Hybrid Approach To Abstractive Summarization
نویسندگان
چکیده
منابع مشابه
Fully Abstractive Approach to Guided Summarization
This paper shows that full abstraction can be accomplished in the context of guided summarization. We describe a work in progress that relies on Information Extraction, statistical content selection and Natural Language Generation. Early results already demonstrate the effectiveness of the approach.
متن کاملA Hybrid Word-Character Model for Abstractive Summarization
Abstractive summarization is the popular research topic nowadays. Due to the difference in language property, Chinese summarization also gains lots of attention. Most of studies use character-based representation instead of word-based to keep out the error introduced by word segmentation and OOV problem. However, we believe that word-based representation can capture the semantics of the article...
متن کاملControllable Abstractive Summarization
Current models for document summarization ignore user preferences such as the desired length, style or entities that the user has a preference for. We present a neural summarization model that enables users to specify such high level attributes in order to control the shape of the final summaries to better suit their needs. With user input, we show that our system can produce high quality summa...
متن کاملNeural Abstractive Text Summarization
Abstractive text summarization is a complex task whose goal is to generate a concise version of a text without necessarily reusing the sentences from the original source, but still preserving the meaning and the key contents. We address this issue by modeling the problem as a sequence to sequence learning and exploiting Recurrent Neural Networks (RNNs). This work is a discussion about our ongoi...
متن کاملFrom Extractive to Abstractive Summarization: A Journey
The availability of large documentsummary corpora have opened up new possibilities for using statistical text generation techniques for abstractive summarization. Progress in Extractive text summarization has become stagnant for a while now and in this work we compare the two possible alternates to it. We present an argument in favor of abstractive summarization compared to an ensemble of extra...
متن کاملذخیره 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: Procedia Computer Science
سال: 2018
ISSN: 1877-0509
DOI: 10.1016/j.procs.2018.05.038