mlsanityData to 14 Oct 2026

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

arXiv 2206.14089 ↗First posted 28 Jun 2022cs.CL cs.IRcited by 0

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Abstract (arXiv)

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.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 12 of its 40 references that are in the map. First posted on arXiv 28 Jun 2022.

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12 of 40 references.

References · 12

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
  2. 2019PyTorch: An Imperative Style, High-Performance Deep Learning Librarycited by 20,305
  3. 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
  4. 2016Adversarial Training Methods for Semi-Supervised Text Classificationcited by 280
  5. 2015A Sensitivity Analysis of (and Practitioners' Guide to) Convolutional Neural Networks for Sentence Classificationcited by 92
  6. 2019Leveraging BERT for Extractive Text Summarization on Lecturescited by 63
  7. 2019Revisiting Joint Modeling of Cross-document Entity and Event Coreference Resolutioncited by 43
  8. 2020Examining the State-of-the-Art in News Timeline Summarizationcited by 27
  9. 2018Resolving Event Coreference with Supervised Representation Learning and Clustering-Oriented Regularizationcited by 22
  10. 2017Event Coreference Resolution by Iteratively Unfolding Inter-dependencies among Eventscited by 19
  11. 2018A Temporally Sensitive Submodularity Framework for Timeline Summarizationcited by 17
  12. 2020End-to-End Neural Event Coreference Resolutioncited by 10

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