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The automatic quality assessment of self-media online articles is an urgent and new issue, which is of great value to the online recommendation and search. Different from traditional and well-formed articles, self-media online articles are…

Computation and Language · Computer Science 2020-08-14 Yiru Wang , Shen Huang , Gongfu Li , Qiang Deng , Dongliang Liao , Pengda Si , Yujiu Yang , Jin Xu

This paper addresses the generation of explanations with visual examples. Given an input sample, we build a system that not only classifies it to a specific category, but also outputs linguistic explanations and a set of visual examples…

Computer Vision and Pattern Recognition · Computer Science 2019-05-21 Atsushi Kanehira , Tatsuya Harada

We present a novel summarization framework for reviews of products and services by selecting informative and concise text segments from the reviews. Our method consists of two major steps. First, we identify five frequently occurring…

Information Retrieval · Computer Science 2012-11-26 Trung V. Nguyen , Alice H. Oh

Paragraph generation from images, which has gained popularity recently, is an important task for video summarization, editing, and support of the disabled. Traditional image captioning methods fall short on this front, since they aren't…

Computer Vision and Pattern Recognition · Computer Science 2018-09-05 Moitreya Chatterjee , Alexander G. Schwing

The web's information ecosystem demands fact-checking systems that are both scalable and epistemically trustworthy. Automated approaches offer efficiency but often lack transparency, while human verification remains slow and inconsistent.…

Human-Computer Interaction · Computer Science 2026-04-21 Svetlana Churina , Kokil Jaidka , Anab Maulana Barik , Harshit Aneja , Cai Yang , Wynne Hsu , Mong Li Lee

Visual Question Answering (VQA) entails answering questions about images. We introduce the first VQA dataset in which all contents originate from an authentic use case. Sourced from online question answering community forums, we call it…

Computer Vision and Pattern Recognition · Computer Science 2024-07-18 Chongyan Chen , Mengchen Liu , Noel Codella , Yunsheng Li , Lu Yuan , Danna Gurari

Existing methods in the Visual Storytelling field often suffer from the problem of generating general descriptions, while the image contains a lot of meaningful contents remaining unnoticed. The failure of informative story generation can…

Multimedia · Computer Science 2019-08-06 Jiacheng Li , Haizhou Shi , Siliang Tang , Fei Wu , Yueting Zhuang

Article comprehension is an important challenge in natural language processing with many applications such as article generation or image-to-article retrieval. Prior work typically encodes all tokens in articles uniformly using pretrained…

Computation and Language · Computer Science 2023-10-24 Zhongping Zhang , Yiwen Gu , Bryan A. Plummer

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

In the age of information overload, content management for online news articles relies on efficient summarization to enhance accessibility and user engagement. This article addresses the challenge of extractive text summarization by…

Machine Learning · Computer Science 2025-09-22 Sajib Biswas , Milon Biswas , Arunima Mandal , Fatema Tabassum Liza , Joy Sarker

Unsupervised discovery of stories with correlated news articles in real-time helps people digest massive news streams without expensive human annotations. A common approach of the existing studies for unsupervised online story discovery is…

Information Retrieval · Computer Science 2023-05-05 Susik Yoon , Dongha Lee , Yunyi Zhang , Jiawei Han

To bridge the gap between the capabilities of the state-of-the-art in factoid question answering (QA) and what users ask, we need large datasets of real user questions that capture the various question phenomena users are interested in, and…

Computation and Language · Computer Science 2019-04-11 Abdalghani Abujabal , Rishiraj Saha Roy , Mohamed Yahya , Gerhard Weikum

Data storytelling (DS) is rapidly gaining attention as an approach that integrates data, visuals, and narratives to create data stories that can help a particular audience to comprehend the key messages underscored by the data with enhanced…

Human-Computer Interaction · Computer Science 2024-05-21 Honbo Shao , Roberto Martinez-Maldonado , Vanessa Echeverria , Lixiang Yan , Dragan Gasevic

Traditional information retrieval is primarily concerned with finding relevant information from large datasets without imposing a structure within the retrieved pieces of data. However, structuring information in the form of…

Information Retrieval · Computer Science 2025-03-21 Fausto German , Brian Keith , Chris North

Motivated by the application of fact-level image understanding, we present an automatic method for data collection of structured visual facts from images with captions. Example structured facts include attributed objects (e.g., <flower,…

Computation and Language · Computer Science 2016-04-11 Mohamed Elhoseiny , Scott Cohen , Walter Chang , Brian Price , Ahmed Elgammal

We address the problem of visual storytelling, i.e., generating a story for a given sequence of images. While each sentence of the story should describe a corresponding image, a coherent story also needs to be consistent and relate to both…

Computer Vision and Pattern Recognition · Computer Science 2022-11-10 Tom Braude , Idan Schwartz , Alexander Schwing , Ariel Shamir

In this paper, we introduce Spotlight, a novel paradigm for information extraction that produces concise, engaging narratives by highlighting the most compelling aspects of a document. Unlike traditional summaries, which prioritize…

Computation and Language · Computer Science 2025-10-22 Ankan Mullick , Sombit Bose , Rounak Saha , Ayan Kumar Bhowmick , Aditya Vempaty , Prasenjit Dey , Ravi Kokku , Pawan Goyal , Niloy Ganguly

Our objective in this work is long range understanding of the narrative structure of movies. Instead of considering the entire movie, we propose to learn from the `key scenes' of the movie, providing a condensed look at the full storyline.…

Computer Vision and Pattern Recognition · Computer Science 2020-10-26 Max Bain , Arsha Nagrani , Andrew Brown , Andrew Zisserman

The task of organizing and clustering multilingual news articles for media monitoring is essential to follow news stories in real time. Most approaches to this task focus on high-resource languages (mostly English), with low-resource…

Computation and Language · Computer Science 2022-04-29 João Santos , Afonso Mendes , Sebastião Miranda

We explore story generation: creative systems that can build coherent and fluent passages of text about a topic. We collect a large dataset of 300K human-written stories paired with writing prompts from an online forum. Our dataset enables…

Computation and Language · Computer Science 2018-05-15 Angela Fan , Mike Lewis , Yann Dauphin