Socio-Contrastive Learning jointly learns socio-demographic representations and textual features via contrastive objectives to predict annotator perspectives more accurately than concatenation baselines.
Proceedings of the Fifth Workshop on Perspectivist Approaches to NLP (NLPerspectives) at Language Resources and Evaluation Conference (LREC) 2026 , year=
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Modeling Human Perspectives with Socio-Demographic Representations
Socio-Contrastive Learning jointly learns socio-demographic representations and textual features via contrastive objectives to predict annotator perspectives more accurately than concatenation baselines.