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arXiv — cs.AI

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OrchSLM: Probing the Dynamics of Small Language Model Orchestration

Although large language models (LLMs) have demonstrated remarkable capabilities, their reliance on cloud-scale infrastructure poses fundamental challenges for deployment in agentic pipelines, including latency, privacy, connectivity, and substantial computational cost. Small…

arXiv — cs.AIBy: Chengxi Zhang, Yu YaoSeptember 15, 2026 (Sep 15)
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  • Although large language models (LLMs) have demonstrated remarkable capabilities, their reliance on cloud-scale infrastructure poses fundamental challenges for deployment in agentic pipelines, including latency, privacy, connectivity, and substantial computational cost. Small…
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OrchSLM: Probing the Dynamics of Small Language Model Orchestration

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