Combinatorial Optimization on CVRP
0.99Objective Value ($10^5$)Optimal
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OptimalLLM Backbone=None (Oracle/Exact)2026.04 | 0.99 | — | — | |
| Neural*LLM Backbone=None (Learning-based)2026.04 | 1.05 | 6.31 | — | |
| GurobiLLM Backbone=None (Solver)2026.04 | 1.06 | 6.75 | — | |
| A2DEPTLLM Backbone=DeepSeek v3.2 (Non-Think Mode)2026.04 | 1.08 | 8.79 | 2.63 | |
| A2DEPTLLM Backbone=Gemini 2.5 Flash2026.04 | 1.11 | 12.49 | 2.73 | |
| EoHLLM Backbone=Gemini 2.5 Flash2026.04 | 1.14 | 14.72 | 0.79 | |
| MCTS-AHDLLM Backbone=Gemini 2.5 Flash2026.04 | 1.14 | 15.28 | 3.73 | |
| EoHLLM Backbone=DeepSeek v3.2 (Non-Think Mode)2026.04 | 1.16 | 17.42 | 1.55 | |
| ILSLLM Backbone=None (Heuristic)2026.04 | 1.18 | 19.48 | — | |
| MCTS-AHDLLM Backbone=DeepSeek v3.2 (Non-Think Mode)2026.04 | 1.19 | 19.97 | 3.88 | |
| ReEvoLLM Backbone=DeepSeek v3.2 (Non-Think Mode)2026.04 | 1.2 | 18.04 | 4.65 | |
| ReEvoLLM Backbone=Gemini 2.5 Flash2026.04 | 1.2 | 17.47 | 1.38 | |
| FunSearchLLM Backbone=DeepSeek v3.2 (Non-Think Mode)2026.04 | 1.23 | 24.13 | 9.59 | |
| FunSearchLLM Backbone=Gemini 2.5 Flash2026.04 | 1.24 | 25.13 | 3.96 |