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Entity summarization is the problem of computing an optimal compact summary for an entity by selecting a size-constrained subset of triples from RDF data. Entity summarization supports a multiplicity of applications and has led to fruitful…

信息检索 · 计算机科学 2020-03-26 Qingxia Liu , Gong Cheng , Kalpa Gunaratna , Yuzhong Qu

When coping with literary texts such as novels or short stories, the extraction of structured information in the form of a knowledge graph might be hindered by the huge number of possible relations between the entities corresponding to the…

计算与语言 · 计算机科学 2020-11-30 Simone Mellace , K Vani , Alessandro Antonucci

A vast amount of textual data is added to the internet daily, making utilization and interpretation of such data difficult and cumbersome. As a result, automatic text summarization is crucial for extracting relevant information, saving…

计算与语言 · 计算机科学 2024-10-10 Naman Chhibbar , Jugal Kalita

Multi-sentence summarization is a well studied problem in NLP, while generating image descriptions for a single image is a well studied problem in Computer Vision. However, for applications such as image cluster labeling or web page…

计算机视觉与模式识别 · 计算机科学 2020-06-17 Nicholas Trieu , Sebastian Goodman , Pradyumna Narayana , Kazoo Sone , Radu Soricut

Online encyclopedia such as Wikipedia has become one of the best sources of knowledge. Much effort has been devoted to expanding and enriching the structured data by automatic information extraction from unstructured text in Wikipedia.…

信息检索 · 计算机科学 2014-06-26 Kezun Zhang , Yanghua Xiao , Hanghang Tong , Haixun Wang , Wei Wang

Data reflecting social and business relations has often form of network of connections between entities (called social network). In such network important and influential users can be identified as well as groups of strongly connected…

社会与信息网络 · 计算机科学 2013-08-26 Bogdan Gliwa , Anna Zygmunt , Stanisław Podgórski

Current video summarization methods rely heavily on supervised computer vision techniques, which demands time-consuming and subjective manual annotations. To overcome these limitations, we investigated self-supervised video summarization.…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Tomoya Sugihara , Shuntaro Masuda , Ling Xiao , Toshihiko Yamasaki

We explore the need for more comprehensive and precise evaluation techniques for generative artificial intelligence (GenAI) in text summarization tasks, specifically in the area of opinion summarization. Traditional methods, which leverage…

计算与语言 · 计算机科学 2026-02-10 Leandro Anghinoni , Jorge Sanchez

Previous work for text summarization in scientific domain mainly focused on the content of the input document, but seldom considering its citation network. However, scientific papers are full of uncommon domain-specific terms, making it…

计算与语言 · 计算机科学 2021-04-08 Chenxin An , Ming Zhong , Yiran Chen , Danqing Wang , Xipeng Qiu , Xuanjing Huang

People from all over the world use social media to share thoughts and opinions about events, and understanding what people say through these channels has been of increasing interest to researchers, journalists, and marketers alike. However,…

人机交互 · 计算机科学 2015-09-11 Joy Kim , Andres Monroy-Hernandez

Generic text summarization approaches often fail to address the specific intent and needs of individual users. Recently, scholarly attention has turned to the development of summarization methods that are more closely tailored and…

计算与语言 · 计算机科学 2024-05-29 Ashok Urlana , Pruthwik Mishra , Tathagato Roy , Rahul Mishra

Automatic summarization plays an important role in the exponential document growth on the Web. On content websites such as CNN.com and WikiHow.com, there often exist various kinds of side information along with the main document for…

计算与语言 · 计算机科学 2023-05-22 Xiuying Chen , Mingzhe Li , Shen Gao , Xin Cheng , Qiang Yang , Qishen Zhang , Xin Gao , Xiangliang Zhang

Text segmentation aims to divide text into contiguous, semantically coherent segments, while segment labeling deals with producing labels for each segment. Past work has shown success in tackling segmentation and labeling for documents and…

计算与语言 · 计算机科学 2022-09-29 Hakan Inan , Rashi Rungta , Yashar Mehdad

We propose an automated pipeline for performing literature reviews using semantic similarity. Unlike traditional systematic review systems or optimization based methods, this work emphasizes minimal overhead and high relevance by using…

人工智能 · 计算机科学 2025-09-22 Abhiyan Dhakal , Kausik Paudel , Sanjog Sigdel

Although LLM context lengths have grown, there is evidence that their ability to integrate information across long-form texts has not kept pace. We evaluate one such understanding task: generating summaries of novels. When human authors of…

计算与语言 · 计算机科学 2026-04-09 Rebecca M. M. Hicke , Sil Hamilton , David Mimno , Ross Deans Kristensen-McLachlan

Given a document and a target aspect (e.g., a topic of interest), aspect-based abstractive summarization attempts to generate a summary with respect to the aspect. Previous studies usually assume a small pre-defined set of aspects and fall…

计算与语言 · 计算机科学 2020-10-20 Bowen Tan , Lianhui Qin , Eric P. Xing , Zhiting Hu

Recently, research efforts have gained pace to cater to varied user preferences while generating text summaries. While there have been attempts to incorporate a few handpicked characteristics such as length or entities, a holistic view…

计算与语言 · 计算机科学 2019-12-19 Kushal Chawla , Hrituraj Singh , Arijit Pramanik , Mithlesh Kumar , Balaji Vasan Srinivasan

We consider the problem of automatically generating a narrative biomedical evidence summary from multiple trial reports. We evaluate modern neural models for abstractive summarization of relevant article abstracts from systematic reviews…

计算与语言 · 计算机科学 2020-12-23 Byron C. Wallace , Sayantan Saha , Frank Soboczenski , Iain J. Marshall

Ontologies have been widely used in numerous and varied applications, e.g., to support data modeling, information integration, and knowledge management. With the increasing size of ontologies, ontology understanding, which is playing an…

信息检索 · 计算机科学 2018-05-17 Seyedamin Pouriyeh , Mehdi Allahyari , Qingxia Liu , Gong Cheng , Hamid Reza Arabnia , Yuzhong Qu , Krys Kochut

Many text databases on the web are "hidden" behind search interfaces, and their documents are only accessible through querying. Search engines typically ignore the contents of such search-only databases. Recently, Yahoo-like directories…

数据库 · 计算机科学 2007-05-23 Panagiotis Ipeirotis , Luis Gravano , Mehran Sahami