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This paper presents a novel method of generating and applying hierarchical, dynamic topic-based language models. It proposes and evaluates new cluster generation, hierarchical smoothing and adaptive topic-probability estimation techniques.…

计算与语言 · 计算机科学 2007-05-23 Radu Florian , David Yarowsky

Most multilingual question-answering benchmarks, while covering a diverse pool of languages, do not factor in regional diversity in the information they capture and tend to be Western-centric. This introduces a significant gap in fairly…

计算与语言 · 计算机科学 2025-11-04 Eshaan Tanwar , Anwoy Chatterjee , Michael Saxon , Alon Albalak , William Yang Wang , Tanmoy Chakraborty

Recognizing semantic differences across documents is crucial for text generation evaluation and content alignment, especially in cross-lingual settings. However, as a standalone task, it has received little attention. We address this by…

计算与语言 · 计算机科学 2026-04-28 Michelle Wastl , Jannis Vamvas , Rico Sennrich

We address an important gap in detecting political bias in news articles. Previous works that perform document classification can be influenced by the writing style of each news outlet, leading to overfitting and limited generalizability.…

计算与语言 · 计算机科学 2023-10-30 Jiwoo Hong , Yejin Cho , Jaemin Jung , Jiyoung Han , James Thorne

Narrative is a foundation of human cognition and decision making. Because narratives play a crucial role in societal discourses and spread of misinformation and because of the pervasive use of social media, the narrative dynamics on social…

计算与语言 · 计算机科学 2023-09-25 Wanying Zhao , Siyi Guo , Kristina Lerman , Yong-Yeol Ahn

The connection between texts is referred to as intertextuality in literary theory, which served as an important theoretical basis in many digital humanities studies. Over the past decade, advancements in natural language processing have…

计算与语言 · 计算机科学 2025-11-03 Siyu Duan

This study investigates how cultural proximity affects the ability to detect AI-generated fake news by comparing South African participants with those from other nationalities. As large language models increasingly enable the creation of…

计算机与社会 · 计算机科学 2025-11-25 Tim Schlippe , Matthias Wölfel , Koena Ronny Mabokela

We present Multi-EuP, a new multilingual benchmark dataset, comprising 22K multi-lingual documents collected from the European Parliament, spanning 24 languages. This dataset is designed to investigate fairness in a multilingual information…

计算与语言 · 计算机科学 2025-09-09 Jinrui Yang , Timothy Baldwin , Trevor Cohn

Studying temporal dynamics of topics in social media is very useful to understand online user behaviors. Most of the existing work on this subject usually monitors the global trends, ignoring variation among communities. Since users from…

社会与信息网络 · 计算机科学 2013-12-04 Zhiting Hu , Chong Wang , Junjie Yao , Eric Xing , Hongzhi Yin , Bin Cui

The web radically changed the dissemination of information and the global spread of news. In this study, we aim to reconstruct the connectivity patterns within nations shaping news propagation globally in 2022. We do this by analyzing a…

社会与信息网络 · 计算机科学 2024-01-19 Shayan Alipour , Niccolò Di Marco , Michele Avalle , Gabriele Etta , Matteo Cinelli , Walter Quattrociocchi

The design of Large Language Models and generative artificial intelligence has been shown to be "unfair" to less-spoken languages and to deepen the digital language divide. Critical sociolinguistic work has also argued that these…

计算与语言 · 计算机科学 2026-03-31 Verena Platzgummer , John McCrae , Sina Ahmadi

Modern models for common NLP tasks often employ machine learning techniques and train on journalistic, social media, or other culturally-derived text. These have recently been scrutinized for racial and gender biases, rooting from inherent…

计算与语言 · 计算机科学 2026-01-27 Scott Friedman , Sonja Schmer-Galunder , Anthony Chen , Jeffrey Rye

The steady growth of digitized historical information is continuously stimulating new different approaches to the fields of Digital Humanities and Computational Social Science. In this work, we use Natural Language Processing techniques to…

社会与信息网络 · 计算机科学 2019-12-17 Lorenzo Lucchini , Sara Tonelli , Bruno Lepri

It is known that news topics, covered more frequently and over longer periods of time, are considered to be important to the public. Hence, what gets media attention and how media attention evolves over time has been studied for decades in…

计算机与社会 · 计算机科学 2017-04-06 Jisun An , Haewoon Kwak

Initially conceived for entertainment, social media platforms have profoundly transformed the dissemination of information and consequently reshaped the dynamics of agenda-setting. In this scenario, understanding the factors that capture…

社会与信息网络 · 计算机科学 2024-06-25 Emanuele Sangiorgio , Matteo Cinelli , Roy Cerqueti , Walter Quattrociocchi

Citation information in scholarly data is an important source of insight into the reception of publications and the scholarly discourse. Outcomes of citation analyses and the applicability of citation based machine learning approaches…

数字图书馆 · 计算机科学 2022-01-12 Tarek Saier , Michael Färber , Tornike Tsereteli

Large Language Models (LLMs) have demonstrated remarkable success as general-purpose task solvers across various fields. However, their capabilities remain limited when addressing domain-specific problems, particularly in downstream NLP…

Digital news platforms use news recommenders as the main instrument to cater to the individual information needs of readers. Despite an increasingly language-diverse online community, in which many Internet users consume news in multiple…

信息检索 · 计算机科学 2024-03-27 Andreea Iana , Goran Glavaš , Heiko Paulheim

News Articles provides crucial information about various events happening in the society but they unfortunately come with different kind of biases. These biases can significantly distort public opinion and trust in the media, making it…

计算与语言 · 计算机科学 2025-01-07 Bhushan Santosh Shah , Deven Santosh Shah , Vahida Attar

Language use changes over time, and this impacts the effectiveness of NLP systems. This phenomenon is even more prevalent in social media data during crisis events where meaning and frequency of word usage may change over the course of…

计算与语言 · 计算机科学 2022-11-10 Aniket Pramanick , Tilman Beck , Kevin Stowe , Iryna Gurevych