Zero-shot Evaluation on PiQA, ARC (E+C), Hellaswag, Winogrande, and BoolQ
84.4PiQA Accuracy (Zero-shot)FP16
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FP16Model=L3-70B2026.04 | 84.4 | 86 | 64.3 | 85 | 80.8 | 85.4 | 81 | |
| FP16Model=L3-8B2026.04 | 80.9 | 77.7 | 53.2 | 79.2 | 72.9 | 81.2 | 74.2 | |
| FP16Model=L2-13B2026.04 | 80.5 | 77.5 | 49.2 | 79.4 | 72.3 | 80.6 | 73.3 | |
| FP16Model=L2-7B2026.04 | 79 | 74.5 | 46.3 | 76 | 69 | 77.7 | 70.4 | |
| Quarot+GPTAQ+OursModel=L2-13B, Calibration samples=1282026.04 | 66.5 | 44 | 30.1 | 48.9 | 58.9 | 63.2 | 51.9 | |
| Quarot+GPTAQModel=L2-13B, Calibration samples=1282026.04 | 65.3 | 47.2 | 27.3 | 48.5 | 57.7 | 63 | 51.5 | |
| Quarot+GPTAQ+OursModel=L2-7B, Calibration samples=1282026.04 | 63.6 | 46.4 | 24.9 | 40.8 | 56 | 61.9 | 48.9 | |
| SpinQ+GPTAQ+OursModel=L2-13B, Calibration samples=1282026.04 | 63.4 | 48.7 | 29.1 | 51.2 | 56.8 | 64.1 | 52.2 | |
| SpinQ+GPTAQ+OursModel=L2-7B, Calibration samples=1282026.04 | 62.7 | 45.4 | 27.6 | 42.3 | 55 | 62.3 | 49.2 | |
| Quarot+GPTAQModel=L2-7B, Calibration samples=1282026.04 | 62.3 | 45.6 | 25.6 | 41.2 | 54 | 62.4 | 48.5 | |
| SpinQ+GPTAQModel=L2-13B, Calibration samples=1282026.04 | 62.3 | 44.6 | 27.8 | 48 | 55 | 63.6 | 50.2 | |
| SpinQ+GPTAQModel=L2-7B, Calibration samples=1282026.04 | 62.2 | 42.3 | 25.5 | 40.9 | 54.7 | 63.4 | 48.1 | |
| Quarot+GPTQModel=L2-13B, Calibration samples=1282026.04 | 61.6 | 45.7 | 27 | 44 | 55.8 | 62.3 | 49.4 | |
| SpinQ+GPTAQModel=L3-8B, Calibration samples=1282026.04 | 61.4 | 42.3 | 26.6 | 40.1 | 54.7 | 62.7 | 47.9 | |
| SpinQ+GPTAQ+OursModel=L3-8B, Calibration samples=1282026.04 | 60.6 | 41.4 | 28.1 | 40.8 | 54.1 | 62.1 | 47.9 | |
| SpinQ+GPTQModel=L2-13B, Calibration samples=1282026.04 | 59 | 39.5 | 24.9 | 40.3 | 52.6 | 61.4 | 46.3 | |
| DuQuant+LWCModel=L2-13B, Calibration samples=1282026.04 | 58.7 | 37.3 | 24.9 | 41.5 | 53.3 | 62 | 46.2 | |
| Quarot+GPTAQModel=L3-70B, Calibration samples=1282026.04 | 57.5 | 35.1 | 23.1 | 31.9 | 51.8 | 60.8 | 43.3 | |
| Quarot+GPTAQ+OursModel=L3-70B, Calibration samples=1282026.04 | 57.4 | 37 | 22.2 | 32.7 | 50.3 | 61.1 | 43.5 | |
| SpinQ+GPTQModel=L2-7B, Calibration samples=1282026.04 | 57.1 | 34.9 | 23.6 | 33.2 | 53.7 | 61.4 | 44 | |
| Quarot+GPTAQ+OursModel=L3-8B, Calibration samples=1282026.04 | 56 | 38.5 | 24.6 | 35.8 | 53.5 | 60.9 | 44.9 | |
| Quarot+GPTAQModel=L3-8B, Calibration samples=1282026.04 | 55.8 | 37.2 | 22.3 | 36.5 | 50.4 | 59.3 | 43.6 | |
| Quarot+GPTQModel=L2-7B, Calibration samples=1282026.04 | 55.7 | 35.2 | 23.9 | 32.4 | 50.6 | 61.8 | 43.4 | |
| Quarot+GPTQModel=L3-8B, Calibration samples=1282026.04 | 55.4 | 34.7 | 20.7 | 31.4 | 49.7 | 44.3 | 39.4 | |
| Quarot+GPTQModel=L3-70B, Calibration samples=1282026.04 | 54.3 | 30.8 | 19.5 | 30.3 | 50.8 | 56.6 | 40.4 | |
| SpinQ+GPTQModel=L3-70B, Calibration samples=1282026.04 | 53.7 | 31 | 23.8 | 27.8 | 51.3 | 46.7 | 39 | |
| SpinQ+GPTAQModel=L3-70B, Calibration samples=1282026.04 | 52.7 | 27.4 | 26 | 29.9 | 52.4 | 49.6 | 39.6 | |
| SpinQ+GPTAQ+OursModel=L3-70B, Calibration samples=1282026.04 | 52.2 | 26.1 | 26.4 | 30.2 | 52.8 | 50.8 | 39.9 | |
| SpinQ+GPTQModel=L3-8B, Calibration samples=1282026.04 | 51.5 | 25.5 | 25.6 | 33.1 | 51.7 | 57.6 | 40.8 | |
| DuQuant+LWCModel=L3-8B, Calibration samples=1282026.04 | 51.3 | 26.1 | 25.6 | 25.5 | 49.3 | 37.9 | 35.6 |