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相关论文: Framing Matters: Predicting Framing Changes and Le…

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We examine whether news can improve realised volatility forecasting using a modern yet operationally simple NLP framework. News text is transformed into embedding-based representations, and forecasts are evaluated both as a standalone,…

计算金融 · 定量金融 2026-04-15 Eghbal Rahimikia , Stefan Zohren , Ser-Huang Poon

Framing is an indispensable narrative device for news media because even the same facts may lead to conflicting understandings if deliberate framing is employed. Therefore, identifying media framing is a crucial step to understanding how…

计算机与社会 · 计算机科学 2020-05-06 Haewoon Kwak , Jisun An , Yong-Yeol Ahn

Framing a news article means to portray the reported event from a specific perspective, e.g., from an economic or a health perspective. Reframing means to change this perspective. Depending on the audience or the submessage, reframing can…

计算与语言 · 计算机科学 2021-09-13 Wei-Fan Chen , Khalid Al-Khatib , Benno Stein , Henning Wachsmuth

News media structure their reporting of events or issues using certain perspectives. When describing an incident involving gun violence, for example, some journalists may focus on mental health or gun regulation, while others may emphasize…

Slanted news coverage strongly affects public opinion. This is especially true for coverage on politics and related issues, where studies have shown that bias in the news may influence elections and other collective decisions. Due to its…

计算机与社会 · 计算机科学 2021-10-19 Felix Hamborg , Timo Spinde , Kim Heinser , Karsten Donnay , Bela Gipp

Click-based news recommender systems suggest users content that aligns with their existing history, limiting the diversity of articles they encounter. Recent advances in aspect-based diversification -- adding features such as sentiments or…

信息检索 · 计算机科学 2025-09-03 Sourabh Dattawad , Agnese Daffara , Tanise Ceron

We develop a resource-efficient methodology for measuring economic outlook in news text that combines document embeddings with synthetic training data generated by large language models. Applied to 27 million news articles, the resulting…

综合经济学 · 经济学 2026-02-18 Elliot Beck , Franziska Eckert , Linus Kühne , Helge Liebert , Rina Rosenblatt-Wisch

The growing societal dependence on social media and user generated content for news and information has increased the influence of unreliable sources and fake content, which muddles public discourse and lessens trust in the media.…

计算与语言 · 计算机科学 2022-09-07 Marjan Hosseini , Alireza Javadian Sabet , Suining He , Derek Aguiar

From a communications perspective, a frame defines the packaging of the language used in such a way as to encourage certain interpretations and to discourage others. For example, a news article can frame immigration as either a boost or a…

计算与语言 · 计算机科学 2024-10-07 Rohan Das , Aditya Chandra , I-Ta Lee , Maria Leonor Pacheco

Frames capture aspects of an issue that are emphasized in a debate by interlocutors and can help us understand how political language conveys different perspectives and ultimately shapes people's opinions. The Media Frame Corpus (MFC) is…

计算与语言 · 计算机科学 2025-06-23 Agnese Daffara , Sourabh Dattawad , Sebastian Padó , Tanise Ceron

Quantification of the political leaning of online news articles can aid in understanding the dynamics of political ideology in social groups and measures to mitigating them. However, predicting the accurate political leaning of a news…

机器学习 · 计算机科学 2023-09-13 Sadia Kamal , Jimmy Hartford , Jeremy Willis , Arunkumar Bagavathi

Efficient Market Hypothesis is the popular theory about stock prediction. With its failure much research has been carried in the area of prediction of stocks. This project is about taking non quantifiable data such as financial news…

计算与语言 · 计算机科学 2016-07-08 Joshi Kalyani , Prof. H. N. Bharathi , Prof. Rao Jyothi

We propose an automated and unsupervised methodology for a novel summarization of group behavior based on content preference. We show that graph theoretical community evolution (based on similarity of user preference for content) is…

社会与信息网络 · 计算机科学 2013-11-05 Roja Bandari , Hazhir Rahmandad , Vwani P. Roychowdhury

With the current shift in the mass media landscape from journalistic rigor to social media, personalized social media is becoming the new norm. Although the digitalization progress of the media brings many advantages, it also increases the…

计算与语言 · 计算机科学 2023-04-18 Ciprian-Octavian Truică , Elena-Simona Apostol

In today's media landscape, where news outlets play a pivotal role in shaping public opinion, it is imperative to address the issue of sentiment manipulation within news text. News writers often inject their own biases and emotional…

计算与语言 · 计算机科学 2024-02-06 Alapan Kuila , Somnath Jena , Sudeshna Sarkar , Partha Pratim Chakrabarti

Within the field of media framing, homelessness has been a historically under-researched topic. Framing theory states that the media's method of presenting information plays a pivotal role in controlling public sentiment toward a topic. The…

计算机与社会 · 计算机科学 2025-07-01 Akshay Irudayaraj , Nathan Ye , Yash Chainani

Mainstream news organizations shape public perception not only directly through the articles they publish but also through the choices they make about which topics to cover (or ignore) and how to frame the issues they do decide to cover.…

News headlines can be a good data source for detecting the news spreading barriers in news media, which may be useful in many real-world applications. In this paper, we utilize semantic knowledge through the inference-based model COMET and…

计算与语言 · 计算机科学 2023-04-24 Abdul Sittar , Dunja Mladenic , Marko Grobelnik

Social media enables activists to directly communicate with the public and provides a space for movement leaders, participants, bystanders, and opponents to collectively construct and contest narratives. Focusing on Twitter messages from…

计算与语言 · 计算机科学 2024-06-21 Julia Mendelsohn , Maya Vijan , Dallas Card , Ceren Budak

Narratives serve as fundamental frameworks in our understanding of the world and play a crucial role in collaborative sensemaking, providing a versatile foundation for sensemaking. Framing is a subtle yet potent mechanism that influences…

计算与语言 · 计算机科学 2024-05-07 Sebastián Concha Macías , Brian Keith Norambuena