CE-LSLM reports lower edge inference latency by reusing cloud LLM KV caches in edge SLMs, but the cross-model reuse mechanism is asserted, not demonstrated.
Optimizing llm inference clusters for enhanced performance and energy efficiency,
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CE-LSLM: Efficient Large-Small Language Model Inference and Communication via Cloud-Edge Collaboration
CE-LSLM reports lower edge inference latency by reusing cloud LLM KV caches in edge SLMs, but the cross-model reuse mechanism is asserted, not demonstrated.