Word Similarity 벤치마크
Word Similarity on WS353
Spearman's Rho
- 2016-07-15 — SkipGram: Spearman's Rho 61.0
- 2020-12-22 — Bert2Vec: Spearman's Rho 72.8
- 2022-10-30 — Context-to-Vector: Spearman's Rho 78.9
| Rank | Model | Spearman's Rho | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | Context-to-Vector | 78.9 | Using Context-to-Vector with Graph Retrofitting to Improve Word Embeddings | binbinjiang/context2vector | 2022 |
| 2 | Bert2Vec | 72.8 | Improved Biomedical Word Embeddings in the Transformer Era | bionlproc/BERT-CRel-Embeddings | 2020 |
| 3 | SkipGram | 61.0 | Enriching Word Vectors with Subword Information | facebookresearch/fastText · dmlc/gluon-nlp · plasticityai/magnitude · +51 | 2016 |