Placing (Historical) Facts on a Timeline: A Classification cum Coref Resolution Approach

June 28, 2022 ยท Declared Dead ยท ๐Ÿ› ECML/PKDD

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Authors Sayantan Adak, Altaf Ahmad, Aditya Basu, Animesh Mukherjee arXiv ID 2206.14089 Category cs.CL: Computation & Language Cross-listed cs.IR Citations 0 Venue ECML/PKDD Last Checked 4 months ago
Abstract
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.
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