Job Shop Scheduling Problem on JSSP
100FeasibilitySFT Only
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SFT OnlyCategory=Neural CO Solver2026.02 | 100 | 11.01 | |
| GRPOCategory=Neural CO Solver2026.02 | 100 | 10.94 | |
| LLMCoSolverNumber of samples (N)=12026.02 | 100 | 10.94 | |
| LLMCoSolverNumber of samples (N)=82026.02 | 100 | 8.2 | |
| FALCONNumber of samples (N)=12026.02 | 100 | 9.23 | |
| FALCONNumber of samples (N)=82026.02 | 100 | 7.15 | |
| FALCONSampling strategy=Adaptive2026.02 | 100 | 6.98 | |
| SGECategory=LLM-based Optimization2026.02 | 87 | 38.58 | |
| OPROCategory=LLM-based Optimization2026.02 | 65 | 83.35 | |
| PHPCategory=LLM-based Optimization2026.02 | 56 | 104.04 | |
| Qwen2.5-72BEvaluation protocol=Zero-shot2026.02 | 53 | 103.9 | |
| DeepSeek-V3Evaluation protocol=Zero-shot2026.02 | 52 | 103.19 | |
| LMEACategory=LLM-based Optimization2026.02 | 44 | 83.19 | |
| Llama-3.3-70BEvaluation protocol=Zero-shot2026.02 | 29 | 105.01 | |
| GPT-o1Category=Reasoning Model2026.02 | 29 | 81.9 | |
| GPT-o3-miniCategory=Reasoning Model2026.02 | 20 | 77.86 | |
| Claude-3.5-SonnetEvaluation protocol=Zero-shot2026.02 | 10 | 90 | |
| Claude-3.5-HaikuEvaluation protocol=Zero-shot2026.02 | 9 | 95.51 | |
| GPT-4o-miniEvaluation protocol=Zero-shot2026.02 | 8 | 212 | |
| GPT-4oEvaluation protocol=Zero-shot2026.02 | 7 | 97.85 | |
| DeepSeek-R1Category=Reasoning Model2026.02 | 5 | 26.29 |