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NLP Creating Summarizers
Dinesh Chauhan edited this page Jun 6, 2020
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Below are various links about summarizers:
Lists & Deployments of Summarizers:
- auto-summary function in MS-Word
- https://chrome.google.com/webstore/search/Summariser
- https://analyticsindiamag.com/here-are-top-five-text-summarization-tools-that-could-be-helpful/
Modules & Packages that do Summaries:
- https://radimrehurek.com/gensim/summarization/summariser.html
- https://pypi.org/project/summa/
- https://www.kaggle.com/neomatrix369/better-nlp-summarisers-notebook
- https://deeplearninganalytics.org/text-summarization/
- http://rali.iro.umontreal.ca/rali/sites/default/files/publis/SemProcLeginf.pdf
- https://ai.googleblog.com/2016/08/text-summarization-with-tensorflow.html
- https://blog.frase.io/20-applications-of-automatic-summarization-in-the-enterprise/
Principles for Creating Summarizers:
- https://towardsdatascience.com/a-quick-introduction-to-text-summarization-in-machine-learning-3d27ccf18a9f
- https://opendatascience.com/an-introduction-to-natural-language-processing-nlp/
- https://machinelearningmastery.com/gentle-introduction-text-summarization/
Procedures for Creating Summarizers:
- https://blog.floydhub.com/gentle-introduction-to-text-summarization-in-machine-learning/
- https://mc.ai/text-summarization-using-nlp/
- https://stackabuse.com/text-summarization-with-nltk-in-python/
- https://medium.com/datadriveninvestor/simple-text-summarizer-using-nlp-d8aaf5828e68
- https://hackernoon.com/summarization-with-wine-reviews-using-spacy-b49f18399577
- https://www.geeksforgeeks.org/project-idea-text-summarizer/
- https://becominghuman.ai/text-summarization-in-5-steps-using-nltk-65b21e352b65
- https://jcharistech.wordpress.com/2018/12/31/text-summarization-using-spacy-and-python/
- https://www.youtube.com/watch?v=XcZGKAF5zxg
- https://www.analyticsvidhya.com/blog/2019/06/comprehensive-guide-text-summarization-using-deep-learning-python/
- https://www.hvitfeldt.me/blog/tidy-text-summarization-using-textrank/ <>
- https://cran.r-project.org/web/packages/textmineR/vignettes/e_doc_summarization.html
Articles describing Procedures for Creating Summarizers:
- https://www.kdnuggets.com/2019/01/approaches-text-summarization-overview.html
- https://onlinelibrary.wiley.com/doi/pdf/10.1002/9781119004752.app1
- https://www.sciencedirect.com/topics/computer-science/text-summarization
- https://www.researchgate.net/publication/257947528_Text_SummarizationAn_Overview
- https://nlp.stanford.edu/courses/cs224n/2004/jmichels-writeup.pdf
Course Material for Summarisers:
- https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-863j-natural-language-and-the-computer-representation-of-knowledge-spring-2003/
- https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-864-advanced-natural-language-processing-fall-2005/lecture-notes/lec25.pdf
Lecture Slides and Theses:
- http://www.ccs.neu.edu/home/luwang/courses/slides_cs6120_fa17/summarization.pdf
- https://scholarworks.rit.edu/cgi/viewcontent.cgi?article=10122&context=theses
- http://www.ir.juit.ac.in:8080/jspui/bitstream/123456789/22764/1/Automatic%20Text%20Summarization%20using%20Natural%20Language%20Processing.pdf
- https://etheses.bham.ac.uk/id/eprint/2896/1/Bawakid_11_PhD.pdf
Academic Articles for Summarizers:
- http://www.cs.ru.nl/~kraaijw/pubs/Keyword/papers/meeting_sum_tno.pdf
- https://www.cl.cam.ac.uk/archive/ksj21/ksjdigipapers/summbook99.pdf
- http://www1.cs.columbia.edu/~gmw/candidacy/Alametal98.pdf
- https://media.neliti.com/media/publications/239678-nlp-based-text-summarization-using-seman-50aacb42.pdf
- https://www.cambridge.org/core/journals/natural-language-engineering/article/novel-ilp-framework-for-summarizing-content-with-high-lexical-variety/2618ADC34E24C877C143368A25190AE8
- https://arxiv.org/abs/1602.03606
- https://arxiv.org/pdf/1904.01301.pdf
- https://arxiv.org/pdf/1904.00688.pdf
- http://www.cai.sk/ojs/index.php/cai/article/viewFile/37/24
- https://link.springer.com/article/10.1023/A:1009930203452
- http://www.ijact.org/ijactold/volume2issue2/IJ0220024.pdf
- https://ieeexplore.ieee.org/document/7732392
- https://ieeexplore.ieee.org/document/6686335
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