AI × CryptoBullisharXiv – CS AI · Mar 56/10
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A Multi-Dimensional Quality Scoring Framework for Decentralized LLM Inference with Proof of Quality
Researchers developed a multi-dimensional quality scoring framework for decentralized LLM inference networks that evaluates output quality across multiple dimensions including semantic quality and query-output alignment. The framework integrates with Proof of Quality (PoQ) mechanisms to provide better incentive alignment and defense against adversarial attacks in distributed AI compute networks.