From Text to Lexicon: Bridging the Gap betweenWord Embeddings and Lexical Resources
Table 4: Lexicon member coverage (%)
['target', 'VN', 'WN-V', 'WN-N']
We first analyze the coverage of the VSMs in question with respect to the lexica at hand, see Table 4. For brevity we only report coverage on w2 contexts [CONTINUE] lemmatization allows more targets to exceed the SGNS frequency threshold, which results in consistently better coverage. POS-disambiguation, in turn, fragments the vocabulary and consistently reduces the coverage with the effect being less pronounced for lemmatized targets. WN-N shows low coverage containing many low-frequency members.