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Sensational headlines are headlines that capture people's attention and generate reader interest. Conventional abstractive headline generation methods, unlike human writers, do not optimize for maximal reader attention. In this paper, we…

Computation and Language · Computer Science 2019-09-10 Peng Xu , Chien-Sheng Wu , Andrea Madotto , Pascale Fung

Enhancing reader engagement while preserving informational fidelity is a central challenge in controllable text generation for news media. Optimizing news headlines for reader engagement is often conflated with clickbait, resulting in…

Computation and Language · Computer Science 2026-03-27 Yehudit Aperstein , Linoy Halifa , Sagiv Bar , Alexander Apartsin

Clickbait headlines are frequently used to attract readers to read articles. Although this headline type has turned out to be a technique to engage readers with misleading items, it is still unknown whether the technique can be used to…

Computation and Language · Computer Science 2019-11-27 Sima Bhowmik , Md Main Uddin Rony , Md Mahfuzul Haque , Kristen Alley Swain , Naeemul Hassan

With the rapid proliferation of online media sources and published news, headlines have become increasingly important for attracting readers to news articles, since users may be overwhelmed with the massive information. In this paper, we…

Computation and Language · Computer Science 2020-02-07 Yun-Zhu Song , Hong-Han Shuai , Sung-Lin Yeh , Yi-Lun Wu , Lun-Wei Ku , Wen-Chih Peng

Recent advancements in natural language generation has raised serious concerns. High-performance language models are widely used for language generation tasks because they are able to produce fluent and meaningful sentences. These models…

Computation and Language · Computer Science 2020-10-06 Saurabh Gupta , Huy H. Nguyen , Junichi Yamagishi , Isao Echizen

Personalized news headline generation, aiming at generating user-specific headlines based on readers' preferences, burgeons a recent flourishing research direction. Existing studies generally inject a user interest embedding into an…

Computation and Language · Computer Science 2025-01-22 Zhao Yang , Junhong Lian , Xiang Ao

Accurate personalized headline generation hinges on precisely capturing user interests from historical behaviors. However, existing methods neglect personalized-irrelevant click noise in entire historical clickstreams, which may lead to…

Computation and Language · Computer Science 2025-08-15 Kejin Liu , Junhong Lian , Xiang Ao , Ningtao Wang , Xing Fu , Yu Cheng , Weiqiang Wang , Xinyu Liu

Building datasets of creative text, such as humor, is quite challenging. We introduce FunLines, a competitive game where players edit news headlines to make them funny, and where they rate the funniness of headlines edited by others.…

Artificial Intelligence · Computer Science 2020-02-07 Nabil Hossain , John Krumm , Tanvir Sajed , Henry Kautz

Clickbait (headlines) make use of misleading titles that hide critical information from or exaggerate the content on the landing target pages to entice clicks. As clickbaits often use eye-catching wording to attract viewers, target contents…

Computation and Language · Computer Science 2017-10-06 Xinyue Cao , Thai Le , Jason , Zhang

Clickbaits are online articles with deliberately designed misleading titles for luring more and more readers to open the intended web page. Clickbaits are used to tempted visitors to click on a particular link either to monetize the landing…

Social and Information Networks · Computer Science 2020-03-31 Abinash Pujahari , Dilip Singh Sisodia

News headline generation aims to produce a short sentence to attract readers to read the news. One news article often contains multiple keyphrases that are of interest to different users, which can naturally have multiple reasonable…

Computation and Language · Computer Science 2020-10-06 Dayiheng Liu , Yeyun Gong , Jie Fu , Wei Liu , Yu Yan , Bo Shao , Daxin Jiang , Jiancheng Lv , Nan Duan

Eye-catching headlines function as the first device to trigger more clicks, bringing reciprocal effect between producers and viewers. Producers can obtain more traffic and profits, and readers can have access to outstanding articles. When…

Computation and Language · Computer Science 2020-12-15 Mingzhe Li , Xiuying Chen , Min Yang , Shen Gao , Dongyan Zhao , Rui Yan

Most studies on abstractive summarization report ROUGE scores between system and reference summaries. However, we have a concern about the truthfulness of generated summaries: whether all facts of a generated summary are mentioned in the…

Computation and Language · Computer Science 2020-05-06 Kazuki Matsumaru , Sho Takase , Naoaki Okazaki

Online news media sometimes use misleading headlines to lure users to open the news article. These catchy headlines that attract users but disappointed them at the end, are called Clickbaits. Because of the importance of automatic clickbait…

Computation and Language · Computer Science 2018-06-21 Amin Omidvar , Hui Jiang , Aijun An

False information spread via the internet and social media influences public opinion and user activity, while generative models enable fake content to be generated faster and more cheaply than had previously been possible. In the not so…

Computation and Language · Computer Science 2021-04-27 Antonis Maronikolakis , Hinrich Schutze , Mark Stevenson

Millions of news articles are published online every day, which can be overwhelming for readers to follow. Grouping articles that are reporting the same event into news stories is a common way of assisting readers in their news consumption.…

Computation and Language · Computer Science 2020-04-15 Xiaotao Gu , Yuning Mao , Jiawei Han , Jialu Liu , Hongkun Yu , You Wu , Cong Yu , Daniel Finnie , Jiaqi Zhai , Nicholas Zukoski

Most of the online news media outlets rely heavily on the revenues generated from the clicks made by their readers, and due to the presence of numerous such outlets, they need to compete with each other for reader attention. To attract the…

Social and Information Networks · Computer Science 2016-11-01 Abhijnan Chakraborty , Bhargavi Paranjape , Sourya Kakarla , Niloy Ganguly

Clickbait is characterized by disproportionately high emotional intensity relative to informational content, often reinforced by specific structural patterns. However, current research considers clickbait as a static textual phenomenon…

Computation and Language · Computer Science 2026-05-01 Syed Mhamudul Hasan , Mohd. Farhan Israk Soumik , Abdur R. Shahid

Despite recent advances in detecting fake news generated by neural models, their results are not readily applicable to effective detection of human-written disinformation. What limits the successful transfer between them is the sizable gap…

Computation and Language · Computer Science 2023-05-17 Kung-Hsiang Huang , Kathleen McKeown , Preslav Nakov , Yejin Choi , Heng Ji

In today's technologically driven world, the rapid spread of fake news, particularly during critical events like elections, poses a growing threat to the integrity of information. To tackle this challenge head-on, we introduce FakeWatch, a…

Computation and Language · Computer Science 2024-05-07 Shaina Raza , Tahniat Khan , Veronica Chatrath , Drai Paulen-Patterson , Mizanur Rahman , Oluwanifemi Bamgbose
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