Jointly Embedding Entities and Text with Distant Supervision
Table 9: AIDA linking accuracy, using entity embeddings trained on Wikipedia and Gigaword. All differences are significant (McNemar’s test, p≪0.01).
['Method', 'Accuracy %']
4.3.2 Newswire entities AIDA Hoffart et al. To reduce the search space, \newcitePershina2015 provided a set of candidate entities for each mention, which we use for our experiments. The MPME model of \newciteCao2017 achieves near state-of-the-art performance accuracy on AIDA with this candidate set, using the mention sense distributions and full document context included in the model.