Event Coreference Resolution for Contentious Politics Events
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Abstract (arXiv)
We propose a dataset for event coreference resolution, which is based on random samples drawn from multiple sources, languages, and countries. Early scholarship on event information collection has not quantified the contribution of event coreference resolution. We prepared and analyzed a representative multilingual corpus and measured the performance and contribution of the state-of-the-art event coreference resolution approaches. We found that almost half of the event mentions in documents co-occur with other event mentions and this makes it inevitable to obtain erroneous or partial event information. We showed that event coreference resolution could help improving this situation. Our contribution sheds light on a challenge that has been overlooked or hard to study to date. Future event information collection studies can be designed based on the results we present in this report. The repository for this study is on https://github.com/emerging-welfare/ECR4-Contentious-Politics.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 7 of its 65 references that are in the map. First posted on arXiv 18 Mar 2022.
Builds on
7 of 65 references.
References · 7
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
- 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,266
- 2016What to do about non-standard (or non-canonical) language in NLPcited by 35
- 2017Towards Linguistically Generalizable NLP Systems: A Workshop and Shared Taskcited by 24
- 2021Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat Violencecited by 19
- 2020Automated Extraction of Socio-political Events from News (AESPEN): Workshop and Shared Task Reportcited by 12
- 2020Overview of CLEF 2019 Lab ProtestNews: Extracting Protests from News in a Cross-context Settingcited by 8
Built on by
Citing papers per year: 2022: 4.
4 papers.
- 2022Extended Multilingual Protest News Detection -- Shared Task 1, CASE 2021 and 2022cited by 3
- 2022Global Contentious Politics Database (GLOCON) Annotation Manualscited by 2
- 2022A hybrid entity-centric approach to Persian pronoun resolutioncited by 2
- 2022Review of coreference resolution in English and Persiancited by 0
- 2022Extended Multilingual Protest News Detection -- Shared Task 1, CASE 2021 and 202221 Nov 2022
- 2022A hybrid entity-centric approach to Persian pronoun resolution11 Nov 2022
- 2022Review of coreference resolution in English and Persian8 Nov 2022
- 2022Global Contentious Politics Database (GLOCON) Annotation Manuals17 May 2022