D-MmT: A concise decoder-only multi-modal transformer for abstractive summarization in videos
Sign Up to like & getrecommendations! Published in 2021 at "Neurocomputing"
DOI: 10.1016/j.neucom.2021.04.072
Abstract: Abstract Multi-modal abstractive summarization for videos is an emerging task, aiming to integrate multi-modal and multi-source inputs (video, audio transcript) into a compressed textual summary. Although recent multi-encoder-decoder models on this task have shown promising… read more here.
Keywords: multi modal; summarization videos; abstractive summarization; concise ... See more keywords
A Survey of the State-of-the-Art Models in Neural Abstractive Text Summarization
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Access"
DOI: 10.1109/access.2021.3052783
Abstract: Dealing with vast amounts of textual data requires the use of efficient systems. Automatic summarization systems are capable of addressing this issue. Therefore, it becomes highly essential to work on the design of existing automatic… read more here.
Keywords: abstractive text; abstractive summarization; survey; text summarization ... See more keywords
A Comprehensive Survey of Abstractive Text Summarization Based on Deep Learning
Sign Up to like & getrecommendations! Published in 2022 at "Computational Intelligence and Neuroscience"
DOI: 10.1155/2022/7132226
Abstract: With the rapid development of the Internet, the massive amount of web textual data has grown exponentially, which has brought considerable challenges to downstream tasks, such as document management, text classification, and information retrieval. Automatic… read more here.
Keywords: abstractive summarization; text summarization; summarization; survey ... See more keywords
An Abstractive Summarization Model Based on Joint-Attention Mechanism and a Priori Knowledge
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DOI: 10.3390/app13074610
Abstract: An abstractive summarization model based on the joint-attention mechanism and a priori knowledge is proposed to address the problems of the inadequate semantic understanding of text and summaries that do not conform to human language… read more here.
Keywords: abstractive summarization; priori knowledge; level; word ... See more keywords
Inter- and Intra-Modal Contrastive Hybrid Learning Framework for Multimodal Abstractive Summarization
Sign Up to like & getrecommendations! Published in 2022 at "Entropy"
DOI: 10.3390/e24060764
Abstract: Internet users are benefiting from technologies of abstractive summarization enabling them to view articles on the internet by reading article summaries only instead of an entire article. However, there are disadvantages to technologies for analyzing… read more here.
Keywords: inter intra; abstractive summarization; intra modal; contrastive hybrid ... See more keywords
Transformer-Based Abstractive Summarization for Reddit and Twitter: Single Posts vs. Comment Pools in Three Languages
Sign Up to like & getrecommendations! Published in 2022 at "Future Internet"
DOI: 10.3390/fi14030069
Abstract: Abstractive summarization is a technique that allows for extracting condensed meanings from long texts, with a variety of potential practical applications. Nonetheless, today’s abstractive summarization research is limited to testing the models on various types… read more here.
Keywords: reddit; social media; abstractive summarization; posts comment ... See more keywords