Knowledge Enhanced Contextual Word Representations
Table 2: Fine-grained WSD F1.
['System', 'F1']
By linking to nodes in our WordNet graph and restricting to gold lemmas at test time we can recast the WSD task under our general entity linking framework. The ELMo and BERT baselines use a nearest neighbor approach trained on the SemCor dataset, similar to the evaluation in Melamud et al. Raganato et al. As can be seen, KnowBert provides competitive performance, and KnowBert-W+W is able to match the performance of KnowBert-WordNet despite incorporating both Wikipedia and WordNet.