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Less is More: Optimizing Function Calling for LLM Execution on Edge Devices

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  • How Many Tools Should an LLM Agent See? A Chance-Corrected Answer cs.IR · 2026-05-23 · unverdicted · none · ref 22

    Bits-over-Random (BoR) is a chance-corrected metric for tool shortlist evaluation that enables query-adaptive depth selection via RL, matching fixed-list coverage with shorter lists on BFCL and ToolBench.