charagram: Embedding Words and Sentences via Character n-grams
Table 2: Spearman’s ρ×100 on SL999. charagram (large) refers to the charagram model described in Section 4.4. This model contains 173,881 character embeddings, more than the 100,283 in the charagram model used to obtain the results in Table 1.
['Model', 'SL999']
We found that performance of charagram on word similarity tasks can be improved by using more character n-grams. Our best result from these experiments was obtained with the largest model we considered, which contains 173,881 n-gram embeddings. When using WS353 for model selection and training for 25 epochs, this model achieves 70.6 on SL999.