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Social media misinformation harms individuals and societies and is potentialized by fast-growing multi-modal content (i.e., texts and images), which accounts for higher "credibility" than text-only news pieces. Although existing supervised…

Artificial Intelligence · Computer Science 2023-11-27 Hui Liu , Wenya Wang , Hao Sun , Anderson Rocha , Haoliang Li

In the context of fact-checking, claims are often repeated across various platforms and in different languages, which can benefit from a process that reduces this redundancy. While retrieving previously fact-checked claims has been…

Computation and Language · Computer Science 2025-03-31 Rrubaa Panchendrarajan , Rubén Míguez , Arkaitz Zubiaga

We describe a gold standard corpus of protest events that comprise of various local and international sources from various countries in English. The corpus contains document, sentence, and token level annotations. This corpus facilitates…

Computation and Language · Computer Science 2020-08-04 Ali Hürriyetoğlu , Erdem Yörük , Deniz Yüret , Osman Mutlu , Çağrı Yoltar , Fırat Duruşan , Burak Gürel

Claims are the central component of an argument. Detecting claims across different domains or data sets can often be challenging due to their varying conceptualization. We propose to alleviate this problem by fine tuning a language model…

Computation and Language · Computer Science 2019-05-20 Tuhin Chakrabarty , Christopher Hidey , Kathleen McKeown

With the emergence and rapid proliferation of social media platforms and social networking sites, recent years have witnessed a surge of misinformation spreading in our daily life. Drawing on a large-scale dataset which covers more than…

Social and Information Networks · Computer Science 2021-04-07 Yafei Zhang , Lin Wang , Jonathan J. H. Zhu , Xiaofan Wang

Stance detection is essential for understanding subjective content across various platforms such as social media, news articles, and online reviews. Recent advances in Large Language Models (LLMs) have revolutionized stance detection by…

Computation and Language · Computer Science 2026-01-21 Lata Pangtey , Anukriti Bhatnagar , Shubhi Bansal , Shahid Shafi Dar , Nagendra Kumar

The mechanisms underlying scientific confabulation in Large Language Models (LLMs) remain poorly understood. We introduce ReFACT (Reddit False And Correct Texts), a benchmark of 1,001 expert-annotated question-answer pairs with span-level…

Computation and Language · Computer Science 2026-04-24 Yindong Wang , Martin Preiß , Margarita Bugueño , Jan Vincent Hoffbauer , Abdullatif Ghajar , Tolga Buz , Gerard de Melo

High-quality bilingual resources remain a critical bottleneck for advancing multilingual NLP in low-resource settings, particularly for Bangla. To mitigate this gap, we introduce BiST, a rigorously curated Bangla-English corpus for…

Computation and Language · Computer Science 2026-04-07 Abdullah Al Shafi , Swapnil Kundu Argha , M. A. Moyeen , Abdul Muntakim , Shoumik Barman Polok

Misinformation spread over social media has become an undeniable infodemic. However, not all spreading claims are made equal. If propagated, some claims can be destructive, not only on the individual level, but to organizations and even…

Computation and Language · Computer Science 2022-11-10 Maram Hasanain , Tamer Elsayed

Controversial claims are abundant in online media and discussion forums. A better understanding of such claims requires analyzing them from different perspectives. Stance classification is a necessary step for inferring these perspectives…

Computation and Language · Computer Science 2019-10-15 Kashyap Popat , Subhabrata Mukherjee , Andrew Yates , Gerhard Weikum

In this paper we introduce ArCOV19-Rumors, an Arabic COVID-19 Twitter dataset for misinformation detection composed of tweets containing claims from 27th January till the end of April 2020. We collected 138 verified claims, mostly from…

Computation and Language · Computer Science 2021-03-16 Fatima Haouari , Maram Hasanain , Reem Suwaileh , Tamer Elsayed

Understanding entailment and contradiction is fundamental to understanding natural language, and inference about entailment and contradiction is a valuable testing ground for the development of semantic representations. However, machine…

Computation and Language · Computer Science 2015-08-24 Samuel R. Bowman , Gabor Angeli , Christopher Potts , Christopher D. Manning

Stance detection concerns the classification of a writer's viewpoint towards a target. There are different task variants, e.g., stance of a tweet vs. a full article, or stance with respect to a claim vs. an (implicit) topic. Moreover, task…

Computation and Language · Computer Science 2021-09-14 Momchil Hardalov , Arnav Arora , Preslav Nakov , Isabelle Augenstein

We present a highly effective unsupervised framework for detecting the stance of prolific Twitter users with respect to controversial topics. In particular, we use dimensionality reduction to project users onto a low-dimensional space,…

Social and Information Networks · Computer Science 2020-05-22 Kareem Darwish , Peter Stefanov , Michaël Aupetit , Preslav Nakov

Significant developments in techniques such as encoder-decoder models have enabled us to represent information comprising multiple modalities. This information can further enhance many downstream tasks in the field of information retrieval…

Computation and Language · Computer Science 2023-02-14 Yash Verma , Anubhav Jangra , Raghvendra Kumar , Sriparna Saha

Claims are a fundamental unit of scientific discourse. The exponential growth in the number of scientific publications makes automatic claim extraction an important problem for researchers who are overwhelmed by this information overload.…

Computation and Language · Computer Science 2020-01-20 Titipat Achakulvisut , Chandra Bhagavatula , Daniel Acuna , Konrad Kording

The rapid dissemination of misinformation through online social networks poses a pressing issue with harmful consequences jeopardizing human health, public safety, democracy, and the economy; therefore, urgent action is required to address…

Social and Information Networks · Computer Science 2024-07-12 Cagri Toraman , Oguzhan Ozcelik , Furkan Şahinuç , Fazli Can

The large majority of the research performed on stance detection has been focused on developing more or less sophisticated text classification systems, even when many benchmarks are based on social network data such as Twitter. This paper…

Computation and Language · Computer Science 2025-02-28 Joseba Fernandez de Landa , Rodrigo Agerri

In recent years, we witness the explosion of false and unconfirmed information (i.e., rumors) that went viral on social media and shocked the public. Rumors can trigger versatile, mostly controversial stance expressions among social media…

Computation and Language · Computer Science 2023-10-26 Ruichao Yang , Wei Gao , Jing Ma , Hongzhan Lin , Zhiwei Yang

The proliferation of bias and propaganda on social media is an increasingly significant concern, leading to the development of techniques for automatic detection. This article presents a multilingual corpus of 12, 000 Facebook posts fully…

Artificial Intelligence · Computer Science 2024-07-15 Lina Duaibes , Areej Jaber , Mustafa Jarrar , Ahmad Qadi , Mais Qandeel