Contrastive text summarization: a survey

نویسندگان

چکیده

Abstract In our data-flooded age, an enormous amount of redundant, but also disparate textual data is collected on a daily basis wide variety topics. Much this information refers to documents related the same theme, that is, different versions document, or discussing topic. Being aware such differences turns out be important aspect for those who want perform comparative task. However, as increase in size and volume, keeping up-to-date, detecting, summarizing relevant changes between it becomes unfeasible. This motivates rise contrastive summarization task, which attempts summarize text topic way highlights them. Our research aims provide systematic literature review summarization, highlighting methods, sets, metrics, applications. Overall, we found most commonly used controversial news articles, opinions sentiments topic, reviews product. Despite great interest note standard well competitive task dedicated are yet come proposed, eventually impeding emergence new methods. Moreover, breakthrough using deep learning-based language models abstract summaries still missing.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A survey on Automatic Text Summarization

Text summarization endeavors to produce a summary version of a text, while maintaining the original ideas. The textual content on the web, in particular, is growing at an exponential rate. The ability to decipher through such massive amount of data, in order to extract the useful information, is a major undertaking and requires an automatic mechanism to aid with the extant repository of informa...

متن کامل

Contrastive Summarization

With the continual growth of the internet as a source of information, where a great amount of data is being uploaded every minute, the need for data compression is getting more important. This applies also to textual documents. As the amount of data grows, the probability of multiple similar documents is increasing. One way how to deal with this is to reduce the text, i.e. to use document summa...

متن کامل

A Survey on Automatic Text Summarization

With the proliferation of online information, text summarization has become essential to provide enhanced mechanisms to perceive and present effective textual information. It is very difficult for human beings to manually summarize large documents of text. Automatic text summarization has become an important and timely tool for assisting and interpreting text information. Text summarization is ...

متن کامل

Text Summarization Techniques: A Brief Survey

In recent years, there has been a explosion in the amount of text data from a variety of sources. This volume of text is an invaluable source of information and knowledgewhich needs to be effectively summarized to be useful. In this review, the main approaches to automatic text summarization are described. We review the different processes for summarization and describe the effectiveness and sh...

متن کامل

A Survey of Text Summarization Techniques

Numerous approaches for identifying important content for automatic text summarization have been developed to date. Topic representation approaches first derive an intermediate representation of the text that captures the topics discussed in the input. Based on these representations of topics, sentences in the input document are scored for importance. In contrast, in indicator representation ap...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: International journal of data science and analytics

سال: 2023

ISSN: ['2364-415X', '2364-4168']

DOI: https://doi.org/10.1007/s41060-023-00434-4