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Computational sociolinguistics (general)

Language and Social Identity

Prediction of social variables
Papers that take a critical look at operationalization of gender in NLP
Improving NLP tools by accounting for language variation
Large scale analyses

Language and Social Interaction

Social relationships
Style shifting
Community dynamics

Multilingual Communication

Automatic identification at the word level
NLP tools for code-switched data
Large scale analyses of multilingual communication in social media
General resources on NLP code-switching research