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A vast amount of textual web streams is influenced by events or phenomena emerging in the real world. The social web forms an excellent modern paradigm, where unstructured user generated content is published on a regular basis and in most…

机器学习 · 计算机科学 2012-08-15 Vasileios Lampos

This paper presents a new task of predicting the coverage of a text document for relation extraction (RE): does the document contain many relational tuples for a given entity? Coverage predictions are useful in selecting the best documents…

计算与语言 · 计算机科学 2021-11-29 Sneha Singhania , Simon Razniewski , Gerhard Weikum

Social networks offer a ready channel for fake and misleading news to spread and exert influence. This paper examines the performance of different reputation algorithms when applied to a large and statistically significant portion of the…

Extensive research on target-dependent sentiment classification (TSC) has led to strong classification performances in domains where authors tend to explicitly express sentiment about specific entities or topics, such as in reviews or on…

计算与语言 · 计算机科学 2021-05-21 Felix Hamborg , Karsten Donnay , Bela Gipp

With rapidly evolving media narratives, it has become increasingly critical to not just extract narratives from a given corpus but rather investigate, how they develop over time. While popular narrative extraction methods such as Large…

计算与语言 · 计算机科学 2025-06-26 Kai-Robin Lange , Tobias Schmidt , Matthias Reccius , Henrik Müller , Michael Roos , Carsten Jentsch

With the tremendous growth in the number of scientific papers being published, searching for references while writing a scientific paper is a time-consuming process. A technique that could add a reference citation at the appropriate place…

计算与语言 · 计算机科学 2019-03-18 Chanwoo Jeong , Sion Jang , Hyuna Shin , Eunjeong Park , Sungchul Choi

Timeline generation is of great significance for a comprehensive understanding of the development of events over time. Its goal is to organize news chronologically, which helps to identify patterns and trends that may be obscured when…

信息检索 · 计算机科学 2025-02-12 Xiaochen Liu , Yanan Zhang

Media coverage has a substantial effect on the public perception of events. Nevertheless, media outlets are often biased. One way to bias news articles is by altering the word choice. The automatic identification of bias by word choice is…

计算与语言 · 计算机科学 2023-05-04 Timo Spinde , Manuel Plank , Jan-David Krieger , Terry Ruas , Bela Gipp , Akiko Aizawa

Identifying the relationship between two articles, e.g., whether two articles published from different sources describe the same breaking news, is critical to many document understanding tasks. Existing approaches for modeling and matching…

计算与语言 · 计算机科学 2019-05-29 Bang Liu , Di Niu , Haojie Wei , Jinghong Lin , Yancheng He , Kunfeng Lai , Yu Xu

While large language models are able to retain vast amounts of world knowledge seen during pretraining, such knowledge is prone to going out of date and is nontrivial to update. Furthermore, these models are often used under temporal…

计算与语言 · 计算机科学 2024-03-06 Michael J. Q. Zhang , Eunsol Choi

In the U.S. historically, local newspapers drew their content largely from newswires like the Associated Press. Historians argue that newswires played a pivotal role in creating a national identity and shared understanding of the world, but…

计算与语言 · 计算机科学 2024-06-17 Emily Silcock , Abhishek Arora , Luca D'Amico-Wong , Melissa Dell

Accurately interpreting words is vital in political science text analysis; some tasks require assuming semantic stability, while others aim to trace semantic shifts. Traditional static embeddings, like Word2Vec effectively capture long-term…

计算与语言 · 计算机科学 2025-01-22 Ruiyu Zhang , Lin Nie , Ce Zhao , Qingyang Chen

As technology grows faster, the news spreads through social media. In order to attract more readers and acquire additional profit, some news agencies reproduce massive news in a more appealing manner. Therefore, it is essential to…

计算与语言 · 计算机科学 2022-04-26 Yu-Chieh Chen , Pei-Yu Huang , Chun Lin , Yi-Ting Huang , Meng Chang Chen

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.…

Identifying critical research within the growing body of academic work is an intrinsic aspect of conducting quality research. Systematic review processes used in evidence-based medicine formalise this as a procedure that must be followed in…

数字图书馆 · 计算机科学 2024-10-14 John Hawkins , David Tivey

In the evolving field of Natural Language Processing (NLP), understanding the temporal context of text is increasingly critical for applications requiring advanced temporal reasoning. Traditional pre-trained language models like BERT, which…

计算与语言 · 计算机科学 2025-03-06 Jiexin Wang , Adam Jatowt , Yi Cai

This study uses the semantic brand score, a novel measure of brand importance in big textual data, to forecast elections based on online news. About 35,000 online news articles were transformed into networks of co-occurring words and…

社会与信息网络 · 计算机科学 2021-05-13 A. Fronzetti Colladon

The automatic identification of propaganda has gained significance in recent years due to technological and social changes in the way news is generated and consumed. That this task can be addressed effectively using BERT, a powerful new…

计算与语言 · 计算机科学 2020-03-27 Harish Tayyar Madabushi , Elena Kochkina , Michael Castelle

Prediction of the future citation counts of papers is increasingly important to find interesting papers among an ever-growing number of papers. Although a paper's main text is an important factor for citation count prediction, it is…

计算与语言 · 计算机科学 2024-10-08 Jun Hirako , Ryohei Sasano , Koichi Takeda

The abundance of information in digital media, which in today's world is the main source of knowledge about current events for the masses, makes it possible to spread disinformation on a larger scale than ever before. Consequently, there is…

计算与语言 · 计算机科学 2022-06-24 Jędrzej Kozal , Michał Leś , Paweł Zyblewski , Paweł Ksieniewicz , Michał Woźniak