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Large Language Models (LLMs) are increasingly deployed in socially complex, interaction-driven tasks, yet their ability to mirror human behavior in emotionally and strategically complex contexts remains underexplored. This study assesses…

计算与语言 · 计算机科学 2025-09-23 Deuksin Kwon , Kaleen Shrestha , Bin Han , Elena Hayoung Lee , Gale Lucas

Recent advancements in large language models (LLMs) have enabled their widespread use across diverse real-world applications. However, concerns remain about their tendency to encode and reproduce ideological biases along political and…

计算与语言 · 计算机科学 2025-09-23 Afrozah Nadeem , Mark Dras , Usman Naseem

Scarce longitudinal evidence examines LLMs' persuasiveness and humanness along time-evolving psychological frameworks. We introduce Talk2AI, a longitudinal framework quantifying psycho-social, reasoning and affective dimensions of LLMs'…

This paper describes a rapid feasibility study of using GPT-4, a large language model (LLM), to (semi)automate data extraction in systematic reviews. Despite the recent surge of interest in LLMs there is still a lack of understanding of how…

Current cross-platform social media analyses primarily focus on the textual features of posts, often lacking multimodal analysis due to past technical limitations. This study addresses this gap by examining how U.S. legislators in the 118th…

计算机与社会 · 计算机科学 2025-09-17 Weihong Qi , Anushka Dave , Chen Ling

The use of large language models (LLMs) is becoming common in political science and digital media research. While LLMs have demonstrated ability in labelling tasks, their effectiveness to classify Political Content (PC) from URLs remains…

Large Language Models (LLMs) offer transformative opportunities to address the longstanding challenge of modeling opinion evolution in computational social science. This study investigates how media influences cross-border attitudes - a key…

社会与信息网络 · 计算机科学 2026-03-11 Nicholas Sukiennik , Yichuan Xu , Yuqing Kan , Jinghua Piao , Yuwei Yan , Chen Gao , Yong Li

Large Language Models (LLMs) have demonstrated remarkable capabilities across a wide range of instruction-following tasks, yet their grasp of nuanced social science concepts remains underexplored. This paper examines whether LLMs can…

计算与语言 · 计算机科学 2025-07-28 Ilias Chalkidis , Stephanie Brandl , Paris Aslanidis

This paper introduces a novel approach for multimodal sentiment analysis on social media, particularly in the context of natural disasters, where understanding public sentiment is crucial for effective crisis management. Unlike conventional…

机器学习 · 计算机科学 2025-08-20 Meriem Zerkouk , Miloud Mihoubi , Belkacem Chikhaoui

We study the evolution of opinions inside a population of interacting large language models (LLMs). Every LLM needs to decide how much funding to allocate to an item with three initial possibilities: full, partial, or no funding. We…

多智能体系统 · 计算机科学 2024-09-26 Pedro Cisneros-Velarde

LLMs internally organize political ideology along low-dimensional structures that are partially, but not fully aligned with human ideological space. This misalignment is systematic, model specific, and measurable. We introduce a lightweight…

计算与语言 · 计算机科学 2026-01-09 Wei Xia , Haowen Tang , Luozheng Li

Selective exposure, individuals' inclination to seek out information that supports their beliefs while avoiding information that contradicts them, plays an important role in the emergence of polarization and echo chambers. In the political…

社会与信息网络 · 计算机科学 2025-12-01 Yuan Zhang , Laia Castro Herrero , Frank Esser , Alexandre Bovet

Conversational tones -- the manners and attitudes in which speakers communicate -- are essential to effective communication. Amidst the increasing popularization of Large Language Models (LLMs) over recent years, it becomes necessary to…

计算与语言 · 计算机科学 2024-06-07 Dun-Ming Huang , Pol Van Rijn , Ilia Sucholutsky , Raja Marjieh , Nori Jacoby

The COVID-19 pandemic is a global crisis that has been testing every society and exposing the critical role of local politics in crisis response. In the United States, there has been a strong partisan divide between the Democratic and…

计算与语言 · 计算机科学 2021-10-15 Elise Jing , Yong-Yeol Ahn

In recent years, large language models (LLMs) have attracted attention due to their ability to generate human-like text. As surveys and opinion polls remain key tools for gauging public attitudes, there is increasing interest in assessing…

综合经济学 · 经济学 2025-02-12 Shapeng Jiang , Lijia Wei , Chen Zhang

As large language models (LLMs) like GPT-4 and Llama 3 become integral to educational contexts, concerns are mounting over the cultural biases, power imbalances, and ethical limitations embedded within these technologies. Though generative…

计算与语言 · 计算机科学 2025-01-08 Abdullah Mushtaq , Muhammad Rafay Naeem , Muhammad Imran Taj , Ibrahim Ghaznavi , Junaid Qadir

The rapid advancement of Large Language Models (LLMs) has sparked intense debate regarding the prevalence of bias in these models and its mitigation. Yet, as exemplified by both results on debiasing methods in the literature and reports of…

计算与语言 · 计算机科学 2024-05-14 David F. Jenny , Yann Billeter , Mrinmaya Sachan , Bernhard Schölkopf , Zhijing Jin

In recent research, large language models (LLMs) have been increasingly used to investigate public opinions. This study investigates the algorithmic fidelity of LLMs, i.e., the ability to replicate the socio-cultural context and nuanced…

Effective collaboration requires groups to strategically regulate themselves to overcome challenges. Research has shown that groups may fail to regulate due to differences in members' perceptions of challenges which may benefit from…

计算与语言 · 计算机科学 2024-01-04 Wannapon Suraworachet , Jennifer Seon , Mutlu Cukurova

Large language models (LLMs), including ChatGPT, can extract profitable trading signals from the sentiment in news text. However, backtesting such strategies poses a challenge because LLMs are trained on many years of data, and backtesting…

综合金融 · 定量金融 2023-10-02 Paul Glasserman , Caden Lin
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