论文标题
将(历史)事实放在时间表上:分类暨CoreF解决方法
Placing (Historical) Facts on a Timeline: A Classification cum Coref Resolution Approach
论文作者
论文摘要
时间表提供了最有效的方法之一,可以看到一段时间内发生的重要历史事实,从而呈现出从文本形式阅读等效信息的见解。通过利用生成的对抗性学习进行重要的句子分类,并通过吸收基于知识的标签来改善事件核心分辨率的性能,我们从多个(历史)文本文档中引入了两个分阶段的事件时间表生成的系统。我们在两个手动注释的历史文本文档上展示了我们的结果。我们的结果对历史学家,推进历史研究以及理解一个国家的社会政治格局的研究对历史学家的研究可能非常有帮助。
A timeline provides one of the most effective ways to visualize the important historical facts that occurred over a period of time, presenting the insights that may not be so apparent from reading the equivalent information in textual form. By leveraging generative adversarial learning for important sentence classification and by assimilating knowledge based tags for improving the performance of event coreference resolution we introduce a two staged system for event timeline generation from multiple (historical) text documents. We demonstrate our results on two manually annotated historical text documents. Our results can be extremely helpful for historians, in advancing research in history and in understanding the socio-political landscape of a country as reflected in the writings of famous personas.