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The Insight-Inference Loop: Efficient Text Classification via Natural Language Inference and Threshold-Tuning

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Sociological Methods & Research

Published online on

Abstract

Sociological Methods & Research, Volume 55, Issue 2, Page 568-615, May 2026.
Modern computational text classification methods have brought social scientists tantalizingly close to the goal of unlocking vast insights buried in text data—from centuries of historical documents to streams of social media posts. Yet three barriers ...