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Datasets and Tools
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Datasets
https://nlds.soe.ucsc.edu/iac
http://mpqa.cs.pitt.edu/corpora/mpqa_corpus/
"Identifying Controversial Issues and Their Sub-topics in News Articles" uses MPQA corpus for controversy detection in topics, not for evaluation, mostly considering all topics controversial
opinion mining with deep recurrent nets
http://www.cs.cornell.edu/~oirsoy/drnt.htm
http://people.cs.umass.edu/~vdang/ranklib.html
Wikipedia:
1) List of Controversial topics:
http://en.wikipedia.org/wiki/Wikipedia:List_of_controversial_issues
2) Category of Controversial topics:
http://en.wikipedia.org/wiki/Category:Wikipedia_controversial_topics
Dataset on contoversial topics:
https://www.research.ibm.com/haifa/dept/vst/papers/2014_6_ACL_ArgumentationWorkshop_ibmClaimEvidenceDataPaper.pdf
Note: Paper says that the dataset is available on request. Sent an email to authors requesting the access to dataset.