draft-cui-nmrg-llm-benchmark
A Framework to Evaluate LLM Agents for Network Configuration
This document specifies an evaluation framework and related
definitions for intent-driven network configuration using Large
Language Model(LLM)-based agents. The framework combines an
emulator-based interactive environment, a suite of representative
tasks, and multi-dimensional metrics to assess reasoning quality,
command accuracy, and functional correctness. The framework aims to
enable reproducible, comprehensive, and fair comparisons among LLM-
driven network configuration approaches.