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Wei Ai
Conditional Hypothesis Generation for LLM-Based Text Analysis with Researcher-Specified Covariates
Topics: MethodsA core goal of computational social science is to discover interpretable differences in how language varies across outcomes of interest, such as political affiliation or instructional quality. Recent LLM-based hypothesis generation methods describe such differences in natural language, but… more →
The Promises and Pitfalls of Using Language Models to Measure Instruction Quality in Education
Topics: MethodsAssessing instruction quality is a fundamental component of any improvement efforts in the education system. However, traditional manual assessments are expensive, subjective, and heavily dependent on observers’ expertise and idiosyncratic factors, preventing teachers from getting timely and… more →