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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Alex X. Liu

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Jul 2026

Agreement Is Not Quality: Blind Expert Verification of Human and LLM Qualitative Coding When Human Consensus Is Not Ground Truth

Significant empirical evidence is provided that agreement-based evaluation is insufficient for automation decisions, and the study demonstrates a transferable verification protocol and a code-level division-of-labor framework.

Alex X. Liu, Lief Esbenshade, Michael Xiao et al. · 2 citations

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