Implementations for ''Towards Robust and Privacy-preserving Text Representations''
It is available to access the dataset through the referred papers. Particular I provide the some links that might be useful, and hopefully they are not out-of-date. But note that I do not have the permissions to distrbute these copies. Please do contact the corresponding authors to have the access to an updated version.
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TP: Dirk Hovy. 2015. Demographic factors improve classification performance. https://bitbucket.org/lowlands/release/src/master/ACL2015/tagging_age/
Dirk Hovy, Anders Johannsen, and Anders Søgaard. 2015. User review sites as a resource for large-scale sociolinguistic studies https://bitbucket.org/lowlands/release/src/master/WWW2015/data/ (You might need to contract the Dirk to have a updated one.)
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AAVE: Anna Jørgensen, Dirk Hovy, and Anders Søgaard. 2016. Learning a POS tagger for AAVE-like language. https://bitbucket.org/soegaard/aave-pos16/src/master/