OATAO - Open Archive Toulouse Archive Ouverte Open Access Week

Information Nutritional Label and Word Embedding to Estimate Information Check-Worthiness

Lespagnol, Cédric and Mothe, Josiane and Ullah, Md Zia Information Nutritional Label and Word Embedding to Estimate Information Check-Worthiness. (2019) In: ACM 42nd International SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2019), 21 July 2019 - 25 July 2019 (Paris, France).

[img]
Preview
(Document in English)

PDF (Author's version) - Requires a PDF viewer such as GSview, Xpdf or Adobe Acrobat Reader
238kB

Official URL: https://doi.org/10.1145/3331184.3331298

Abstract

Automatic fact-checking is an important challenge nowadays since anyone can write about anything and spread it in social media, no matter the information quality. In this paper, we revisit the information check-worthiness problem and propose a method that combines the "information nutritional label" features with POS-tags and word-embedding representations. To predict the information check-worthy claim, we train a machine learning model based on these features. We experiment and evaluate the proposed approach on the CheckThat! CLEF 2018 collection. The experimental result shows that our model that combines information nutritional label and word-embedding features outperforms the baselines and the official participants' runs of CheckThat! 2018 challenge.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to ACM : Association for Computing Machinery. The definitive version is available at http://dl.acm.org This papers appears in SIGIR'19: Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval. The original PDF is available at: https://dl.acm.org/doi/10.1145/3331184.3331298
HAL Id:hal-02942338
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Laboratory name:
Statistics:download
Deposited On:26 Aug 2020 11:40

Repository Staff Only: item control page