Extracting Action Sequences from Texts Based on Deep Reinforcement Learning
Table 3: F1 scores of different methods in extracting exclusive action names and exclusive action arguments
['Method', '[BOLD] Action Names  [BOLD] WHS', '[BOLD] Action Names  [BOLD] CT', '[BOLD] Action Names  [BOLD] WHG', '[BOLD] Action Arguments  [BOLD] WHS', '[BOLD] Action Arguments  [BOLD] CT', '[BOLD] Action Arguments  [BOLD] WHG']
In order to test and verify whether or not our EASDRL method can deal with complex action types well, we compare with baselines in extracting exclusive action names and exclusive action arguments. In this part, our EASDRL model outperforms all baselines and leads more than 5% absolutely, which demonstrates the effectiveness of our EASDRL model in this task.