DSM-to-CLI: leaderboard
This reproducible semantic benchmark evaluates multivendor DSM-to-CLI network-configuration translation across Cisco, Arista and Huawei over five use cases and ten rounds. This board reports Mean judge votes (0-3): the average number of the three panel judges rating the DSM-to-CLI translation semantically correct, over 75 configuration cells; higher is better.
Metric: Mean judge votes (0-3): the average number of the three panel judges rating the DSM-to-CLI translation semantically correct, over 75 configuration cells; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 5 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 4.6 | 2.99 | #102 |
| 2 | Grok 4.1 Fast (Reasoning) | 2.66 | #430 (Grok 4.1 Fast) |
| 3 | Gemini 2.5 Pro | 2.52 | #266 |
| 4 | GPT-5 | 2.51 | #167 |
| 5 | DeepSeek V3 Chat | 2.46 | #947 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=dsm-to-cli · How It Works · Data refreshed daily, snapshot 2026-11-13.