1nnContext Window=1 sentence + 1 surrounding2019.10 | 73.8 | |
| BERT 1nnContext Window=1 sentence2019.10 | 73 | |
| SupWSD+embembeddings=word2vec2019.10 | 72.7 | |
| GASext Concat2019.10 | 72.2 | |
| BiLSTMatt+LEX2019.10 | 72 | |
| context2vec2019.10 | 71.8 | |
| ELMO2019.10 | 71.6 | |
| SupWSDembeddings=none2019.10 | 71.3 | |
| IMS+embembeddings=word2vec2019.10 | 71 | |
| IMSembeddings=none2019.10 | 70.9 | |
| Kågebäck2019.09 | 66.9 | |
| MFS baseline2019.10 | 65.6 | |
| MFS2019.09 | 54.79 |