| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Supply Chain Demand Scenarios | InvAgent (w/ step desc and SS strategy) | Const-Uni0 | 12 | 1mo ago | |
| Alibaba Inventory Dataset (test) | DS | Stockout Rate Difference1.74 | 7 | 27d ago | |
| InvManagement Lost Sales setting | Oracle | Mean Episodic Return542.7 | 6 | 1mo ago | |
| InvManagement Backlog setting | Oracle | Mean Episodic Return546.8 | 6 | 1mo ago | |
| Inventory Management Average GPT-5 (all scenarios) | InvAgent | Relative Gap93.77 | 6 | 1mo ago | |
| Inventory Management Inc-Uni GPT-5 (increasing-uniform) | InvAgent | Relative Gap (Δ)81.2 | 6 | 1mo ago | |
| Inventory Management increasing-diverse GPT-5 | InvAgent | Relative Gap (Δ)102.48 | 6 | 1mo ago | |
| Inventory Management decreasing-uniform GPT-5 | InvAgent | Relative Gap (Δ)173.33 | 6 | 1mo ago | |
| Inventory Management decreasing-diverse GPT-5 | InvAgent | Relative Gap (Δ)31.33 | 6 | 1mo ago | |
| Inventory Management Constant-Uniform GPT-5 | InvAgent | Relative Gap (Δ)0 | 6 | 1mo ago | |
| Inventory Management (test) | InvAgent | Const Uni103.33 | 6 | 1mo ago |
