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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

A platform-agnostic CPU baseline is established by evaluating five open-weight models below two billion parameters and revealing a reliability-resource trade-off for edge deployment.

Abrar Shahriar Qurat-Ul-Ain Mastoi · 0 citations