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The broad adoption of the web as a communication medium has made it possible to study social behavior at a new scale. With social media networks such as Twitter, we can collect large data sets of online discourse. Social science researchers…

Social and Information Networks · Computer Science 2012-02-08 Karissa McKelvey , Alex Rudnick , Michael D. Conover , Filippo Menczer

Navigating large-scale online discussions is difficult due to the rapid pace and large volume of user-generated content. Prior work in CSCW has shown that moderators often struggle to follow multiple simultaneous discussions, track evolving…

Human-Computer Interaction · Computer Science 2026-02-05 Yijun Liu , Frederick Choi , Eshwar Chandrasekharan

Social media platforms are vital for expressing opinions and understanding public sentiment, yet many analytical tools overlook passive users who mainly consume content without engaging actively. To address this, we introduce UniPoll, an…

Computation and Language · Computer Science 2025-01-13 Yixia Li , Rong Xiang , Yanlin Song , Jing Li

This article methodologically reflects on how social media scholars can effectively engage with speech-based data in their analyses. While contemporary media studies have embraced textual, visual, and relational data, the aural dimension…

Social and Information Networks · Computer Science 2024-12-18 Hongrui Jin

Story detection in online communities is a challenging task as stories are scattered across communities and interwoven with non-storytelling spans within a single text. We address this challenge by building and releasing the StorySeeker…

Computation and Language · Computer Science 2025-07-22 Maria Antoniak , Joel Mire , Maarten Sap , Elliott Ash , Andrew Piper

People are increasingly turning to large language models (LLMs) for complex information tasks like academic research or planning a move to another city. However, while they often require working in a nonlinear manner -- e.g., to arrange…

Human-Computer Interaction · Computer Science 2023-08-31 Sangho Suh , Bryan Min , Srishti Palani , Haijun Xia

In this paper we propose a new parallel architecture based on Big Data technologies for real-time sentiment analysis on microblogging posts. Polypus is a modular framework that provides the following functionalities: (1) massive text…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-01-12 Rodrigo Martínez-Castaño , Juan C. Pichel , Pablo Gamallo

Advancing social-scientific research of human-AI interaction dynamics and outcomes often requires researchers to deliver experiences with live large-language models (LLMs) to participants through online survey platforms. However, technical…

Human-Computer Interaction · Computer Science 2026-02-13 Jaime Banks , Jon Stromer-Galley , Samiksha Singh , Collin Capano

SocioXplorer is a powerful interactive tool that computational social science researchers can use to understand topics and networks in social data from Twitter (X) and YouTube. It integrates, among other things, artificial intelligence,…

Social and Information Networks · Computer Science 2025-06-24 Sandrine Chausson , Youssef Al Hariri , Walid Magdy , Björn Ross

Conducting efficient and effective user experience (UX) interviews often poses challenges, such as maintaining focus on key topics and managing the duration of interviews and post-interview analyses. To address these issues, this paper…

Human-Computer Interaction · Computer Science 2024-10-02 Dian Lyu , Yuetong Lu , Jassie He , Murad Mehrab Abrar , Ruijun Xie , John Raiti

SOCIOFILLMORE is a multilingual tool which helps to bring to the fore the focus or the perspective that a text expresses in depicting an event. Our tool, whose rationale we also support through a large collection of human judgements, is…

Computation and Language · Computer Science 2022-03-08 Gosse Minnema , Sara Gemelli , Chiara Zanchi , Tommaso Caselli , Malvina Nissim

Analyzing open-ended survey responses is a crucial yet challenging task for social scientists, non-profit organizations, and educational institutions, as they often face the trade-off between obtaining rich data and the burden of reading…

Computation and Language · Computer Science 2023-06-28 Doug Beeferman , Nabeel Gillani

The emergence of decentralized social media platforms presents new opportunities and challenges for real-time analysis of public discourse. This study introduces CognitiveSky, an open-source and scalable framework designed for sentiment,…

Computation and Language · Computer Science 2026-05-07 Gaurab Chhetri , Anandi Dutta , Subasish Das

Increasingly people form opinions based on information they consume on online social media. As a result, it is crucial to understand what type of content attracts people's attention on social media and drive discussions. In this paper we…

Social and Information Networks · Computer Science 2017-05-09 Benjamin D. Horne , Sibel Adali , Sujoy Sikdar

The amount of opinionated data on the internet is rapidly increasing. More and more people are sharing their ideas and opinions in reviews, discussion forums, microblogs and general social media. As opinions are central in all human…

Computation and Language · Computer Science 2022-06-15 Andreas Kilde Lien , Lars Martin Randem , Hans Petter Fauchald Taralrud , Maryam Edalati

We present a method for mapping Reddit communities that accounts for temporal shifts, using quantitative and qualitative analyses of clustering techniques to produce high-quality, stable, and meaningful maps for researchers, journalists and…

Social and Information Networks · Computer Science 2024-10-15 Virginia Partridge , Jasmine Mangat , Rebecca Curran , Ryan McGrady , Ethan Zuckerman

Public deliberation, as in open discussion of issues of public concern, often suffers from scattered and shallow discourse, poor sensemaking, and a disconnect from actionable policy outcomes. This paper introduces BCause, a discussion…

Human-Computer Interaction · Computer Science 2025-05-07 Lucas Anastasiou , Anna De Liddo

This paper is focused on the computational analysis of collective discourse, a collective behavior seen in non-expert content contributions in online social media. We collect and analyze a wide range of real-world collective discourse…

Social and Information Networks · Computer Science 2012-04-18 Vahed Qazvinian , Dragomir R. Radev

Many human interactions, such as political debates, are carried out in group settings, where there are arbitrarily many participants, each with different views and agendas. To explore such complex social settings, we present SAUCE: a…

Computation and Language · Computer Science 2024-11-07 Shlomo Neuberger , Niv Eckhaus , Uri Berger , Amir Taubenfeld , Gabriel Stanovsky , Ariel Goldstein

As global digitization continues to grow, technology becomes more affordable and easier to use, and social media platforms thrive, becoming the new means of spreading information and news. Communities are built around sharing and discussing…

Artificial Intelligence · Computer Science 2023-01-31 Alexandru Petrescu , Ciprian-Octavian Truică , Elena-Simona Apostol , Adrian Paschke