CoDyControlBench - SMC-Family Controllers: leaderboard

The sliding-mode-control half of CoDyControlBench (2026): percentage of simulated dynamical systems for which the model designs a sliding-mode-family controller that meets the steady-state and overshoot criteria under the Fixed-3 protocol. Higher is better.

Metric: Design success rate (%; sliding-mode-control family configurations under the Fixed-3 protocol; 132 controller-design configurations (1-6 DoF, LTI/LTV/nonlinear systems, coupling, damping, SMC- and PID-family controllers), mean of three independent runs; a design succeeds when every response channel meets the steady-state band and overshoot limits). Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.5 (High)94.9#49 (GPT-5.5)
2Gemini 3.1 Pro (Preview)94.7#94
3GLM-5.289.6#138
4Claude Opus 4.875.8#56
5Qwen 3.5 397B A17B65.4#246
6DeepSeek V4 Pro (High)62.9#188 (DeepSeek V4 Pro)

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=codycontrolbench-smc-family-controllers · How It Works · Data refreshed daily, snapshot 2026-11-13.