17 citations · 37 across the 13 of their papers we have counts for
6 papers · 1 filter
Examining the Feasibility of Off-the-Shelf Algorithms for Masking Directly Identifiable Information in Social Media Data
Rachel Dorn, Alicia L. Nobles, Masoud Rouhizadeh +1
The identification and removal/replacement of protected information from social media data is an understudied problem, despite being desirable from an ethical and legal perspective…
On the State of Social Media Data for Mental Health Research
Keith Harrigian, Carlos Aguirre, Mark Dredze
Data-driven methods for mental health treatment and surveillance have become a major focus in computational science research in the last decade. However, progress in the domain, in…
Do Explicit Alignments Robustly Improve Multilingual Encoders?
Shijie Wu, Mark Dredze
Multilingual BERT (mBERT), XLM-RoBERTa (XLMR) and other unsupervised multilingual encoders can effectively learn cross-lingual representation. Explicit alignment objectives based o…
Sources of Transfer in Multilingual Named Entity Recognition
David Mueller, Nicholas Andrews, Mark Dredze
Named-entities are inherently multilingual, and annotations in any given language may be limited. This motivates us to consider polyglot named-entity recognition (NER), where one m…
Are All Languages Created Equal in Multilingual BERT?
Shijie Wu, Mark Dredze
Multilingual BERT (mBERT) trained on 104 languages has shown surprisingly good cross-lingual performance on several NLP tasks, even without explicit cross-lingual signals. However,…
The Twitter Social Mobility Index: Measuring Social Distancing Practices from Geolocated Tweets
Paiheng Xu, Mark Dredze, David A. Broniatowski
Social distancing is an important component of the response to the novel Coronavirus (COVID-19) pandemic. Minimizing social interactions and travel reduces the rate at which the in…