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SubeventWriter: Iterative Sub-event Sequence Generation with Coherence Controller

13 October 2022
Zhaowei Wang
Hongming Zhang
Tianqing Fang
Yangqiu Song
Ginny Y. Wong
Simon See
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Abstract

In this paper, we propose a new task of sub-event generation for an unseen process to evaluate the understanding of the coherence of sub-event actions and objects. To solve the problem, we design SubeventWriter, a sub-event sequence generation framework with a coherence controller. Given an unseen process, the framework can iteratively construct the sub-event sequence by generating one sub-event at each iteration. We also design a very effective coherence controller to decode more coherent sub-events. As our extensive experiments and analysis indicate, SubeventWriter can generate more reliable and meaningful sub-event sequences for unseen processes.

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