Performance comparison (× 100) of six-word embedding baseline models against word analogy datasets
| Word analogy datasets | ||||||||
|---|---|---|---|---|---|---|---|---|
| Semantic | Syntactic | MSR | ||||||
| Add | Mul | Add | Mul | Add | Mul | Add | Mul | |
| SGNS | 71.8 | 73.4 | 77.6 | 78.1 | 67.1 | 69.5 | 56.7 | 59.7 |
| CBOW | 70.7 | 70.8 | 74.4 | 74.1 | 67.6 | 68.1 | 56.2 | 56.8 |
| GloVe | 68.4 | 68.7 | 76.1 | 75.9 | 61.9 | 62.7 | 50.3 | 51.6 |
| FastText | 40.5 | 45.1 | 19.1 | 24.8 | 58.3 | 61.9 | 48.6 | 52.2 |
| ngram2vec | 70.1 | 71.3 | 75.7 | 75.7 | 65.3 | 67.6 | 53.8 | 56.6 |
| Dict2vec | 48.5 | 50.5 | 45.1 | 47.4 | 51.4 | 53.1 | 36.5 | 38.9 |
| Word analogy datasets | ||||||||
|---|---|---|---|---|---|---|---|---|
| Semantic | Syntactic | MSR | ||||||
| Add | Mul | Add | Mul | Add | Mul | Add | Mul | |
| SGNS | 67.1 | |||||||
| CBOW | 70.7 | 70.8 | 74.4 | 74.1 | 68.1 | 56.2 | 56.8 | |
| GloVe | 68.4 | 68.7 | 76.1 | 75.9 | 61.9 | 62.7 | 50.3 | 51.6 |
| FastText | 40.5 | 45.1 | 19.1 | 24.8 | 58.3 | 61.9 | 48.6 | 52.2 |
| ngram2vec | 70.1 | 71.3 | 75.7 | 75.7 | 65.3 | 67.6 | 53.8 | 56.6 |
| Dict2vec | 48.5 | 50.5 | 45.1 | 47.4 | 51.4 | 53.1 | 36.5 | 38.9 |
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