GPT-4o and GPT-4.5-preview reached moderate to substantial Cohen's kappa with human coders for three of four student thinking themes after per-theme hyperparameter and prompt tuning.
Erickson et al., Qualitative methods in research on teaching (Institute for Research on Teaching East Lansing, MI, 1985)
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Investigation of the Inter-Rater Reliability between Large Language Models and Human Raters in Qualitative Analysis
GPT-4o and GPT-4.5-preview reached moderate to substantial Cohen's kappa with human coders for three of four student thinking themes after per-theme hyperparameter and prompt tuning.