A Reproducible Semantic Benchmark for Multivendor DSM-to-CLI Translation
Translating high-level network intents into correct multivendor configurations remains a central challenge in network automation, as syntactically valid outputs may still violate the intended operational state. Despite recent advances in Large Language Models (LLMs), the field still lacks reproducible semantic benchmarks for rigorous cross-vendor evaluation. This paper presents a reproducible DSM-to-CLI semantic benchmark covering five cloud LLMs, three vendors, five representative use cases, and ten repeated runs per experimental cell under fixed judges and an explicit failure taxonomy. Our results show that semantic quality and operational reliability are orthogonal, vendor effects domi...
| Authors | Jerônimo Menezes, Leonardo Bitzki, Diego Kreutz et al. |
|---|---|
| Primary category | cs.NI |
| Published | 5 April 2026 |
| Last updated at source | 5 April 2026 |
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