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Introduces PoQ-Judge, a multi-architecture evaluation framework with reference-free judge models (TextCNN, MiniLM, DeBERTa) for cost-aware Proof-of-Quality in decentralized LLM inference, achieving high correlation with ground-truth proxies while eliminating the need for reference answers.