InventoryOptimization
Task 14 / 47
tree_gsm_safety_stock
Tree-structured multi-echelon safety-stock placement under guaranteed-service–style assumptions: choose safety stocks or coverage times per node to meet service targets while minimizing system-wide holding cost—classic supply-chain network inventory optimization.
Model leaderboard
| # | Participant | Score |
|---|---|---|
| 1 | GPT-5.4 | 100.0 |
| 2 | Claude Opus 4.6 | 26.3 |
| 3 | GLM-5 | 0.0 |
| 4 | DeepSeek V3.2 | 0.0 |
| 5 | Grok 4.20 | 0.0 |
| 6 | Gemini 3.1 Pro Preview | 0.0 |
| 7 | SEED 2.0 Pro | 0.0 |
| 8 | Qwen3 Coder Next | 0.0 |
Framework leaderboard
| # | Participant | Score |
|---|---|---|
| 1 | Claude Opus 4.6 + OpenEvolve | 100.0 |
| 2 | Claude Opus 4.6 + ShinkaiEvolve | 44.1 |
| 3 | GPT-OSS + ShinkaiEvolve | 0.0 |
| 4 | Claude Opus 4.6 + ABMCTS | 0.0 |
| 5 | GPT-OSS + OpenEvolve | 0.0 |
| 6 | GPT-OSS + ABMCTS | 0.0 |
Score is the normalized score for this task (0–100, higher is better).