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Specification generation by LLMs remains a formidable challenge, with verification complexity often masking genuine quality differences.
A 7B model trained on a new dataset of Chinese porcelain outperforms GPT-4 by 12% on expert connoisseurship tasks, demonstrating the power of domain-specific training and tool integration.
