Code Reasoning on LiveCodeBench (LCB)
62.6Pass@1Baseline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BaselineBackbone=Qwen3-MoE-30B-A3B, Type=–2026.06 | 62.6 | — | |
| OursQBackbone=Qwen3-MoE-30B-A3B, Sparsity=25%, Quantization=4-bit2026.06 | 51 | — | |
| DFTModel=Qwen3 32B2025.10 | 37.82 | 37.82 | |
| RandomModel=Qwen3 32B2025.10 | 35.55 | 35.55 | |
| VCOREModel=Qwen3 32B2025.10 | 35.45 | 35.45 | |
| SFTModel=Qwen3 32B2025.10 | 31.94 | 31.94 | |
| iw-SFTModel=Qwen3 32B2025.10 | 31.94 | 31.94 | |
| DFTModel=Qwen3 8B2025.10 | 29.38 | 29.38 | |
| VCOREModel=Qwen3 8B2025.10 | 28.63 | 28.63 | |
| OriginalModel=Qwen3 32B2025.10 | 27.3 | 27.3 | |
| iw-SFTModel=Qwen3 8B2025.10 | 27.2 | 27.2 | |
| DFTModel=Qwen3 4B2025.10 | 26.45 | 26.45 | |
| SFTModel=Qwen3 8B2025.10 | 26.07 | 26.07 | |
| VCOREModel=Qwen3 4B2025.10 | 25.97 | 25.97 | |
| RandomModel=Qwen3 4B2025.10 | 25.69 | 25.69 | |
| RandomModel=Qwen3 8B2025.10 | 25.59 | 25.59 | |
| OriginalModel=Qwen3 8B2025.10 | 25.21 | 25.21 | |
| iw-SFTModel=Qwen3 4B2025.10 | 24.83 | 24.83 | |
| SFTModel=Qwen3 4B2025.10 | 24.74 | 24.74 | |
| OriginalModel=Qwen3 4B2025.10 | 22.56 | 22.56 | |
| VCOREModel=LLaMA3.1 8B Instruct2025.10 | 10.33 | 10.33 | |
| OriginalModel=LLaMA3.1 8B Instruct2025.10 | 9.67 | 9.67 | |
| SFTModel=LLaMA3.1 8B Instruct2025.10 | 9.29 | 9.29 | |
| iw-SFTModel=LLaMA3.1 8B Instruct2025.10 | 9 | 9 | |
| RandomModel=LLaMA3.1 8B Instruct2025.10 | 6.16 | 6.16 | |
| DFTModel=LLaMA3.1 8B Instruct2025.10 | 0 | 0 |