Operational Inventory Management on RetailBench Hard 20 Categories
33.67Average DaysGrok-4.1 Fast
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Grok-4.1 Fast2026.03 | 33.67 | 504.57 | 364.52 | 4.24 | 17.97 | 50 | |
| Gemini-3variant=Fast2026.03 | 35.33 | 513.1 | 650.94 | 9.06 | 15.42 | 44 | |
| Qwen-235B2026.03 | 40.33 | 433.64 | 268.06 | 17.46 | 18.34 | 48 | |
| Kimi-K2variant=Thinking2026.03 | 43.67 | 248.64 | 312.82 | 1.13 | 18.89 | 57 | |
| Average (7 models)2026.03 | 45.48 | 320.96 | 311.28 | 9.6 | 17.91 | 52.86 | |
| GLM-4.62026.03 | 53.33 | 205.76 | 203.07 | 6.45 | 16.48 | 55 | |
| OpenAI-5.1 Mini2026.03 | 55.33 | 331.36 | 335.32 | 19.49 | 19.23 | 57 | |
| DeepSeek-V3.2variant=Exp.2026.03 | 56.67 | 165.86 | 175.79 | 7.87 | 19.78 | 59 | |
| Hand-crafted Policy2026.03 | 180 | 1,667.84 | 2,748.94 | 5.07 | 0.75 | 180 |