Graph-Based Decoding for Event Sequencing and Coreference Resolution
Table 4: Test Results for event sequencing. The Oracle Cluster+Temporal system is using Caevo’s result on the Oracle Clusters.
['[EMPTY]', 'Prec.', 'Recall', 'F-Score']
Because the baseline system has access to the oracle script clusters, it produces high precision. However, the low recall value shows that it fails to produce enough After links. Our analysis shows that a lot of After relations are not indicated by clear temporal clues, but can only be solved with script knowledge. However, it fails to identify that “extradited” is after “arrested”, which requires knowledge about prototypical event sequences.