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Results-based novelty alone beats combined theoretical, methodological, and results-based novelty when it comes to scientific impact, challenging the assumption that more novelty is always better.
LLMs still can't reliably judge the novelty of research papers, even when fine-tuned on peer review data, suggesting current models lack a deep understanding of scientific contributions.