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Advances in unsupervised probes such as Contrast-Consistent Search (CCS), which reveal latent beliefs without relying on token outputs, raise the question of whether these methods can reliably assess model alignment. We investigate this by…

计算与语言 · 计算机科学 2025-12-01 Sabrina Sadiekh , Elena Ericheva , Chirag Agarwal

In the context of investigative journalism, we address the problem of automatically identifying which claims in a given document are most worthy and should be prioritized for fact-checking. Despite its importance, this is a relatively…

计算与语言 · 计算机科学 2019-12-18 Pepa Gencheva , Ivan Koychev , Lluís Màrquez , Alberto Barrón-Cedeño , Preslav Nakov

Polarization among US political parties, media and elites is a widely studied topic. Prominent lines of prior research across multiple disciplines have observed and analyzed growing polarization in social media. In this paper, we present a…

计算与语言 · 计算机科学 2020-10-20 Ashiqur R. KhudaBukhsh , Rupak Sarkar , Mark S. Kamlet , Tom M. Mitchell

With the growth of online news over the past decade, empirical studies on political discourse and news consumption have focused on the phenomenon of filter bubbles and echo chambers. Yet recently, scholars have revealed limited evidence…

计算与语言 · 计算机科学 2024-03-21 Xiaohan Ding , Mike Horning , Eugenia H. Rho

Topic segmentation is important in understanding scientific documents since it can not only provide better readability but also facilitate downstream tasks such as information retrieval and question answering by creating appropriate…

计算与语言 · 计算机科学 2023-01-06 Jeonghwan Lee , Jiyeong Han , Sunghoon Baek , Min Song

Fake news detection is a challenging task aiming to reduce human time and effort to check the truthfulness of news. Automated approaches to combat fake news, however, are limited by the lack of labeled benchmark datasets, especially in…

计算与语言 · 计算机科学 2021-03-02 Inna Vogel , Jeong-Eun Choi , Meghana Meghana

The proliferation of fake news and filter bubbles makes it increasingly difficult to form an unbiased, balanced opinion towards a topic. To ameliorate this, we propose 360{\deg} Stance Detection, a tool that aggregates news with multiple…

计算与语言 · 计算机科学 2018-04-04 Sebastian Ruder , John Glover , Afshin Mehrabani , Parsa Ghaffari

When performing Polarity Detection for different words in a sentence, we need to look at the words around to understand the sentiment. Massively pretrained language models like BERT can encode not only just the words in a document but also…

计算与语言 · 计算机科学 2020-11-25 Natesh Reddy , Pranaydeep Singh , Muktabh Mayank Srivastava

With the recent advances of networking technology, connections among people are unprecedentedly enhanced. People with different ideologies and backgrounds interact with each other, and there may exist severe opinion polarization and…

社会与信息网络 · 计算机科学 2021-04-13 Yuejiang Li , Hong Vicky Zhao

In the political arena of social platforms, opposing factions of varying sizes show asymmetrical patterns, and elites and masses within these groups have divergent motivations and influence,challenging simplistic views of polarization. Yet,…

社会与信息网络 · 计算机科学 2026-01-14 Ali Salloum , Ted Hsuan Yun Chen , Mikko Kivelä

Polarization in online communities is often studied through either language or interaction structure, but the two views are rarely connected in a unified measurement pipeline. Prior work links them by building interaction graphs from human…

社会与信息网络 · 计算机科学 2026-05-14 Zhijin Guo , Li Zhang , Tyler Bonnet , Janet B. Pierrehumbert , Xiaowen Dong

Probabilistic topic models are a powerful tool for extracting latent themes from large text datasets. In many text datasets, we also observe per-document covariates (e.g., source, style, political affiliation) that act as environments that…

计算与语言 · 计算机科学 2024-11-04 Dominic Sobhani , Amir Feder , David Blei

Deep learning-based language models have achieved state-of-the-art results in a number of applications including sentiment analysis, topic labelling, intent classification and others. Obtaining text representations or embeddings using these…

计算与语言 · 计算机科学 2021-08-30 Richard Plant , Dimitra Gkatzia , Valerio Giuffrida

Most current image captioning systems focus on describing general image content, and lack background knowledge to deeply understand the image, such as exact named entities or concrete events. In this work, we focus on the entity-aware news…

计算机视觉与模式识别 · 计算机科学 2021-08-05 Anwen Hu , Shizhe Chen , Qin Jin

Citation sentimet analysis is one of the little studied tasks for scientometric analysis. For citation analysis, we developed eight datasets comprising citation sentences, which are manually annotated by us into three sentiment polarities…

计算与语言 · 计算机科学 2020-05-12 Vishal Vyas , Kumar Ravi , Vadlamani Ravi , V. Uma , Srirangaraj Setlur , Venu Govindaraju

Polarization is often a clich{\'e}, its conceptualization remains approximate and no consensus has been reached so far. Often simply seen as an inevitable result of the use of social networks, polarization nevertheless remains a complex…

社会与信息网络 · 计算机科学 2023-09-20 Celina Treuillier , Sylvain Castagnos , Christèle Lagier , Armelle Brun

Global partisan hostility and polarization has increased, and this polarization is heightened around presidential elections. Models capable of generating accurate summaries of diverse perspectives can help reduce such polarization by…

计算与语言 · 计算机科学 2025-07-29 Nicholas Deas , Kathleen McKeown

Fake news, misinformation, and unverifiable facts on social media platforms propagate disharmony and affect society, especially when dealing with an epidemic like COVID-19. The task of Fake News Detection aims to tackle the effects of such…

计算与语言 · 计算机科学 2021-12-14 Mrinal Rawat , Diptesh Kanojia

Fake news and misinformation have been increasingly used to manipulate popular opinion and influence political processes. To better understand fake news, how they are propagated, and how to counter their effect, it is necessary to first…

计算与语言 · 计算机科学 2019-05-06 Sonia Castelo , Thais Almeida , Anas Elghafari , Aécio Santos , Kien Pham , Eduardo Nakamura , Juliana Freire

Biased news reporting poses a significant threat to informed decision-making and the functioning of democracies. This study introduces a novel methodology for scalable, minimally biased analysis of media bias in political news. The proposed…

人工智能 · 计算机科学 2025-05-06 Orlando Jähde , Thorsten Weber , Rüdiger Buchkremer