Manovaad: A Novel Approach to Event Oriented Corpus Creation Capturing Subjectivity and Focus

Lalitha Kameswari, Radhika Mamidi


Abstract
In today’s era of globalisation, the increased outreach for every event across the world has been leading to conflicting opinions, arguments and disagreements, often reflected in print media and online social platforms. It is necessary to distinguish factual observations from personal judgements in news, as subjectivity in reporting can influence the audience’s perception of reality. Several studies conducted on the different styles of reporting in journalism are essential in understanding phenomena such as media bias and multiple interpretations of the same event. This domain finds applications in fields such as Media Studies, Discourse Analysis, Information Extraction, Sentiment Analysis, and Opinion Mining. We present an event corpus Manovaad-v1.0 consisting of 1035 news articles corresponding to 65 events from 3 levels of newspapers viz., Local, National, and International levels. Using this novel format, we correlate the trends in the degree of subjectivity with the geographical closeness of reporting using a Bi-RNN model. We also analyse the role of background and focus in event reporting and capture the focus shift patterns within a global discourse structure for an event. We do this across different levels of reporting and compare the results with the existing work on discourse processing.
Anthology ID:
2020.lrec-1.609
Volume:
Proceedings of the Twelfth Language Resources and Evaluation Conference
Month:
May
Year:
2020
Address:
Marseille, France
Editors:
Nicoletta Calzolari, Frédéric Béchet, Philippe Blache, Khalid Choukri, Christopher Cieri, Thierry Declerck, Sara Goggi, Hitoshi Isahara, Bente Maegaard, Joseph Mariani, Hélène Mazo, Asuncion Moreno, Jan Odijk, Stelios Piperidis
Venue:
LREC
SIG:
Publisher:
European Language Resources Association
Note:
Pages:
4948–4954
Language:
English
URL:
https://aclanthology.org/2020.lrec-1.609
DOI:
Bibkey:
Cite (ACL):
Lalitha Kameswari and Radhika Mamidi. 2020. Manovaad: A Novel Approach to Event Oriented Corpus Creation Capturing Subjectivity and Focus. In Proceedings of the Twelfth Language Resources and Evaluation Conference, pages 4948–4954, Marseille, France. European Language Resources Association.
Cite (Informal):
Manovaad: A Novel Approach to Event Oriented Corpus Creation Capturing Subjectivity and Focus (Kameswari & Mamidi, LREC 2020)
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PDF:
https://aclanthology.org/2020.lrec-1.609.pdf