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Effectively modeling text-rich fresh content such as news articles at document-level is a challenging problem. To ensure a content-based model generalize well to a broad range of applications, it is critical to have a training dataset that…

Computation and Language · Computer Science 2021-06-08 Jialu Liu , Tianqi Liu , Cong Yu

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…

Computation and Language · Computer Science 2022-04-26 Yu-Chieh Chen , Pei-Yu Huang , Chun Lin , Yi-Ting Huang , Meng Chang Chen

The advent of large pre-trained language models has made it possible to make high-quality predictions on how to add or change a sentence in a document. However, the high branching factor inherent to text generation impedes the ability of…

Computation and Language · Computer Science 2021-06-15 Zeqiu Wu , Michel Galley , Chris Brockett , Yizhe Zhang , Bill Dolan

Automatically generating macro research reports from economic news is an important yet challenging task. As we all know, it requires the macro analysts to write such reports within a short period of time after the important economic news…

Computation and Language · Computer Science 2019-11-22 Wenxin Hu , Xiaofeng Zhang , Gang Yang

Collections of research article data harvested from the web have become common recently since they are important resources for experimenting on tasks such as named entity recognition, text summarization, or keyword generation. In fact,…

Information Retrieval · Computer Science 2022-05-24 Erion Çano , Benjamin Roth

Headline generation aims to summarize a long document with a short, catchy title that reflects the main idea. This requires accurately capturing the core document semantics, which is challenging due to the lengthy and background…

Computation and Language · Computer Science 2024-03-26 Minghui Xu , Hao Fei , Fei Li , Shengqiong Wu , Rui Sun , Chong Teng , Donghong Ji

The title of a document has two roles, to give a compact summary and to lead the reader to read the document. Conventional title generation focuses on finding key expressions from the author's wording in the document to give a compact…

Computation and Language · Computer Science 2007-05-23 Yasuko Senda , Yasusi Sinohara

A type description is a succinct noun compound which helps human and machines to quickly grasp the informative and distinctive information of an entity. Entities in most knowledge graphs (KGs) still lack such descriptions, thus calling for…

Computation and Language · Computer Science 2019-10-09 Jiangjie Chen , Ao Wang , Haiyun Jiang , Suo Feng , Chenguang Li , Yanghua Xiao

In this paper, we propose a semi-automatic system for title construction from scientific abstracts. The system extracts and recommends impactful words from the text, which the author can creatively use to construct an appropriate title for…

Information Retrieval · Computer Science 2019-11-27 Swagata Duari , Vasudha Bhatnagar

Today, most newsreaders read the online version of news articles rather than traditional paper-based newspapers. Also, news media publishers rely heavily on the income generated from subscriptions and website visits made by newsreaders.…

Information Retrieval · Computer Science 2020-04-21 Amin Omidvar , Hossein Poormodheji , Aijun An , Gordon Edall

The title of a research paper communicates in a succinct style the main theme and, sometimes, the findings of the paper. Coming up with the right title is often an arduous task, and therefore, it would be beneficial to authors if title…

Computation and Language · Computer Science 2024-10-15 Tohida Rehman , Debarshi Kumar Sanyal , Samiran Chattopadhyay

Paraphrasing is the task of re-writing an input text using other words, without altering the meaning of the original content. Conversational systems can exploit automatic paraphrasing to make the conversation more natural, e.g., talking…

Computation and Language · Computer Science 2024-02-19 Achille Globo , Antonio Trevisi , Andrea Zugarini , Leonardo Rigutini , Marco Maggini , Stefano Melacci

Recent progress on image captioning has made it possible to generate novel sentences describing images in natural language, but compressing an image into a single sentence can describe visual content in only coarse detail. While one new…

Computer Vision and Pattern Recognition · Computer Science 2017-04-11 Jonathan Krause , Justin Johnson , Ranjay Krishna , Li Fei-Fei

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

Titles of short sections within long documents support readers by guiding their focus towards relevant passages and by providing anchor-points that help to understand the progression of the document. The positive effects of section titles…

Computation and Language · Computer Science 2019-04-16 Sebastian Gehrmann , Steven Layne , Franck Dernoncourt

Keyphrase generation aims at generating important phrases (keyphrases) that best describe a given document. In scholarly domains, current approaches have largely used only the title and abstract of the articles to generate keyphrases. In…

Computation and Language · Computer Science 2022-10-24 Krishna Garg , Jishnu Ray Chowdhury , Cornelia Caragea

A great video title describes the most salient event compactly and captures the viewer's attention. In contrast, video captioning tends to generate sentences that describe the video as a whole. Although generating a video title…

Computer Vision and Pattern Recognition · Computer Science 2016-09-09 Kuo-Hao Zeng , Tseng-Hung Chen , Juan Carlos Niebles , Min Sun

We address the text-to-text generation problem of sentence-level paraphrasing -- a phenomenon distinct from and more difficult than word- or phrase-level paraphrasing. Our approach applies multiple-sequence alignment to sentences gathered…

Computation and Language · Computer Science 2007-05-23 Regina Barzilay , Lillian Lee

Multimodal headline utilizes both video frames and transcripts to generate the natural language title of the videos. Due to a lack of large-scale, manually annotated data, the task of annotating grounded headlines for video is labor…

Computer Vision and Pattern Recognition · Computer Science 2022-11-15 Lingfeng Qiao , Chen Wu , Ye Liu , Haoyuan Peng , Di Yin , Bo Ren

To provide better access of the inventory to buyers and better search engine optimization, e-Commerce websites are automatically generating millions of easily searchable browse pages. A browse page consists of a set of slot name/value pairs…

Computation and Language · Computer Science 2018-04-04 Prashant Mathur , Nicola Ueffing , Gregor Leusch