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We performed a zero-shot information extraction study on a historical collection of 89,339 brief Finnish-language interviews of refugee families relocated post-WWII from Finnish Eastern Karelia. Our research objective is two-fold. First, we…

Computation and Language · Computer Science 2025-02-20 Joonatan Laato , Jenna Kanerva , John Loehr , Virpi Lummaa , Filip Ginter

Social activities result from complex joint activity-travel decisions between group members. While observing the decision-making process of these activities is difficult via traditional travel surveys, the advent of new types of data, such…

Computation and Language · Computer Science 2026-01-12 Sung-Yoo Lim , Koki Sato , Kiyoshi Takami , Giancarlos Parady , Eui-Jin Kim

Recent developments in Large Language Models (LLMs) have significantly expanded their applications across various domains. However, the effectiveness of LLMs is often constrained when operating individually in complex environments. This…

Artificial Intelligence · Computer Science 2024-05-08 Silvan Ferreira , Ivanovitch Silva , Allan Martins

The recent advent of powerful Large-Language Models (LLM) provides a new conversational form of inquiry into historical memory (or, training data, in this case). We show that by augmenting such LLMs with vector embeddings from highly…

Information Retrieval · Computer Science 2023-10-18 Giselle Gonzalez Garcia , Christian Weilbach

Group decision-making often suffers from uneven information sharing, hindering decision quality. While large language models (LLMs) have been widely studied as aids for individuals, their potential to support groups of users, potentially as…

Human-Computer Interaction · Computer Science 2025-08-12 Mohammed Alsobay , David M. Rothschild , Jake M. Hofman , Daniel G. Goldstein

Although engagement in self-directed wellness exercises typically declines over time, integrating social support such as coaching can sustain it. However, traditional forms of support are often inaccessible due to the high costs and complex…

Traditional efforts to measure historical structural oppression struggle with cross-national validity due to the unique, locally specified histories of exclusion, colonization, and social status in each country, and often have relied on…

Computation and Language · Computer Science 2025-11-25 Sreejato Chatterjee , Linh Tran , Quoc Duy Nguyen , Roni Kirson , Drue Hamlin , Harvest Aquino , Hanjia Lyu , Jiebo Luo , Timothy Dye

The increasing capacities of large language models (LLMs) have been shown to present an unprecedented opportunity to scale up data analytics in the humanities and social sciences, by automating complex qualitative tasks otherwise typically…

Computation and Language · Computer Science 2024-10-22 Andres Karjus

Alignment research on large language models (LLMs) increasingly depends on understanding how these systems are used in everyday contexts. Yet naturalistic interaction data is difficult to access due to privacy constraints and platform…

Human-Computer Interaction · Computer Science 2026-03-24 Cathy Mengying Fang , Sheer Karny , Chayapatr Archiwaranguprok , Yasith Samaradivakara , Pat Pataranutaporn , Pattie Maes

The manual, resource-intensive process of complying with the EU Taxonomy presents a significant challenge for companies. While Large Language Models (LLMs) offer a path to automation, research is hindered by a lack of public benchmark…

Computation and Language · Computer Science 2026-01-01 Jonathan Schmoll , Adam Jatowt

Detecting language ideologies is a valuable yet complex task for understanding how identities are constructed through discourse. In Luxembourg's multicultural and multilingual society, language ideologies reflect more than simple…

Computation and Language · Computer Science 2026-05-01 Emilia Milano , Alistair Plum , Yves Scherrer , Christoph Purschke

Large Language Models (LLMs) excel at text summarization, a task that requires models to select content based on its importance. However, the exact notion of salience that LLMs have internalized remains unclear. To bridge this gap, we…

Computation and Language · Computer Science 2025-05-28 Jan Trienes , Jörg Schlötterer , Junyi Jessy Li , Christin Seifert

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

Questions within surveys, called survey items, are used in the social sciences to study latent concepts, such as the factors influencing life satisfaction. Instead of using explicit citations, researchers paraphrase the content of the…

Digital Libraries · Computer Science 2024-12-23 Tornike Tsereteli , Daniel Ruffinelli , Simone Paolo Ponzetto

Firearm violence is a pressing public health issue, yet research into survivors' lived experiences remains underfunded and difficult to scale. Qualitative research, including in-depth interviews, is a valuable tool for understanding the…

Computation and Language · Computer Science 2026-04-20 Jessica H. Zhu , Shayla Stringfield , Vahe Zaprosyan , Michael Wagner , Michel Cukier , Joseph B. Richardson

Social media play a key role in mobilizing collective action, holding the potential for studying the pathways that lead individuals to actively engage in addressing global challenges. However, quantitative research in this area has been…

Social and Information Networks · Computer Science 2025-04-29 Arianna Pera , Luca Maria Aiello

Effective patient-provider communication is difficult to assess at scale. We examine whether large language models (LLMs) can track 20 social behaviors from clinical transcripts without fine-tuning. Across three model families and multiple…

Computation and Language · Computer Science 2026-05-14 Manas Satish Bedmutha , Feng Chen , Andrea Hartzler , Trevor Cohen , Nadir Weibel

Governing common-pool resources requires agents to develop enduring strategies through cooperation and self-governance to avoid collective failure. While foundation models have shown potential for cooperation in these settings, existing…

Computation and Language · Computer Science 2026-04-22 Ryan Faulkner , Anushka Deshpande , David Guzman Piedrahita , Joel Z. Leibo , Zhijing Jin

Large language models (LLMs) have achieved remarkable success in natural language processing tasks, yet their internal knowledge structures remain poorly understood. This study examines these structures through the lens of historical…

Computation and Language · Computer Science 2026-01-23 Juhwan Choi , Seunguk Yu , JungMin Yun , YoungBin Kim

Mixed methods research integrates quantitative and qualitative data but faces challenges in aligning their distinct structures, particularly in examining measurement characteristics and individual response patterns. Advances in large…

Computation and Language · Computer Science 2025-05-29 Jihong Zhang , Xinya Liang , Anqi Deng , Nicole Bonge , Lin Tan , Ling Zhang , Nicole Zarrett
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