Print-configuration selection on Thingi10k (100 parts)
0.14Median Obj(x)LLM-guided Optimization
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LLM-guided OptimizationGuidance Model=GPT 5.2 (Medium Reasoning), In-context Examples=True, Corrective actions per iteration=22026.03 | 0.14 | 78 | 82 | 90 | 0 | |
| Gemini 3 ProInterface=Chat Interface2026.03 | 0.21 | 4 | 18 | 48 | 15 | |
| (Unguided) Optimization2026.03 | 0.24 | 7 | 14 | 44 | 0 | |
| ChatGPT 5.2 Thinking2026.03 | 0.25 | 8 | 20 | 50 | 15 | |
| Heuristic orientationParameters=default2026.03 | 0.26 | 3 | 4 | 15 | 9 | |
| Original orientationParameters=default2026.03 | 0.37 | 0 | 2 | 12 | 6 |