A Supervised Approach to Extractive Summarisation of Scientific Papers Research Paper Walkthrough

>> YOUR LINK HERE: ___ http://youtube.com/watch?v=73uWfopdjoc

#textsummarisation #extractivesummarisation #nlp #researchpaperwalkthrough • Automatic text summarization is the process of shortening a piece of text, to create a subset that represents the most important or relevant information within the original content. In this video we will walkthrough the paper that talks about doing extractive text summarisation in a supervised way. • ⏩ Abstract: Automatic summarisation is a popular approach to reduce a document to its main arguments. Recent research in the area has focused on neural approaches to summarisation, which can be very data-hungry. However, few large datasets exist and none for the traditionally popular domain of scientific publications, which opens up challenging research avenues centered on encoding large, complex documents. In this paper, we introduce a new dataset for summarisation of computer science publications by exploiting a large resource of author provided summaries and show straightforward ways of extending it further. We develop models on the dataset making use of both neural sentence encoding and traditionally used summarisation features and show that models which encode sentences as well as their local and global context perform best, significantly outperforming well-established baseline methods. • ⏩ OUTLINE: • 0:00 - Intro and Background • 2:13 - Understanding Abstract • 4:20 - Dataset and Problem Formulation • 8:32 - ROUGE Metrics • 9:13 - Features for Summarisation • 18:13 - My thoughts and possible suggestions • ⏩ Paper Title: A Supervised Approach to Extractive Summarisation of Scientific Papers • ⏩ Paper: https://www.aclweb.org/anthology/K17-... • ⏩ Author: Ed Collins, Isabelle Augenstein, Sebastian Riedel • ⏩ Organisation: University College London (UCL), UK • ⏩ Code: https://github.com/EdCo95/scientific-... • ⏩ IMPORTANT LINKS • Extractive Summarisation using BERT - • Leveraging BERT for Extractive Text S... • Unsupervised Keyword Extraction - • Simple Unsupervised Keyphrase Extract... • Enjoy reading articles? then consider subscribing to Medium membership, it just 5$ a month for unlimited access to all free/paid content. Subscribe now - / membership • ********************************************* • If you want to support me financially which totally optional and voluntary :) ❤️ • You can consider buying me chai ( because i don't drink coffee :) ) at https://www.buymeacoffee.com/TechvizC... • ********************************************* • ⏩ Youtube - / @techvizthedatascienceguy • ⏩ Blog - https://prakhartechviz.blogspot.com • ⏩ LinkedIn - / prakhar21 • ⏩ Medium - / prakhar.mishra • ⏩ GitHub - https://github.com/prakhar21 • ********************************************* • Please feel free to share out the content and subscribe to my channel :) • ⏩ Subscribe - / @techvizthedatascienceguy • Tools I use for making videos :) • ⏩ iPad - https://tinyurl.com/y39p6pwc • ⏩ Apple Pencil - https://tinyurl.com/y5rk8txn • ⏩ GoodNotes - https://tinyurl.com/y627cfsa • #techviz #datascienceguy #naturallanguageprocessing #textanalysis #summarization #supervisedlearning

#############################

New on site