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Abrar Shahriar Qurat-Ul-Ain Mastoi

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#natural language process... Preprint Sep 2026

Beyond Fluent Generation: A CPU Reliability Benchmark for MCP-Style Tool Calling in Sub-2B Small Language Models for Edge Deployment

Resource constrained single-board computers including Raspberry Pi, NVIDIA Jetson Nano, Arduino UNO Q, Orange Pi, and LattePanda motivate on-device small language model (SLM) agents that reduce cloud dependence, improve data locality, and tolerate intermittent connectivity. Model Context Protocol (MCP)-style tool invoc...

Abrar Shahriar Qurat-Ul-Ain Mastoi · 0 citations