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Related papers: Fundus: A Simple-to-Use News Scraper Optimized for…

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Extracting structured data from HTML documents is a long-studied problem with a broad range of applications like augmenting knowledge bases, supporting faceted search, and providing domain-specific experiences for key verticals like…

Computation and Language · Computer Science 2020-10-22 Bill Yuchen Lin , Ying Sheng , Nguyen Vo , Sandeep Tata

Financial news plays a crucial role in decision-making processes across the financial sector, yet the efficient processing of this information into a structured format remains challenging. This paper presents a novel approach to financial…

Computation and Language · Computer Science 2024-07-23 Rian Dolphin , Joe Dursun , Jonathan Chow , Jarrett Blankenship , Katie Adams , Quinton Pike

We introduce WordScape, a novel pipeline for the creation of cross-disciplinary, multilingual corpora comprising millions of pages with annotations for document layout detection. Relating visual and textual items on document pages has…

News recommendation calls for deep insights of news articles' underlying semantics. Therefore, pretrained language models (PLMs), like BERT and RoBERTa, may substantially contribute to the recommendation quality. However, it's extremely…

Information Retrieval · Computer Science 2021-03-08 Shitao Xiao , Zheng Liu , Yingxia Shao , Tao Di , Xing Xie

Mainstream news organizations shape public perception not only directly through the articles they publish but also through the choices they make about which topics to cover (or ignore) and how to frame the issues they do decide to cover.…

Computation and Language · Computer Science 2025-10-01 Samar Haider , Amir Tohidi , Jenny S. Wang , Timothy Dörr , David M. Rothschild , Chris Callison-Burch , Duncan J. Watts

Learning accurate users and news representations is critical for news recommendation. Despite great progress, existing methods seem to have a strong bias towards content representation or just capture collaborative filtering relationship.…

Information Retrieval · Computer Science 2021-10-26 Yong Gao , Huifeng Guo , Dandan Lin , Yingxue Zhang , Ruiming Tang , Xiuqiang He

Reading and understanding the stories in the news is increasingly difficult. Reporting on stories evolves rapidly, politicized news venues offer different perspectives (and sometimes different facts), and misinformation is rampant. However,…

Computation and Language · Computer Science 2023-10-10 Jeremiah Milbauer , Ziqi Ding , Zhijin Wu , Tongshuang Wu

We are presenting a text analysis tool set that allows analysts in various fields to sieve through large collections of multilingual news items quickly and to find information that is of relevance to them. For a given document collection,…

Computation and Language · Computer Science 2007-05-23 Ralf Steinberger , Bruno Pouliquen , Camelia Ignat

News recommender systems are devised to alleviate the information overload, attracting more and more researchers' attention in recent years. The lack of a dedicated learner-oriented news recommendation toolkit hinders the advancement of…

Information Retrieval · Computer Science 2026-04-17 Rongyao Wang , Veronica Liesaputra , Zhiyi Huang

Semi-structured content in HTML tables, lists, and infoboxes accounts for a substantial share of factual data on the web, yet the formatting complicates usage, and reliably extracting structured information from them remains challenging.…

Computation and Language · Computer Science 2025-10-03 Shicheng Liu , Kai Sun , Lisheng Fu , Xilun Chen , Xinyuan Zhang , Zhaojiang Lin , Rulin Shao , Yue Liu , Anuj Kumar , Wen-tau Yih , Xin Luna Dong

The participatory Web has enabled the ubiquitous and pervasive access of information, accompanied by an increase of speed and reach in information sharing. Data dissemination services such as news aggregators are expected to provide…

Information Retrieval · Computer Science 2016-02-01 Nuno Moniz , Luís Torgo , Magdalini Eirinaki

Existing benchmarks for fake news detection have significantly contributed to the advancement of models in assessing the authenticity of news content. However, these benchmarks typically focus solely on news pertaining to a single semantic…

Computation and Language · Computer Science 2024-10-16 Ziyi Zhou , Xiaoming Zhang , Litian Zhang , Jiacheng Liu , Senzhang Wang , Zheng Liu , Xi Zhang , Chaozhuo Li , Philip S. Yu

Web scraping has historically required technical expertise in HTML parsing, session management, and authentication circumvention, which limited large-scale data extraction to skilled developers. We argue that large language models (LLMs)…

Cryptography and Security · Computer Science 2026-01-13 Arth Bhardwaj , Nirav Diwan , Gang Wang

Mining textual patterns in news, tweets, papers, and many other kinds of text corpora has been an active theme in text mining and NLP research. Previous studies adopt a dependency parsing-based pattern discovery approach. However, the…

Computation and Language · Computer Science 2017-03-16 Meng Jiang , Jingbo Shang , Taylor Cassidy , Xiang Ren , Lance M. Kaplan , Timothy P. Hanratty , Jiawei Han

Automatic generation of summaries from multiple news articles is a valuable tool as the number of online publications grows rapidly. Single document summarization (SDS) systems have benefited from advances in neural encoder-decoder model…

Computation and Language · Computer Science 2019-06-21 Alexander R. Fabbri , Irene Li , Tianwei She , Suyi Li , Dragomir R. Radev

Understanding event descriptions is a central aspect of language processing, but current approaches focus overwhelmingly on single sentences or documents. Aggregating information about an event \emph{across documents} can offer a much…

Computation and Language · Computer Science 2023-11-10 Siddharth Vashishtha , Alexander Martin , William Gantt , Benjamin Van Durme , Aaron Steven White

News articles capture a variety of topics about our society. They reflect not only the socioeconomic activities that happened in our physical world, but also some of the cultures, human interests, and public concerns that exist only in the…

Social and Information Networks · Computer Science 2018-09-11 Yingjie Hu , Xinyue Ye , Shih-Lung Shaw

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

With an exponentially growing number of scientific papers published each year, advanced tools for exploring and discovering publications of interest are becoming indispensable. To empower users beyond a simple keyword search provided e.g.…

Information Retrieval · Computer Science 2017-06-27 Franziska Horn

The internet offers a massive repository of unstructured information, but it's a significant challenge to convert this into a structured format. At Pinterest, the ability to accurately extract structured product data from e-commerce…

Computation and Language · Computer Science 2025-08-05 Michael Farag , Patrick Halina , Andrey Zaytsev , Alekhya Munagala , Imtihan Ahmed , Junhao Wang