Event Representation Learning Enhanced with External Commonsense Knowledge
Table 3: Results of script event prediction on the test set. The improvement is significant at p<0.05. Acc is short for Accuracy.
['[BOLD] Methods', '[BOLD] Acc (%)']
An interesting result is that the event embeddings only incorporated with intents achieved the best result against other baselines. This confirms that capturing people’s intents is helpful to infer their next plan. In addition, we notice that the event embeddings only incorporated with sentiment also achieve better performance than SGNN. This is mainly because the emotional consistency does also contribute to predicate the subsequent event.