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Media bias is a multifaceted problem, leading to one-sided views and impacting decision-making. A way to address digital media bias is to detect and indicate it automatically through machine-learning methods. However, such detection is…

人机交互 · 计算机科学 2024-07-30 Smi Hinterreiter , Martin Wessel , Fabian Schliski , Isao Echizen , Marc Erich Latoschik , Timo Spinde

As language models grow in popularity, it becomes increasingly important to clearly measure all possible markers of demographic identity in order to avoid perpetuating existing societal harms. Many datasets for measuring bias currently…

计算与语言 · 计算机科学 2022-10-31 Eric Michael Smith , Melissa Hall , Melanie Kambadur , Eleonora Presani , Adina Williams

Identification of new concepts in scientific literature can help power faceted search, scientific trend analysis, knowledge-base construction, and more, but current methods are lacking. Manual identification cannot keep up with the torrent…

信息检索 · 计算机科学 2021-03-24 Daniel King , Doug Downey , Daniel S. Weld

The recent rise of social media has led to the spread of large amounts of fake and biased news, content published with the intent to sway beliefs. While detecting and profiling the sources that spread this news is important to maintain a…

计算与语言 · 计算机科学 2024-04-30 Nikhil Mehta , Dan Goldwasser

From disinformation spread by AI chatbots to AI recommendations that inadvertently reinforce stereotypes, textual bias poses a significant challenge to the trustworthiness of large language models (LLMs). In this paper, we propose a…

计算与语言 · 计算机科学 2025-03-04 Tianyi Huang , Elsa Fan

This paper reports on a writing style analysis of hyperpartisan (i.e., extremely one-sided) news in connection to fake news. It presents a large corpus of 1,627 articles that were manually fact-checked by professional journalists from…

计算与语言 · 计算机科学 2017-02-21 Martin Potthast , Johannes Kiesel , Kevin Reinartz , Janek Bevendorff , Benno Stein

We propose a fully unsupervised method to detect bias in contextualized embeddings. The method leverages the assortative information latently encoded by social networks and combines orthogonality regularization, structured sparsity…

计算与语言 · 计算机科学 2022-12-16 Valentin Hofmann , Janet B. Pierrehumbert , Hinrich Schütze

Public debates about "left-" or "right-wing" news overlook the fact that bias is usually conveyed by concrete linguistic manoeuvres that transcend any single political spectrum. We therefore shift the focus from where an outlet allegedly…

计算与语言 · 计算机科学 2026-01-12 Tim Menzner , Jochen L. Leidner

Scientific press briefings are a valuable information source. They consist of alternating expert speeches, questions from the audience and their answers. Therefore, they can contribute to scientific and fact-based media coverage. Even…

信息检索 · 计算机科学 2023-02-27 Jüri Keller , Meik Bittkowski , Philipp Schaer

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

Automatic summarization is the process of reducing a text document in order to generate a summary that retains the most important points of the original document. In this work, we study two problems - i) summarizing a text document as set…

信息检索 · 计算机科学 2024-06-04 Jayaprakash Sundararaj

News recommender systems are used by online news providers to alleviate information overload and to provide personalized content to users. However, algorithmic news curation has been hypothesized to create filter bubbles and to intensify…

信息检索 · 计算机科学 2022-03-14 Mehwish Alam , Andreea Iana , Alexander Grote , Katharina Ludwig , Philipp Müller , Heiko Paulheim

Contrastive opinion extraction aims to extract a structured summary or key points organised as positive and negative viewpoints towards a common aspect or topic. Most recent works for unsupervised key point extraction is largely built on…

计算与语言 · 计算机科学 2023-05-09 Runcong Zhao , Lin Gui , Yulan He

Sentence position is a strong feature for news summarization, since the lead often (but not always) summarizes the key points of the article. In this paper, we show that recent neural systems excessively exploit this trend, which although…

计算与语言 · 计算机科学 2019-09-11 Matt Grenander , Yue Dong , Jackie Chi Kit Cheung , Annie Louis

Unsupervised text classification, with its most common form being sentiment analysis, used to be performed by counting words in a text that were stored in a lexicon, which assigns each word to one class or as a neutral word. In recent…

计算与语言 · 计算机科学 2025-06-26 Kai-Robin Lange , Jonas Rieger , Carsten Jentsch

Opinion mining and Sentiment analysis have emerged as a field of study since the widespread of World Wide Web and internet. Opinion refers to extraction of those lines or phrase in the raw and huge data which express an opinion. Sentiment…

信息检索 · 计算机科学 2014-01-14 Deepali Virmani , Vikrant Malhotra , Ridhi Tyagi

A lot of manual work goes into identifying a topic for an article. With a large volume of articles, the manual process can be exhausting. Our approach aims to address this issue by automatically extracting topics from the text of large…

计算与语言 · 计算机科学 2021-10-25 Linkai Zhu , Maoyi Huang , Maomao Chen , Wennan Wang

Pagination - the process of determining where to break an article across pages in a multi-article layout is a common layout challenge for most commercially printed newspapers and magazines. To date, no one has created an algorithm that…

计算与语言 · 计算机科学 2014-04-15 Joshua Hailpern , Niranjan Damera Venkata , Marina Danilevsky

Recent progress in Text-to-Image (T2I) generative models has enabled high-quality image generation. As performance and accessibility increase, these models are gaining significant attraction and popularity: ensuring their fairness and…

计算机视觉与模式识别 · 计算机科学 2024-08-30 Moreno D'Incà , Elia Peruzzo , Massimiliano Mancini , Xingqian Xu , Humphrey Shi , Nicu Sebe

Peer-review plays a critical role in the scientific writing and publication ecosystem. To assess the efficiency and efficacy of the reviewing process, one essential element is to understand and evaluate the reviews themselves. In this work,…

计算与语言 · 计算机科学 2019-03-26 Xinyu Hua , Mitko Nikolov , Nikhil Badugu , Lu Wang