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Quantifying the amount of polarization is crucial for understanding and studying political polarization in political and social systems. Several methods are used commonly to measure polarization in social networks by purely inspecting their…

社会与信息网络 · 计算机科学 2022-04-14 Ali Salloum , Ted Hsuan Yun Chen , Mikko Kivelä

Foreign policy analysis has been struggling to find ways to measure policy preferences and paradigm shifts in international political systems. This paper presents a novel, potential solution to this challenge, through the application of a…

计算与语言 · 计算机科学 2017-07-13 Stefano Gurciullo , Slava Mikhaylov

Understanding affective polarization in online discourse is crucial for evaluating the societal impact of social media interactions. This study presents a novel framework that leverages large language models (LLMs) and domain-informed…

社会与信息网络 · 计算机科学 2026-01-06 Jawad Chowdhury , Rezaur Rashid , Gabriel Terejanu

Search systems in online social media sites are frequently used to find information about ongoing events and people. For topics with multiple competing perspectives, such as political events or political candidates, bias in the top ranked…

Previous explanations for the persistence of polarization of opinions have typically included modelling assumptions that predispose the possibility of polarization (i.e., assumptions allowing a pair of agents to drift apart in their opinion…

物理与社会 · 物理学 2024-10-16 Benedikt V. Meylahn , Janusz M. Meylahn

We present a model that explores the influence of persuasion in a population of agents with positive and negative opinion orientations. The opinion of each agent is represented by an integer number $k$ that expresses its level of agreement…

物理与社会 · 物理学 2014-05-30 C. E. La Rocca , L. A. Braunstein , F. Vazquez

Information forms the basis for all human behavior, including the ubiquitous decision-making that people constantly perform in their every day lives. It is thus the mission of researchers to understand how humans process information to…

计算与语言 · 计算机科学 2019-03-06 Nicolas Pröllochs , Stefan Feuerriegel , Dirk Neumann

Large language models have demonstrated remarkable capabilities in natural language processing, yet their application to political discourse analysis remains underexplored. This paper introduces a novel approach to evaluating presidential…

计算与语言 · 计算机科学 2024-09-13 Zhengliang Liu , Yiwei Li , Oleksandra Zolotarevych , Rongwei Yang , Tianming Liu

Polarization is a major concern for a well-functioning society. Often, mass polarization of a society is driven by polarizing political representation, even when the latter is easily preventable. The existing computational social choice…

计算机科学与博弈论 · 计算机科学 2025-09-03 Chris Dong , Martin Bullinger , Tomasz Wąs , Larry Birnbaum , Edith Elkind

The probability of a given candidate winning a future election is worked out in closed form as a function of (i) the current support rates for each candidate, (ii) the relative positioning of the candidates within the political spectrum,…

概率论 · 数学 2025-04-25 Dorje C. Brody , Tomooki Yuasa

Users online tend to join polarized groups of like-minded peers around shared narratives, forming echo chambers. The echo chamber effect and opinion polarization may be driven by several factors including human biases in information…

社会与信息网络 · 计算机科学 2023-05-15 Carlo Michele Valensise , Matteo Cinelli , Walter Quattrociocchi

We introduce a dataset on political orientation and power position identification. The dataset is derived from ParlaMint, a set of comparable corpora of transcribed parliamentary speeches from 29 national and regional parliaments. We…

计算与语言 · 计算机科学 2024-05-14 Çağrı Çöltekin , Matyáš Kopp , Katja Meden , Vaidas Morkevicius , Nikola Ljubešić , Tomaž Erjavec

Large language models (LLMs) exhibit systematic political bias across a variety of sensitive contexts. We find that LLMs handle counterpart topics from opposing political sides asymmetrically. We refer to this phenomenon as covert political…

计算与语言 · 计算机科学 2026-05-29 Long Phan , Devin Kim , Alexander Pan , Alice Blair , Adam Khoja , Dan Hendrycks

Political polarization, fueled by public discourse and echo chambers, threatens the foundation of democratic elections. However, traditional one-dimensional opinion models -- assuming ``support for one party equals opposition to another''…

物理与社会 · 物理学 2025-10-31 Ziqian Liu , Xin Wang , Junyu Lu , Longzhao Liu , Hongwei Zheng , Shaoting Tang

Echo chambers and polarisation dynamics are as of late a very prominent topic in scientific communities around the world. As these phenomena directly affect our lives and seemingly more and more as our societies and communication channels…

物理与社会 · 物理学 2022-03-01 Łukasz G. Gajewski , Julian Sienkiewicz , Janusz A. Hołyst

Opinion Dynamics is an interdisciplinary area of research. Psychology and Sociology have proposed models of how individuals form opinions and how social interactions influence this process. Socio-Physicists have interpreted patterns in…

多智能体系统 · 计算机科学 2024-07-03 Sudhakar Krisharao , Shaja Arul Selvamani

A new model for the dynamics of opinion formation is proposed and analysed at the mean-field level. It can be regarded as a generalization of the noisy voter model in which agents update their binary states by copying others and by an…

统计力学 · 物理学 2024-10-29 Miguel Aguilar-Janita , Andres Blanco-Alonso , Nagi Khalil

Despite increasing awareness and research around fake news, there is still a significant need for datasets that specifically target racial slurs and biases within North American political speeches. This is particulary important in the…

计算与语言 · 计算机科学 2024-01-09 Shaina Raza , Mizanur Rahman , Shardul Ghuge

Political polarization is traditionally analyzed through the ideological stances of groups and parties, but it also has a behavioral component that manifests in the interactions between individuals. We present an empirical analysis of the…

应用统计 · 统计学 2015-03-27 David Garcia , Adiya Abisheva , Simon Schweighofer , Uwe Serdült , Frank Schweitzer

Computational methods to model political bias in social media involve several challenges due to heterogeneity, high-dimensional, multiple modalities, and the scale of the data. Political bias in social media has been studied in multiple…

计算机与社会 · 计算机科学 2021-09-21 Prasad hajare , Sadia Kamal , Siddharth Krishnan , Arunkumar Bagavathi