Project discussion (2/23) CS 690N, Spring 2017 Advanced Natural - - PowerPoint PPT Presentation
Project discussion (2/23) CS 690N, Spring 2017 Advanced Natural Language Processing http://people.cs.umass.edu/~brenocon/anlp2017/ Brendan OConnor College of Information and Computer Sciences University of Massachusetts Amherst Wednesday,
Advanced Natural Language Processing http://people.cs.umass.edu/~brenocon/anlp2017/
College of Information and Computer Sciences University of Massachusetts Amherst
Wednesday, March 8, 17
processing system for some task
your project, if this is complex)
2
Wednesday, March 8, 17
3
2-4 page document outlining the problem, your approach, possible dataset(s) and/or software systems to use. Must cite and briefly describe at least two pieces of relevant prior work (research papers). Describe scope of proposed work.
Wednesday, March 8, 17
, NAACL (EACL, LREC...)
http://aclweb.org/anthology/
retrieval (SIGIR, CIKM), social sciences (Text as Data), etc.
and what later papers cite it
find researchers who are good at writing and whose work you like
http://idibon.com/top-nlp-conferences-journals/
4
Wednesday, March 8, 17
5
Wednesday, March 8, 17
5
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
5
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
work on hip-hop lyrics)
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
work on hip-hop lyrics)
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
work on hip-hop lyrics)
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
work on hip-hop lyrics)
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
work on hip-hop lyrics)
reviews ... or online buzz? http:// www.cs.cmu.edu/~ark/movie$-data/
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
work on hip-hop lyrics)
reviews ... or online buzz? http:// www.cs.cmu.edu/~ark/movie$-data/
evaluate)
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
work on hip-hop lyrics)
reviews ... or online buzz? http:// www.cs.cmu.edu/~ark/movie$-data/
evaluate)
timeline
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
work on hip-hop lyrics)
reviews ... or online buzz? http:// www.cs.cmu.edu/~ark/movie$-data/
evaluate)
timeline
documents
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
work on hip-hop lyrics)
reviews ... or online buzz? http:// www.cs.cmu.edu/~ark/movie$-data/
evaluate)
timeline
documents
Wednesday, March 8, 17
liked __ but hated __)
did what to whom)
discourse...)
(CNN, LSTM, etc.)
5
work on hip-hop lyrics)
reviews ... or online buzz? http:// www.cs.cmu.edu/~ark/movie$-data/
evaluate)
timeline
documents
Wednesday, March 8, 17
possibilities.
for others, just download and more work on the system/modeling side
dozens of datasets/tasks with labeled NLP annotations
Parsing, and many other things...
Yelp Academic Dataset https://www.yelp.com/academic_dataset)
6
Wednesday, March 8, 17
tools ... word segmentation ... morph analyzers ... resources ... pronunciation dictionaries ... wordnet, word embeddings, word clusters ...
https://medium.com/@joshdotai/a-curated-list-of-speech-and-natural-language-processing- resources-4d89f94c032a 7
Wednesday, March 8, 17