Extrinsic evaluation results
| POS | Chunking | NER | SA(IMDb) | SA(SST) | NMT Perplexity | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Bi-LSTM | CNN | FastText | Bi-LSTM | CNN | FastText | |||||
| SGNS | 94.54 | 88.21 | 87.12 | 85.36 | 88.78 | 68.52 | 64.08 | 66.93 | 55.53 | 79.14 |
| CBOW | 93.79 | 84.91 | 83.83 | 86.93 | 85.88 | 69.55 | 65.63 | 65.06 | 60.73 | 102.33 |
| GloVe | 93.32 | 84.11 | 85.3 | 70.41 | 87.56 | 67.94 | 65.16 | 65.15 | 58.29 | 84.20 |
| FastText | 94.36 | 87.96 | 87.10 | 73.97 | 83.69 | 67.00 | 50.01 | 63.25 | 52.77 | 82.60 |
| ngram2vec | 94.11 | 88.74 | 87.33 | 79.32 | 89.29 | 68.98 | 66.27 | 66.45 | 61.05 | 77.79 |
| Dict2vec | 93.61 | 86.54 | 86.82 | 62.71 | 88.94 | 70.23 | 62.75 | 66.09 | 58.89 | 78.84 |
| POS | Chunking | NER | SA(IMDb) | SA(SST) | NMT Perplexity | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Bi-LSTM | CNN | FastText | Bi-LSTM | CNN | FastText | |||||
| SGNS | 88.21 | 87.12 | 85.36 | 88.78 | 68.52 | 64.08 | 55.53 | 79.14 | ||
| CBOW | 93.79 | 84.91 | 83.83 | 85.88 | 69.55 | 65.63 | 65.06 | 60.73 | 102.33 | |
| GloVe | 93.32 | 84.11 | 85.3 | 70.41 | 87.56 | 67.94 | 65.16 | 65.15 | 58.29 | 84.20 |
| FastText | 94.36 | 87.96 | 87.10 | 73.97 | 83.69 | 67.00 | 50.01 | 63.25 | 52.77 | 82.60 |
| ngram2vec | 94.11 | 79.32 | 68.98 | 66.45 | ||||||
| Dict2vec | 93.61 | 86.54 | 86.82 | 62.71 | 88.94 | 62.75 | 66.09 | 58.89 | 78.84 | |
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