CRIM at SemEval2018 Task 9 A Hybrid Approach to Hypernym Discovery Research Paper Walkthrough
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#semeval #hypernym #nlp #researchpaperwalkthrough • A hypernym describes a more broader concept of the word, wherease, hyponym is more about defining finer granularity. In linguistics, a hyponym is a word or phrase whose semantic field is included within that of another word, its hyperonym or hypernym. In simpler terms, a hyponym is in a type-of relationship with its hypernym. In this video i describe the paper CRIM at SemEval-2018 Task 9: A Hybrid Approach to Hypernym Discovery where authors present their winning approach to the SemEval Hypernym task. • ⏩ Abstract: This report describes the system developed bythe CRIM team for the hypernym discovery task at SemEval 2018. This system exploits acombination of supervised projection learning and unsupervised pattern-based hypernym discovery. It was ranked first on the 3 sub-tasks for which we submitted results • ⏩ OUTLINE: • 0:00 - Intro and Overview • 4:20 - Abstract and Dataset Introduction • 5:50 - Pattern based Hypernym Discovery and Hearst Patterns Explained • 8:20 - Problem with Hearst Pattern and How to deal with low recall • 10:48 - Unsupervised Hypernym Extraction Algorithm • 14:04 - Supervised Projection Learning based Hypernym Extraction Algorithm • 19:31 - Data Augmentation • 22:03 - Hybrid Hypernym Discovery • 22:50 - My thoughts and possible suggestions • ⏩ Paper: https://www.aclweb.org/anthology/S18-... • ⏩ Author: Gabriel Bernier-Colborne, Caroline Barri`ere • ⏩ Organisation: CRIM (Computer Research Institute of Montreal) • ⏩ IMPORTANT LINKS • Competition Link - https://competitions.codalab.org/comp... • Task Description Paper - https://www.aclweb.org/anthology/S18-... • Blog explaining the paper (More Visuals) - https://prakhartechviz.blogspot.com/2... • 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 #acl #semeval #projectionlearning #patternrecognition #naturallanguageprocessing
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