Temporal Event Knowledge Acquisition via Identifying Narratives
Table 5: Results on TimeBank corpus
['Models', 'Acc.(%)']
The final fully connected layer maps the concatenated embeddings of all sequences to 14 fine-grained temporal relations. We applied the same model here, but if an event pair appears in our learned list of event pairs, we concatenated the CP score of the event pair as additional evidence in the final layer. To be consistent with Choubey and Huang Not surprisingly, out of the 14 temporal relations, the performance on the relation before was improved the most by 4.9%.