Markus, D. K., Levi, E., Sheafer, T., & Shenhav, S. R. (2024).
Reap the Wild Wind: Detecting Media Storms in Large-Scale News Corpora. In
Y. Al-Onaizan, M. Bansal, & Y. - N. Chen (Ed.),
Findings of the Association for Computational Linguistics: EMNLP 2024 (pp. 4786–4797) . Miami, Florida, USA, Association for Computational Linguistics.
Publisher's VersionAbstractMedia storms, dramatic outbursts of attention to a story, are central components of media dynamics and the attention landscape. Despite their importance, there has been little systematic and empirical research on this concept due to issues of measurement and operationalization. We introduce an iterative human-in-the-loop method to identify media storms in a large-scale corpus of news articles. The text is first transformed into signals of dispersion based on several textual characteristics. In each iteration, we apply unsupervised anomaly detection to these signals; each anomaly is then validated by an expert to confirm the presence of a storm, and those results are then used to tune the anomaly detection in the next iteration. We make available the resulting media storm dataset. Both the method and dataset provide a basis for comprehensive empirical study of media storms.
Krebs, R. R., Ralston, R., Balzacq, T., Blagden, D., Shenhav, S. R., & Steinbrecher, M. (2024).
Citizenship Traditions and Cultures of Military Service: Patriotism and Paychecks in Five Democracies.
Armed Forces & Society , 0095327X241275635 . SAGE Publications Sage CA: Los Angeles, CA.
Mor-Lan, G., Levi, E., Sheafer, T., & Shenhav, S. R. (2024).
IsraParlTweet: The Israeli Parliamentary and Twitter Resource. In
N. Calzolari, M. - Y. Kan, V. Hoste, A. Lenci, S. Sakti, & N. Xue (Ed.),
Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) (pp. 9372–9381) . Torino, Italia, ELRA and ICCL.
Publisher's VersionAbstractWe introduce IsraParlTweet, a new linked corpus of Hebrew-language parliamentary discussions from the Knesset (Israeli Parliament) between the years 1992-2023 and Twitter posts made by Members of the Knesset between the years 2008-2023, containing a total of 294.5 million Hebrew tokens. In addition to raw text, the corpus contains comprehensive metadata on speakers and Knesset sessions as well as several linguistic annotations. As a result, IsraParlTweet can be used to conduct a wide variety of quantitative and qualitative analyses and provide valuable insights into political discourse in Israel.
Brenner, N., Miodownik, D., & Shenhav, S. R. (2024).
Leadership repertoire and political engagement in a divided city: The case of East Jerusalem.
Urban Studies ,
61 (1), 58–77 . SAGE Publications Sage UK: London, England.
Lavi, L., Treger, C., Rivlin-Angert, N., Sheafer, T., Waismel-Manor, I., Shenhav, S., Harsgor, L., et al. (2024).
The Pitkinian Public: Representation in the eyes of citizens.
European Political Science , 1–21 . Palgrave Macmillan UK London.
Oshri, O., Amsalem, E., & Shenhav, S. R. (2024).
Voices from the margins: How national stories are linked with support for populist radical right parties.
PloS one ,
19 (8), e0305554 . Public Library of Science San Francisco, CA USA.