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Related papers: PolicyPulse: LLM-Synthesis Tool for Policy Researc…

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Policy researchers need scalable ways to surface public views, yet they often rely on interviews, listening sessions, and surveys-analyzed thematically-that are slow, expensive, and limited in scale and diversity. LLMs offer new…

Human-Computer Interaction · Computer Science 2026-04-08 Yuhan Liu , Shuyao Zhou , Jakob Kaiser , Ella Colby , Jennifer Okwara , Maggie Wang , Varun Nagaraj Rao , Andrés Monroy-Hernández

Understanding how online communities discuss and make sense of complex social issues is a central challenge in social media research, yet existing tools for large-scale discourse analysis are often closed-source, difficult to adapt, or…

Social and Information Networks · Computer Science 2026-02-10 Stephanie Birkelbach , Maria Teleki , Peter Carragher , Xiangjue Dong , Nehul Bhatnagar , James Caverlee

As LLMs gain adoption in high-stakes domains like mental health, domain experts are increasingly consulted to provide input into policies governing their behavior. From an observation of 19 policymaking workshops with 9 experts over 15…

Human-Computer Interaction · Computer Science 2026-02-27 K. J. Kevin Feng , Tzu-Sheng Kuo , Quan Ze Chen , Inyoung Cheong , Kenneth Holstein , Amy X. Zhang

Social platforms serve as central hubs for information exchange, where user behaviors and platform interventions jointly shape opinions. However, intervention policies like recommendation and content filtering, can unintentionally amplify…

Social and Information Networks · Computer Science 2026-03-23 Renhong Huang , Ning Tang , Jiarong Xu , Yuxuan Cao , Qingqian Tu , Sheng Guo , Bo Zheng , Huiyuan Liu , Yang Yang

The rise of social media has fundamentally transformed how people engage in public discourse and form opinions. While these platforms offer unprecedented opportunities for democratic engagement, they have been implicated in increasing…

Social and Information Networks · Computer Science 2025-06-23 Tim Donkers , Jürgen Ziegler

As multiple crises threaten the sustainability of our societies and pose at risk the planetary boundaries, complex challenges require timely, updated, and usable information. Natural-language processing (NLP) tools enhance and expand data…

Computers and Society · Computer Science 2025-02-05 Francesca Larosa , Sergio Hoyas , H. Alberto Conejero , Javier Garcia-Martinez , Francesco Fuso Nerini , Ricardo Vinuesa

The increasing sophistication of large language models (LLMs) has sparked growing concerns regarding their potential role in exacerbating ideological polarization through the automated generation of persuasive and biased content. This study…

Computation and Language · Computer Science 2025-06-18 . Pazzaglia , V. Vendetti , L. D. Comencini , F. Deriu , V. Modugno

Emerging efforts in AI alignment seek to broaden participation in shaping model behavior by eliciting and integrating collective input into a policy for model finetuning. While pluralistic, these processes are often linear and do not allow…

Human-Computer Interaction · Computer Science 2025-03-18 K. J. Kevin Feng , Inyoung Cheong , Quan Ze Chen , Amy X. Zhang

Given the exponential advancement in AI technologies and the potential escalation of harmful effects from recommendation systems, it is crucial to simulate and evaluate these effects early on. Doing so can help prevent possible damage to…

Social and Information Networks · Computer Science 2025-02-04 Ljubisa Bojic , Zorica Dodevska , Yashar Deldjoo , Nenad Pantelic

As large language models (LLMs) become increasingly integrated into online platforms and digital communication spaces, their potential to influence public discourse - particularly in contentious areas like climate change - requires…

Computers and Society · Computer Science 2025-06-17 Wenlu Fan , Wentao Xu

Deliberation is essential to well-functioning democracies, yet physical, economic, and social barriers often exclude certain groups, reducing representativeness and contributing to issues like group polarization. In this work, we explore…

Human-Computer Interaction · Computer Science 2025-11-17 Suyash Fulay , Dimitra Dimitrakopoulou , Deb Roy

This paper investigates the use of Large Language Models (LLMs) to synthesize public opinion data, addressing challenges in traditional survey methods like declining response rates and non-response bias. We introduce a novel technique: role…

Computation and Language · Computer Science 2025-04-02 Rabimba Karanjai , Boris Shor , Amanda Austin , Ryan Kennedy , Yang Lu , Lei Xu , Weidong Shi

Recent debates raised concerns that language models may favor certain viewpoints. But what if the solution is not to aim for a 'view from nowhere' but rather to leverage different viewpoints? We introduce Plurals, a system and Python…

Computation and Language · Computer Science 2025-03-25 Joshua Ashkinaze , Emily Fry , Narendra Edara , Eric Gilbert , Ceren Budak

As digital media platforms strive to meet evolving user expectations, delivering highly personalized and intuitive movies and media recommendations has become essential for attracting and retaining audiences. Traditional systems often rely…

Information Retrieval · Computer Science 2025-05-13 Prabhdeep Cheema , Erhan Guven

Measuring the ideational content of populism remains a challenge. Traditional strategies based on textual analysis have been critical for building the field's foundations and providing a valid, objective indicator of populist framing. Yet…

The combination of Large Language Models (LLMs), systematic evaluation, and evolutionary algorithms has enabled breakthroughs in combinatorial optimization and scientific discovery. We propose to extend this powerful combination to the…

Artificial Intelligence · Computer Science 2026-03-12 Carlo Bosio , Mark W. Mueller

Climate discourse online plays a crucial role in shaping public understanding of climate change and influencing political and policy outcomes. However, climate communication unfolds across structurally distinct platforms with fundamentally…

Computation and Language · Computer Science 2026-01-21 Samantha Sudhoff , Pranav Perumal , Zhaoqing Wu , Tunazzina Islam

Word clouds are a common way to summarize qualitative interviews, yet traditional frequency-based methods often fail in conversational contexts: they surface filler words, ignore paraphrase, and fragment semantically related ideas. This…

Computation and Language · Computer Science 2025-08-12 Joseph T. Colonel , Baihan Lin

Large Language Models (LLMs) are increasingly used as scalable tools for pilot testing, predicting public opinion distributions before deploying costly surveys. To serve as effective pilot testing tools, the performance of these LLMs is…

Social and Information Networks · Computer Science 2025-11-11 Xutao Mao , Ezra Xuanru Tao , Leyao Wang

Making LLMs speak for different, especially minority groups of people, and generate statements supporting their diverse or even controversial perspectives is critical to creating an inclusive environment. However, existing LLMs lack…

Computation and Language · Computer Science 2024-06-11 Ming Li , Jiuhai Chen , Lichang Chen , Tianyi Zhou
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