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Cheap Learning: Maximizing Performance of Language Models for Social Data Science Using Minimal Data

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Sociological Methods & Research

Published online on

Abstract

Sociological Methods & Research, Volume 55, Issue 3, Page 877-924, August 2026.
The field of machine learning has recently made significant progress in reducing the requirements for labeled training data when building new models. These “cheaper” learning techniques hold significant potential for the social sciences, where development ...