Case Studies
Can AI Judge Literature? The Biophysical Failure of LLM Critique and the Parametric Alternative
Large Language Models fail as literary judges because of Summarization Bias—a directional, non-symmetrical collapse of inferential structures. Here is the mathematical and biophysical proof of how we can transition from subjective LLM evaluation to parametric critique.