| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CVRP (test) | Guided+RAG | Accuracy87.2 | 20 | 3mo ago | |
| Set Covering Small s | QL | Time (s)3.7 | 18 | 2mo ago | |
| Overall (test) | MEMOIR (GPT-5-mini w/ GPT-5 critic) | Average Performance73.01 | 17 | 15d ago | |
| Resource Constrained Shortest Path (test) | MEMOIR (Qwen2.5-Coder-32B) | Average Score84.47 | 17 | 15d ago | |
| Aircraft Landing (test) | Average Score87.88 | 17 | 15d ago | ||
| Euclidean Steiner (test) | Average Performance97.8 | 15 | 15d ago | ||
| MIS | A2DEPT | Solution Gap (%)4.2 | 15 | 1mo ago | |
| REMS Combinatorial Optimization Problem Suite 10 types (overall) | TS | Significantly Better Count8 | 15 | 3mo ago | |
| Periodic Vehicle Routing (test) | MEMOIR (GPT-5-mini w/ GPT-5 critic) | Average Value0.869 | 14 | 15d ago | |
| FJSP | Objective Value (x10^4)12,500 | 14 | 1mo ago | ||
| CVRP | Objective Value ($10^5$)0.99 | 14 | 1mo ago | ||
| CFLP | Objective Value (10^5)6.01 | 14 | 1mo ago | ||
| MKP-ACO | Mean Value (N=100)16.497 | 13 | 22d ago | ||
| OVRP-Constructive | Mean Objective (N=50)6.574 | 13 | 22d ago | ||
| OP-ACO | Mean (N=50)13.463 | 13 | 22d ago | ||
| OPTWVP n=50, TW=500 | Score51.9 | 13 | 2mo ago | ||
| Crew Scheduling (test) | MCTS-AHD | Average Performance63.53 | 12 | 15d ago | |
| Container Loading with Weight Restrictions (test) | MEMOIR (Qwen2.5-Coder-32B) | Average Objective Value0.0058 | 12 | 15d ago | |
| OPTWVP n=100, TW=100 | Score26.1 | 12 | 2mo ago | ||
| OPTWVP n=50, TW=100 | Score15.2 | 12 | 2mo ago | ||
| Set Covering Large l | Computation Time36.8 | 12 | 3mo ago | ||
| Set Covering Medium | Time14.1 | 12 | 3mo ago | ||
| Combinatorial Auction Large | MPNN + pairwise | Computation Time142 | 12 | 3mo ago | |
| Combinatorial Auction Medium | MPNN + pairwise | Time12.9 | 12 | 3mo ago | |
| Combinatorial Auction Small s | MPNN + pairwise | Time1.23 | 12 | 3mo ago |
