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Fake news, misinformation, and unverifiable facts on social media platforms propagate disharmony and affect society, especially when dealing with an epidemic like COVID-19. The task of Fake News Detection aims to tackle the effects of such…

Computation and Language · Computer Science 2021-12-14 Mrinal Rawat , Diptesh Kanojia

Most existing text reading benchmarks make it difficult to evaluate the performance of more advanced deep learning models in large vocabularies due to the limited amount of training data. To address this issue, we introduce a new…

Computer Vision and Pattern Recognition · Computer Science 2020-02-14 Yipeng Sun , Jiaming Liu , Wei Liu , Junyu Han , Errui Ding , Jingtuo Liu

Framing is an essential device in news reporting, allowing the writer to influence public perceptions of current affairs. While there are existing automatic news framing detection datasets in various languages, none of them focus on news…

Computation and Language · Computer Science 2025-07-29 Owen Cook , Yida Mu , Xinye Yang , Xingyi Song , Kalina Bontcheva

The advances in digital tools have led to the rampant spread of misinformation. While fact-checking aims to combat this, manual fact-checking is cumbersome and not scalable. It is essential for automated fact-checking to be efficient for…

Information Retrieval · Computer Science 2025-02-18 Kevin Nanekhan , Venktesh V , Erik Martin , Henrik Vatndal , Vinay Setty , Avishek Anand

Automatic fact verification has received significant attention recently. Contemporary automatic fact-checking systems focus on estimating truthfulness using numerical scores which are not human-interpretable. A human fact-checker generally…

Computation and Language · Computer Science 2023-05-30 Anku Rani , S. M Towhidul Islam Tonmoy , Dwip Dalal , Shreya Gautam , Megha Chakraborty , Aman Chadha , Amit Sheth , Amitava Das

Fact checking at scale is difficult -- while the number of active fact checking websites is growing, it remains too small for the needs of the contemporary media ecosystem. However, despite good intentions, contributions from volunteers are…

Computation and Language · Computer Science 2020-11-12 Angela Fan , Aleksandra Piktus , Fabio Petroni , Guillaume Wenzek , Marzieh Saeidi , Andreas Vlachos , Antoine Bordes , Sebastian Riedel

Detecting factual errors in textual information, whether generated by large language models (LLM) or curated by humans, is crucial for making informed decisions. LLMs' inability to attribute their claims to external knowledge and their…

Computation and Language · Computer Science 2023-10-27 Farima Fatahi Bayat , Kun Qian , Benjamin Han , Yisi Sang , Anton Belyi , Samira Khorshidi , Fei Wu , Ihab F. Ilyas , Yunyao Li

Multimodal sarcasm detection has recently garnered significant attention. However, existing benchmarks suffer from coarse-grained annotations and limited cultural coverage, which hinder research into fine-grained semantic understanding. To…

Computation and Language · Computer Science 2026-04-21 Junzhao Zhang , Hsiu-Yuan Huang , Chenming Tang , Yutong Yang , Yunfang Wu

In an effort to assist factcheckers in the process of factchecking, we tackle the claim detection task, one of the necessary stages prior to determining the veracity of a claim. It consists of identifying the set of sentences, out of a long…

Computation and Language · Computer Science 2020-08-18 Lev Konstantinovskiy , Oliver Price , Mevan Babakar , Arkaitz Zubiaga

In this paper, we propose ZeFaV - a zero-shot based fact-checking verification framework to enhance the performance on fact verification task of large language models by leveraging the in-context learning ability of large language models to…

Computation and Language · Computer Science 2024-11-19 Son T. Luu , Hiep Nguyen , Trung Vo , Le-Minh Nguyen

Automated fact extraction and verification is a challenging task that involves finding relevant evidence sentences from a reliable corpus to verify the truthfulness of a claim. Existing models either (i) concatenate all the evidence…

Computation and Language · Computer Science 2020-10-13 Shyam Subramanian , Kyumin Lee

We propose end-to-end multimodal fact-checking and explanation generation, where the input is a claim and a large collection of web sources, including articles, images, videos, and tweets, and the goal is to assess the truthfulness of the…

Computation and Language · Computer Science 2023-07-10 Barry Menglong Yao , Aditya Shah , Lichao Sun , Jin-Hee Cho , Lifu Huang

Abbreviation is a common phenomenon across languages, especially in Chinese. In most cases, if an expression can be abbreviated, its abbreviation is used more often than its fully expanded forms, since people tend to convey information in a…

Computation and Language · Computer Science 2017-12-19 Yi Zhang , Xu Sun

Along with COVID-19 pandemic we are also fighting an `infodemic'. Fake news and rumors are rampant on social media. Believing in rumors can cause significant harm. This is further exacerbated at the time of a pandemic. To tackle this, we…

Computation and Language · Computer Science 2021-05-27 Parth Patwa , Shivam Sharma , Srinivas Pykl , Vineeth Guptha , Gitanjali Kumari , Md Shad Akhtar , Asif Ekbal , Amitava Das , Tanmoy Chakraborty

Given the recent proliferation of false claims online, there has been a lot of manual fact-checking effort. As this is very time-consuming, human fact-checkers can benefit from tools that can support them and make them more efficient. Here,…

Computation and Language · Computer Science 2022-11-16 Shaden Shaar , Nikola Georgiev , Firoj Alam , Giovanni Da San Martino , Aisha Mohamed , Preslav Nakov

Holistically measuring societal biases of large language models is crucial for detecting and reducing ethical risks in highly capable AI models. In this work, we present a Chinese Bias Benchmark dataset that consists of over 100K questions…

Computation and Language · Computer Science 2023-06-29 Yufei Huang , Deyi Xiong

This paper introduces the first dataset for evaluating English-Chinese Bilingual Contextual Word Similarity, namely BCWS (https://github.com/MiuLab/BCWS). The dataset consists of 2,091 English-Chinese word pairs with the corresponding…

Computation and Language · Computer Science 2018-10-23 Ta-Chung Chi , Ching-Yen Shih , Yun-Nung Chen

The rapid spread of information in the digital age highlights the critical need for effective fact-checking tools, particularly for languages with limited resources, such as Vietnamese. In response to this challenge, we introduce…

Computation and Language · Computer Science 2024-12-23 Tran Thai Hoa , Tran Quang Duy , Khanh Quoc Tran , Kiet Van Nguyen

We present a Chinese judicial reading comprehension (CJRC) dataset which contains approximately 10K documents and almost 50K questions with answers. The documents come from judgment documents and the questions are annotated by law experts.…

Computation and Language · Computer Science 2019-12-21 Xingyi Duan , Baoxin Wang , Ziyue Wang , Wentao Ma , Yiming Cui , Dayong Wu , Shijin Wang , Ting Liu , Tianxiang Huo , Zhen Hu , Heng Wang , Zhiyuan Liu

Work on social media rumour verification utilises signals from posts, their propagation and users involved. Other lines of work target identifying and fact-checking claims based on information from Wikipedia, or trustworthy news articles…

Computation and Language · Computer Science 2022-07-29 John Dougrez-Lewis , Elena Kochkina , M. Arana-Catania , Maria Liakata , Yulan He
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