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Stop evaluating papers in isolation: GraphReview's graph-based LLM framework boosts paper evaluation accuracy by nearly 30% by explicitly modeling relationships between papers.
LLMs can generate significantly more novel and technically rigorous scientific ideas by explicitly learning to reason from motivations to methodologies.
Stop training LLMs to assign arbitrary scores to papers in isolation; comparison-based ranking unlocks significantly better generalization and accuracy in paper evaluation.
