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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…

计算与语言 · 计算机科学 2020-12-15 Mingzhe Li , Xiuying Chen , Min Yang , Shen Gao , Dongyan Zhao , Rui Yan

Current methods for generating attractive headlines often learn directly from data, which bases attractiveness on the number of user clicks and views. Although clicks or views do reflect user interest, they can fail to reveal how much…

计算与语言 · 计算机科学 2023-06-27 Chih-Yao Chen , Dennis Wu , Lun-Wei Ku

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…

计算与语言 · 计算机科学 2026-03-27 Yehudit Aperstein , Linoy Halifa , Sagiv Bar , Alexander Apartsin

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…

计算与语言 · 计算机科学 2019-09-10 Peng Xu , Chien-Sheng Wu , Andrea Madotto , Pascale Fung

Headline generation is a task of generating an appropriate headline for a given article, which can be further used for machine-aided writing or enhancing the click-through ratio. Current works only use the article itself in the generation,…

计算与语言 · 计算机科学 2022-11-08 Hui Liu , Weidong Guo , Yige Chen , Xiangyang Li

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…

计算与语言 · 计算机科学 2025-01-22 Zhao Yang , Junhong Lian , Xiang Ao

Automatic headline generation enables users to comprehend ongoing news events promptly and has recently become an important task in web mining and natural language processing. With the growing need for news headline generation, we argue…

计算与语言 · 计算机科学 2023-02-14 Jiaming Shen , Jialu Liu , Dan Finnie , Negar Rahmati , Michael Bendersky , Marc Najork

Visual paragraph generation aims to automatically describe a given image from different perspectives and organize sentences in a coherent way. In this paper, we address three critical challenges for this task in a reinforcement learning…

计算机视觉与模式识别 · 计算机科学 2019-08-30 Yadan Luo , Zi Huang , Zheng Zhang , Ziwei Wang , Jingjing Li , Yang Yang

Headline generation is a special type of text summarization task. While the amount of available training data for this task is almost unlimited, it still remains challenging, as learning to generate headlines for news articles implies that…

计算与语言 · 计算机科学 2019-01-24 Daniil Gavrilov , Pavel Kalaidin , Valentin Malykh

This literature review focuses on the use of Natural Language Generation (NLG) to automatically detect and generate persuasive texts. Extending previous research on automatic identification of persuasion in text, we concentrate on…

计算与语言 · 计算机科学 2021-01-15 Sebastian Duerr , Peter A. Gloor

Current summarization systems only produce plain, factual headlines, but do not meet the practical needs of creating memorable titles to increase exposure. We propose a new task, Stylistic Headline Generation (SHG), to enrich the headlines…

计算与语言 · 计算机科学 2020-06-01 Di Jin , Zhijing Jin , Joey Tianyi Zhou , Lisa Orii , Peter Szolovits

Recent language generative models are mostly trained on large-scale datasets, while in some real scenarios, the training datasets are often expensive to obtain and would be small-scale. In this paper we investigate the challenging task of…

计算与语言 · 计算机科学 2022-10-11 Zhuoxuan Jiang , Lingfeng Qiao , Di Yin , Shanshan Feng , Bo Ren

Stylistic response generation is crucial for building an engaging dialogue system for industrial use. While it has attracted much research interest, existing methods often generate stylistic responses at the cost of the content quality…

计算与语言 · 计算机科学 2020-04-07 Yixuan Su , Deng Cai , Yan Wang , Simon Baker , Anna Korhonen , Nigel Collier , Xiaojiang Liu

Millions of news articles published online daily can overwhelm readers. Headlines and entity (topic) tags are essential for guiding readers to decide if the content is worth their time. While headline generation has been extensively…

计算与语言 · 计算机科学 2024-06-10 Faisal Tareque Shohan , Mir Tafseer Nayeem , Samsul Islam , Abu Ubaida Akash , Shafiq Joty

We present a software tool that employs state-of-the-art natural language processing (NLP) and machine learning techniques to help newspaper editors compose effective headlines for online publication. The system identifies the most salient…

计算与语言 · 计算机科学 2019-05-21 Terrence Szymanski , Claudia Orellana-Rodriguez , Mark T. Keane

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…

计算与语言 · 计算机科学 2020-10-06 Dayiheng Liu , Yeyun Gong , Jie Fu , Wei Liu , Yu Yan , Bo Shao , Daxin Jiang , Jiancheng Lv , Nan Duan

Abductive reasoning is the process of making educated guesses to provide explanations for observations. Although many applications require the use of knowledge for explanations, the utilization of abductive reasoning in conjunction with…

人工智能 · 计算机科学 2024-06-21 Jiaxin Bai , Yicheng Wang , Tianshi Zheng , Yue Guo , Xin Liu , Yangqiu Song

Recommending novel content, which expands user horizons by introducing them to new interests, has been shown to improve users' long-term experience on recommendation platforms \cite{chen2021values}. Users however are not constantly looking…

信息检索 · 计算机科学 2023-06-05 Pan Li , Yuyan Wang , Ed H. Chi , Minmin Chen

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…

计算与语言 · 计算机科学 2019-11-27 Sima Bhowmik , Md Main Uddin Rony , Md Mahfuzul Haque , Kristen Alley Swain , Naeemul Hassan

Stylistic headline generation is the task to generate a headline that not only summarizes the content of an article, but also reflects a desired style that attracts users. As style-specific article-headline pairs are scarce, previous…

计算与语言 · 计算机科学 2023-11-14 Hanqing Wang , Yajing Luo , Boya Xiong , Guanhua Chen , Yun Chen
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