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In baseball game, an event is defined as the portion of video clip between two pitches, and a play is defined as a batter finishing his plate appearance. A play is a concatenation of many events, and a baseball game is formed by a series of plays. In this paper, only the event happened in the last pitch of a plate appearance is detected. It is then semantically classified to represent the corresponding...