Reasoning on LiveCodeBench (LCB) 2024.10-2025.02
58.46Pass@1FP16
Evaluation Results
| Method | Links | |
|---|---|---|
| FP16Model=Qwen3-8B, Speedup=1.0×2026.05 | 58.46 | |
| LAQuantModel=Qwen3-8B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.45×2026.05 | 56.69 | |
| ParoQ++Model=Qwen3-8B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.32×2026.05 | 55.72 | |
| ParoQModel=Qwen3-8B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.32×2026.05 | 55.47 | |
| FP16Model=Qwen3-4B, Speedup=1.0×2026.05 | 54.48 | |
| GPTQModel=Qwen3-8B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.45×2026.05 | 52.99 | |
| LAQuantModel=Qwen3-4B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.0×2026.05 | 52.74 | |
| ParoQ++Model=Qwen3-4B, Quantization Bit-width=4-bit, Group Size=128, Speedup=1.84×2026.05 | 51.62 | |
| R-QATModel=Qwen3-8B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.45×2026.05 | 51.62 | |
| ParoQModel=Qwen3-4B, Quantization Bit-width=4-bit, Group Size=128, Speedup=1.84×2026.05 | 50 | |
| GPTQModel=Qwen3-4B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.0×2026.05 | 48.75 | |
| R-QATModel=Qwen3-4B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.0×2026.05 | 46.76 | |
| FP16Model=R1-Distill-Llama-8B, Speedup=1.0×2026.05 | 36.32 | |
| LAQuantModel=R1-Distill-Llama-8B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.46×2026.05 | 35.7 | |
| ParoQ++Model=R1-Distill-Llama-8B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.33×2026.05 | 35.45 | |
| R-QATModel=R1-Distill-Llama-8B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.46×2026.05 | 34.33 | |
| GPTQModel=R1-Distill-Llama-8B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.46×2026.05 | 34.21 | |
| FP16Model=Qwen3-1.7B, Speedup=1.0×2026.05 | 33.71 | |
| ParoQModel=R1-Distill-Llama-8B, Quantization Bit-width=4-bit, Group Size=128, Speedup=2.33×2026.05 | 33.33 | |
| LAQuantModel=Qwen3-1.7B, Quantization Bit-width=4-bit, Group Size=128, Speedup=1.64×2026.05 | 31.84 | |
| ParoQ++Model=Qwen3-1.7B, Quantization Bit-width=4-bit, Group Size=128, Speedup=1.48×2026.05 | 28.98 | |
| ParoQModel=Qwen3-1.7B, Quantization Bit-width=4-bit, Group Size=128, Speedup=1.48×2026.05 | 28.61 | |
| R-QATModel=Qwen3-1.7B, Quantization Bit-width=4-bit, Group Size=128, Speedup=1.64×2026.05 | 25.87 | |
| GPTQModel=Qwen3-1.7B, Quantization Bit-width=4-bit, Group Size=128, Speedup=1.64×2026.05 | 20.4 |