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A dummy repo as a placeholder for Devopedia webapp. It will be used mainly to track issues.
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Text summarization for article content
#469
Open
arvindpdmn
opened
4 years ago
arvindpdmn
commented
4 years ago
Given text from references, generate a summary.
"Summary"" is meant for Summary and Discussion sections. For Discussion, summaries have to be "clustered" and brought under suitable questions. It may be related to #428
arvindpdmn
commented
4 years ago
Some useful resources:
https://devopedia.org/text-summarization
https://devopedia.org/question-answering
Survey papers:
https://arxiv.org/abs/2011.04843
https://american-cse.org/sites/csci2020proc/pdfs/CSCI2020-6SccvdzjqC7bKupZxFmCoA/762400b503/762400b503.pdf
http://pfliu.com/Historiography/summarization/summ-eng.html
http://nlpprogress.com/english/summarization.html
Routing Transformer and REALM:
https://ai.googleblog.com/2021/03/progress-and-challenges-in-long-form.html
PEGASUS:
https://ai.googleblog.com/2020/06/pegasus-state-of-art-model-for.html
T5:
https://ai.googleblog.com/2020/02/exploring-transfer-learning-with-t5.html
CAiRE-COVID:
https://arxiv.org/abs/2005.03975
BART:
https://arxiv.org/pdf/1910.13461.pdf
TLDR:
https://arxiv.org/abs/2004.15011
Graph models:
https://arxiv.org/abs/1811.01824
https://www.aclweb.org/anthology/P04-3020.pdf
Generating Wikipedia:
https://arxiv.org/abs/1801.10198
WikiAsp: Aspect-based summarization:
https://direct.mit.edu/tacl/article-pdf/doi/10.1162/tacl_a_00362/1894310/tacl_a_00362.pdf
General reading:
https://cacm.acm.org/magazines/2021/4/251336-the-best-of-nlp/fulltext
https://web.ntpu.edu.tw/~myday/teaching/1102/AITA/1102AITA07_AI_for_Text_Analytics.pdf