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To foster the development of new models for collaborative AI-assisted report generation, we introduce MegaWika, consisting of 13 million Wikipedia articles in 50 diverse languages, along with their 71 million referenced source materials. We…

The proliferation of fake news has had far-reaching implications on politics, the economy, and society at large. While Fake news detection methods have been employed to mitigate this issue, they primarily depend on two essential elements:…

Computation and Language · Computer Science 2024-03-18 Guanghua Li , Wensheng Lu , Wei Zhang , Defu Lian , Kezhong Lu , Rui Mao , Kai Shu , Hao Liao

This study explored whether supervised machine learning and deep learning models can effectively distinguish perceived lower-quality news articles from perceived higher-quality news articles. 3 machine learning classifiers and 3 deep…

Computation and Language · Computer Science 2025-11-21 Connor McElroy , Thiago E. A. de Oliveira , Chris Brogly

Understanding how misleading and outright false information enters news ecosystems remains a difficult challenge that requires tracking how narratives spread across thousands of fringe and mainstream news websites. To do this, we introduce…

Social and Information Networks · Computer Science 2025-01-17 Hans W. A. Hanley , Emily Okabe , Zakir Durumeric

In today's day and age where information is rapidly spread through online platforms, the rise of fake news poses an alarming threat to the integrity of public discourse, societal trust, and reputed news sources. Classical machine learning…

Computation and Language · Computer Science 2024-10-15 Arjun Shah , Hetansh Shah , Vedica Bafna , Charmi Khandor , Sindhu Nair

Computational approaches have previously shown various promises and pitfalls when it comes to the reliable identification of media frames. Generative LLMs like GPT and Claude are increasingly being used as content analytical tools, but how…

Computation and Language · Computer Science 2025-11-25 Sharaj Kunjar , Alyssa Hasegawa Smith , Tyler R Mckenzie , Rushali Mohbe , Samuel V Scarpino , Brooke Foucault Welles

Existing research on news summarization primarily focuses on single-language single-document (SLSD), single-language multi-document (SLMD) or cross-language single-document (CLSD). However, in real-world scenarios, news about a…

Computation and Language · Computer Science 2024-10-15 Shengxiang Gao , Fang nan , Yongbing Zhang , Yuxin Huang , Kaiwen Tan , Zhengtao Yu

This paper introduces Fundus, a user-friendly news scraper that enables users to obtain millions of high-quality news articles with just a few lines of code. Unlike existing news scrapers, we use manually crafted, bespoke content extractors…

Computation and Language · Computer Science 2024-06-25 Max Dallabetta , Conrad Dobberstein , Adrian Breiding , Alan Akbik

The availability of text or topic classification datasets in the low-resource Marathi language is limited, typically consisting of fewer than 4 target labels, with some achieving nearly perfect accuracy. In this work, we introduce…

Computation and Language · Computer Science 2024-04-30 Saloni Mittal , Vidula Magdum , Omkar Dhekane , Sharayu Hiwarkhedkar , Raviraj Joshi

We study the problem of finding fake online news. This is an important problem as news of questionable credibility have recently been proliferating in social media at an alarming scale. As this is an understudied problem, especially for…

Computation and Language · Computer Science 2019-11-20 Momchil Hardalov , Ivan Koychev , Preslav Nakov

In this work, we introduce L3Cube-IndicNews, a multilingual text classification corpus aimed at curating a high-quality dataset for Indian regional languages, with a specific focus on news headlines and articles. We have centered our work…

Computation and Language · Computer Science 2024-04-30 Aishwarya Mirashi , Srushti Sonavane , Purva Lingayat , Tejas Padhiyar , Raviraj Joshi

The task of organizing and clustering multilingual news articles for media monitoring is essential to follow news stories in real time. Most approaches to this task focus on high-resource languages (mostly English), with low-resource…

Computation and Language · Computer Science 2022-04-29 João Santos , Afonso Mendes , Sebastião Miranda

In the recent political climate, the topic of news quality has drawn attention both from the public and the academic communities. The growing distrust of traditional news media makes it harder to find a common base of accepted truth. In…

Social and Information Networks · Computer Science 2019-05-14 Junting Ye , Steven Skiena

This study develops and evaluates a systematic methodology for constructing news datasets from Google News, combining automated web scraping, large language model (LLM)-based metadata extraction, and SCImago Media Rankings enrichment. Using…

Digital Libraries · Computer Science 2026-04-30 Victor Herrero-Solana

Most of the current methods for mining parallel texts from the web assume that web pages of web sites share same structure across languages. We believe that there still exists a non-negligible amount of parallel data spread across sources…

Computation and Language · Computer Science 2018-04-30 Jakub Kúdela , Irena Holubová , Ondřej Bojar

In the era of social networks and rapid misinformation spread, news analysis remains a critical task. Detecting fake news across multiple languages, particularly beyond English, poses significant challenges. Cross-lingual news comparison…

Computation and Language · Computer Science 2025-10-23 Daryna Dementieva , Evgeniya Sukhodolskaya , Alexander Fraser

Building upon recent Deep Neural Network architectures, current approaches lying in the intersection of computer vision and natural language processing have achieved unprecedented breakthroughs in tasks like automatic captioning or image…

Computer Vision and Pattern Recognition · Computer Science 2016-03-24 Arnau Ramisa , Fei Yan , Francesc Moreno-Noguer , Krystian Mikolajczyk

When a news article describes immigration as an "economic burden" or a "humanitarian crisis," it selectively emphasizes certain aspects of the issue. Although \textit{framing} shapes how the public interprets such issues, audiences do not…

Computation and Language · Computer Science 2025-10-02 Matteo Guida , Yulia Otmakhova , Eduard Hovy , Lea Frermann

Publicly available information contains valuable information for Cyber Threat Intelligence (CTI). This can be used to prevent attacks that have already taken place on other systems. Ideally, only the initial attack succeeds and all…

Cryptography and Security · Computer Science 2025-03-25 Philipp Kuehn , Mike Schmidt , Markus Bayer , Christian Reuter