Unsupervised LDA performs best of all, which indicates that the real distribution in the balanced corpus can provide useful guidance for event extraction, while supervised features might not provide enough information, especially when testing on a balanced corpus.
hunting-related or shooting-contest-related activities should not be tagged as Attack events.