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Zhu-Qian Zhou

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#artificial intelligence Preprint Sep 2026

Experts Rise Where LLMs Disagree: Using Cross-Model Disagreement to Target Expert Effort in LLM Codebook Revision for Large-Scale Annotation

Large-scale text annotation brings expert insight to millions of documents, often through a codebook that AI annotators follow. Developing a robust codebook, however, takes months. Large language models (LLMs) could speed this process by applying an early codebook to the data, surfacing cases with strong LLM disagreeme...

Ze-Yu He, Zhu-Qian Zhou, Kirk P. Vanacore et al. · 0 citations

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