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As artificial intelligence tools become more deeply integrated into scientific workflows and peer-review pipelines, automating the evaluation of research novelty represents a critical frontier. The investigation by AllenAI highlights the necessity of rigorously testing whether LLMs possess the reliability required to judge original scientific contributions, as false assessments could impact research funding and direction.