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Summarization Bias: Why LLMs Collapse Objective Projection into Abstract Labels

Why do Large Language Models struggle to evaluate high-quality literature? Discover Summarization Bias, a structural flaw in AI evaluation (LLM-as-Judge) that systematically collapses complex, inferential narrative structures into flat, surface-level declarations. Learn how Narrative Engineering protects deep cognition from algorithmic decay.Official: https://leventbulut.com/How does artificial intelligence process human cognitive load? In the fields of computational narratology, AI evaluation, and narrative cognition, we are witnessing a quiet crisis: Summarization Bias.The fundamental…

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