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CPR-IE:A Compression-Prediction-Resource Intelligence Efficiency Metric

2026-09-07 12:00 Science 🔥 40.2 heat score
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On September 7, 2026, the arXiv cs.AI preprint platform released a new metric called “CPR-IE”. This metric aims to comprehensively evaluate artificial intelligence models in three dimensions: compression capability, prediction performance, and resource utilization efficiency.

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A arXiv cs.AI en 2026-09-07 12:00

CPR-IE:A Compression-Prediction-Resource Intelligence Efficiency Metric

本文提出压缩 - 预测 - 资源智能效率(CPR-IE)协议,用于在部署约束下比较智能系统。该指标基于表征经济、预测质量和资源负担三个维度构建,通过比例增量组合实现对数累积负担,结合上下文无关比率响应生成压缩、预测及负担的幂律响应。研究证明了帕累托一致性、单位不变性、边界行为、权衡恒等式、排名稳定性区域及跨任务聚合特性。最小描述长度、算法复杂度等理论动机仅用于指导测量选择,不直接构成公式本身。