نتایج جستجو برای: summarization evaluation technique

تعداد نتایج: 1396390  

2012
Araly Barrera Rakesh M. Verma

The goal of automated summarization is to tackle the “information overload” problem by extracting and perhaps compressing the most important content of a document. Due to the difficulty that singledocument summarization has in beating a standard baseline, especially for news articles, most efforts are currently focused on multi-document summarization. The goal of this study is to reconsider the...

2004
Eugene Santos Jr. Ahmed A. Mohamed Qunhua Zhao

Summarization evaluation has been always a challenge to researchers in the document summarization field. Usually, human involvement is necessary to evaluate the quality of a summary. Here we present a new method for automatic evaluation of text summaries by using document graphs. Data from Document Understanding Conference 2002 (DUC-2002) has been used in the experiment. We propose measuring th...

2008
George Giannakopoulos Vangelis Karkaletsis George A. Vouros

Within this article, we sketch the set of generic tools we have devised and used within the summarization process and the domain of summary evaluation, focusing on how the tools were used within the TAC 2008 summarization update challenge. The tools have a common underlying theory and provide utility in various aspects of the Natural Language Processing domain. Within this study we elaborate on...

Journal: :International journal of scientific research in computer science, engineering and information technology 2023

In this paper, a novel information retrieval and text summarization model based on deep learning (DL) is introduced. The comprises three primary stages, including retrieval, template generation, summarization. initial step involves utilizing bidirectional long short term memory (BiLSTM) technique to retrieve textual data. This approach considers each word in sentence, extracts relevant informat...

2013
Nongnuch Ketui Thanaruk Theeramunkong Chutamanee Onsuwan

Since Thai language lacks word/phrase/sentence boundaries, document summarization in Thai needs investigations in unit segmentation, unit selection, redundancy removal and evaluation dataset construction. In this work, we have proposed Thai Elementary Discourse Unit (TEDU) and a three-stage method of Thai multidocument summarization, i.e., unit segmentation, unit-graph formulation, and unit sel...

2015
Mian Du Roman Yangarber

Single-document summarization aims to reduce the size of a text document while preserving the most important information. Much work has been done on open-domain summarization. This paper presents an automatic way to mine domain-specific patterns from text documents. With a small amount of effort required for manual selection, these patterns can be used for domain-specific scenario-based documen...

2010
Praveen Bysani

A Progressive summary helps a user to monitor changes in evolving news topics over a period of time. Detecting novel information is the essential part of progressive summarization that differentiates it from normal multi document summarization. In this work, we explore the possibility of detecting novelty at various stages of summarization. New scoring features, Re-ranking criterions and filter...

Journal: :Security and Communication Networks 2022

A new distributed environment at less financial expenditure on communication over the Internet is presented by cloud computing. In recent times, increased number of users has made network traffic monitoring a difficult task. Although and security problems are rising in parallel, there need to develop system for providing reducing traffic. method, iReTADS, proposed reduce using data summarizatio...

2008
F. Canan Pembe

Automatic summarization has started to receive increasing attention in recent years due to the increased amount of information available in electronic form. Especially, summarization techniques can be very useful in improving the effectiveness of information retrieval on the World Wide Web. However, currently available major search engines such as Google show only a limited capability for summa...

2006
Gabriel Murray Steve Renals Jean Carletta Johanna D. Moore

We have explored the usefulness of incorporating speech and discourse features in an automatic speech summarization system applied to meeting recordings from the ICSI Meetings corpus. By analyzing speaker activity, turn-taking and discourse cues, we hypothesize that such a system can outperform solely text-based methods inherited from the field of text summarization. The summarization methods a...

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