This work proposes SciHorizon-DataEVA, a novel agentic system to scalable AI-readiness evaluation of heterogeneous scientific data, based on the Sci-TQA² principles, which organize AI-readiness into four complementary dimensions: Governance Trustworthiness, Data Quality, AI Compatibility, and Scientific Adaptability.
Dian-Yu Liu, Chuan Qin, Xi Chen et al.· Proceedings of the 32nd ACM...· 0 citations
Results show that, for generative workloads, end-to-end latency is dominated by task execution rather than settlement confirmation, and that keeping negotiation and delivery off the settlement backend reduces per-session settlement cost by approximately 51\% relative to a more on-chain baseline.
Wen-Xin Xu, Taotao Wang, Yi-Han Xia et al.· 3 citations
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