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Found 5 papers, 1 papers with code
Hierarchical Modeling for User Personality Prediction: The Role of Message-Level Attention
Not all documents are equally important.
Correcting Sociodemographic Selection Biases for Population Prediction from Social Media
However, social media users are not typically a representative sample of the intended population -- a "selection bias".
Tweet Classification without the Tweet: An Empirical Examination of User versus Document Attributes
NLP naturally puts a primary focus on leveraging document language, occasionally considering user attributes as supplemental.
CLPsych 2018 Shared Task: Predicting Current and Future Psychological Health from Childhood Essays
We describe the shared task for the CLPsych 2018 workshop, which focused on predicting current and future psychological health from an essay authored in childhood.
Human Centered NLP with User-Factor Adaptation
We pose the general task of user-factor adaptation {--} adapting supervised learning models to real-valued user factors inferred from a background of their language, reflecting the idea that a piece of text should be understood within the context of the user that wrote it.
