Combinatorial Optimization on FJSP
12,500Objective Value (x10^4)Optimal
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OptimalLLM Backbone=None (Oracle/Exact)2026.04 | 12,500 | — | — | |
| GurobiLLM Backbone=None (Solver)2026.04 | 13,400 | 7.22 | — | |
| Neural*LLM Backbone=None (Learning-based)2026.04 | 14,600 | 16.55 | — | |
| A2DEPTLLM Backbone=DeepSeek v3.2 (Non-Think Mode)2026.04 | 14,900 | 18.95 | 4.15 | |
| ILSLLM Backbone=None (Heuristic)2026.04 | 15,000 | 19.78 | — | |
| A2DEPTLLM Backbone=Gemini 2.5 Flash2026.04 | 15,300 | 22.71 | 5.91 | |
| MCTS-AHDLLM Backbone=DeepSeek v3.2 (Non-Think Mode)2026.04 | 15,800 | 26.55 | 2.13 | |
| FunSearchLLM Backbone=DeepSeek v3.2 (Non-Think Mode)2026.04 | 16,000 | 27.82 | 3.98 | |
| EoHLLM Backbone=DeepSeek v3.2 (Non-Think Mode)2026.04 | 16,000 | 28.08 | 1.62 | |
| ReEvoLLM Backbone=DeepSeek v3.2 (Non-Think Mode)2026.04 | 16,000 | 28.24 | 2.71 | |
| FunSearchLLM Backbone=Gemini 2.5 Flash2026.04 | 16,200 | 29.31 | 5.15 | |
| EoHLLM Backbone=Gemini 2.5 Flash2026.04 | 16,200 | 29.45 | 3.72 | |
| ReEvoLLM Backbone=Gemini 2.5 Flash2026.04 | 16,200 | 29.21 | 4.09 | |
| MCTS-AHDLLM Backbone=Gemini 2.5 Flash2026.04 | 16,300 | 30.16 | 1.45 |