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In the past decade, tracking health trends using social media data has shown great promise, due to a powerful combination of massive adoption of social media around the world, and increasingly potent hardware and software that enables us to…

Computers and Society · Computer Science 2018-05-16 Martin Mueller , Marcel Salathé

Large text corpora, such as Reddit posts, have become an increasingly prevalent site of qualitative inquiry. However, most large text corpora are intractable for qualitative researchers. Instead, teams rely on statistical subsampling to…

Human-Computer Interaction · Computer Science 2026-04-22 Patrick Yung Kang Lee , Paul Hendrik Bucci , Leo Itsuki Foord-Kelcey , Alamjeet Singh , Ivan Beschastnikh

This work presents PerspectroScope, a web-based system which lets users query a discussion-worthy natural language claim, and extract and visualize various perspectives in support or against the claim, along with evidence supporting each…

Computation and Language · Computer Science 2019-06-13 Sihao Chen , Daniel Khashabi , Chris Callison-Burch , Dan Roth

The large volume of text in electronic healthcare records often remains underused due to a lack of methodologies to extract interpretable content. Here we present an unsupervised framework for the analysis of free text that combines…

Electronic Healthcare records contain large volumes of unstructured data in different forms. Free text constitutes a large portion of such data, yet this source of richly detailed information often remains under-used in practice because of…

Computation and Language · Computer Science 2019-10-17 M. Tarik Altuncu , Erik Mayer , Sophia N. Yaliraki , Mauricio Barahona

This study introduces ValueScope, a framework leveraging language models to quantify social norms and values within online communities, grounded in social science perspectives on normative structures. We employ ValueScope to dissect and…

Computation and Language · Computer Science 2025-04-15 Chan Young Park , Shuyue Stella Li , Hayoung Jung , Svitlana Volkova , Tanushree Mitra , David Jurgens , Yulia Tsvetkov

The social media platform provides an opportunity to gain valuable insights into user behaviour. Users mimic their internal feelings and emotions in a disinhibited fashion using natural language. Techniques in Natural Language Processing…

Computation and Language · Computer Science 2019-02-05 Adil Rajput , Samara Ahmed

Classifying the stance of individuals on controversial topics and uncovering their concerns is crucial for social scientists and policymakers. Data from Online Social Networks (OSNs), which serve as a proxy to a representative sample of…

Social and Information Networks · Computer Science 2025-01-22 Ahmad Zareie , Kalina Bontcheva , Carolina Scarton

With the spread of online social networks, it is more and more difficult to monitor all the user-generated content. Automating the moderation process of the inappropriate exchange content on Internet has thus become a priority task. Methods…

Computation and Language · Computer Science 2021-01-19 Noé Cecillon , Vincent Labatut , Richard Dufour , Georges Linares

Recently, many content sites have started encouraging their users to engage in social activities such as adding buddies on Yahoo! Travel and sharing articles with their friends on New York Times. This has led to the emergence of {\em social…

Databases · Computer Science 2016-09-08 Sihem Amer-Yahia , Laks Lakshmanan , Cong Yu

The proliferation of harmful content on online platforms is a major societal problem, which comes in many different forms including hate speech, offensive language, bullying and harassment, misinformation, spam, violence, graphic content,…

Online medical forums are a rich and underutilized source of insight into patient concerns, especially regarding medication use. Some of the many questions users pose may signal confusion, misuse, or even the early warning signs of a…

Computation and Language · Computer Science 2025-09-16 Dvora Goncharok , Arbel Shifman , Alexander Apartsin , Yehudit Aperstein

Over the past few decades, the amount of scientific articles and technical literature has increased exponentially in size. Consequently, there is a great need for systems that can ingest these documents at scale and make their content…

Digital Libraries · Computer Science 2018-05-25 Peter W J Staar , Michele Dolfi , Christoph Auer , Costas Bekas

Over the past few years, the use of the Internet for healthcare-related tasks has grown by leaps and bounds, posing a challenge in effectively managing and processing information to ensure its efficient utilization. During moments of…

Artificial Intelligence · Computer Science 2024-01-11 Abhisek Tiwari , Shreyangshu Bera , Sriparna Saha , Pushpak Bhattacharyya , Samrat Ghosh

Since the beginning of COVID pandemic, there have been around 700000 scientific papers published on the subject. A human researcher cannot possibly get acquainted with such a huge text corpus -- and therefore developing AI-based tools to…

Computation and Language · Computer Science 2021-11-01 Dmitry Soshnikov , Vickie Soshnikova

As demand for large corpora increases with the size of current state-of-the-art language models, using web data as the main part of the pre-training corpus for these models has become a ubiquitous practice. This, in turn, has introduced an…

Computation and Language · Computer Science 2022-12-21 Tim Jansen , Yangling Tong , Victoria Zevallos , Pedro Ortiz Suarez

Electronic Healthcare Records contain large volumes of unstructured data, including extensive free text. Yet this source of detailed information often remains under-used because of a lack of methodologies to extract interpretable content in…

Computation and Language · Computer Science 2018-07-10 M. Tarik Altuncu , Erik Mayer , Sophia N. Yaliraki , Mauricio Barahona

There is a great concern nowadays regarding alcohol consumption and drug abuse, especially in young people. Analyzing the social environment where these adolescents are immersed, as well as a series of measures determining the alcohol abuse…

User-generated textual contents on the Internet are often noisy, erroneous, and not in correct forms in grammar. In fact, some online users choose to express their opinions online through carefully perturbed texts, especially in…

Computation and Language · Computer Science 2023-01-18 Thai Le , Ye Yiran , Yifan Hu , Dongwon Lee

The extraction of relevant data from Electronic Health Records (EHRs) is crucial to identifying symptoms and automating epidemiological surveillance processes. By harnessing the vast amount of unstructured text in EHRs, we can detect…

Computation and Language · Computer Science 2025-02-10 Juliano Genari , Guilherme Tegoni Goedert
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