Total Pass Rate on LiveCodeBench
176.93Total Pass RateIPPO (MAPoRL)
Evaluation Results
| Method | Links | |
|---|---|---|
| IPPO (MAPoRL)Backbone=LaMAS, Scale=Duo2025.04 | 176.93 | |
| MARFTBackbone=LaMAS, Scale=Duo2025.04 | 176.44 | |
| VanillaBackbone=LaMAS, Scale=Duo2025.04 | 169.19 | |
| MARFTBackbone=LaMAS, Scale=Trio2025.04 | 165.43 | |
| IPPO (MAPoRL)Backbone=LaMAS, Scale=Trio2025.04 | 162.72 | |
| MARFTBackbone=LaMAS, Scale=Quad2025.04 | 160.64 | |
| VanillaBackbone=LaMAS, Scale=Trio2025.04 | 160.51 | |
| IPPO (MAPoRL)Backbone=LaMAS, Scale=Quad2025.04 | 156.48 | |
| VanillaBackbone=LaMAS, Scale=Quad2025.04 | 152.09 | |
| MAPRBase Model=Qwen3-14B-Base2025.09 | 31.61 | |
| GRPOBase Model=Qwen3-14B-Base2025.09 | 31.49 |