Named Entity Disambiguation for Noisy Text
Table 1: Evaluation on noisy web data (WikilinksNED)
['Wikilinks Test-Set Evaluation  [BOLD] Model', 'Wikilinks Test-Set Evaluation  [BOLD] Sampled Test Set (10K)', 'Wikilinks Test-Set Evaluation  [BOLD] Full Test Set (300K)']
We used standard micro P@1 accuracy for evaluation. Our RNN model significantly outperforms Yamada at el. on this data by over 5 points, indicating that the more expressive RNNs are indeed beneficial for this task. We find that the attention mechanism further improves our results by a small, yet statistically significant, margin.