Language Modeling and Reasoning on ARC-C, ARC-E, HellaSwag, LAMBADA (LO/LS), PIQA, WinoGrande (zero-shot)
78.6Accuracy (ARC-E)TWLA
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TWLAModel=LLaMA2-70B, #Bits(W)=1.58, #Bits(A)=4MP2026.06 | 78.6 | 51.88 | 70 | 75.93 | 69.07 | 77.33 | 74.9 | 71.1 | |
| TWLAModel=Qwen3-32B, #Bits(W)=1.58, #Bits(A)=4MP2026.06 | 73.34 | 51.83 | 67.8 | 65.9 | 55.5 | 74.29 | 68.1 | 65.25 | |
| TWLAModel=Qwen3-14B, #Bits(W)=1.58, #Bits(A)=4MP2026.06 | 68.39 | 45.05 | 65.29 | 61.48 | 57.17 | 72.91 | 63.61 | 62 | |
| TWLAModel=LLaMA2-13B, #Bits(W)=1.58, #Bits(A)=4MP2026.06 | 66.58 | 39.85 | 68.2 | 73.24 | 60.82 | 74.27 | 67.17 | 64.3 | |
| QuaRotModel=LLaMA2-70B, #Bits(W)=2, #Bits(A)=42026.06 | 63.5 | 34.2 | 55.2 | 57.5 | 35.2 | 68.6 | 61.3 | 53.64 | |
| TWLAModel=LLaMA3-8B, #Bits(W)=1.58, #Bits(A)=4MP2026.06 | 60.23 | 34.56 | 59.83 | 51.87 | 45.47 | 71.38 | 63.3 | 55.23 | |
| TWLAModel=LLaMA2-7B, #Bits(W)=1.58, #Bits(A)=4MP2026.06 | 58.88 | 34.73 | 60.81 | 64.45 | 53.76 | 71.27 | 62.12 | 58 | |
| TWLAModel=Qwen3-8B, #Bits(W)=1.58, #Bits(A)=4MP2026.06 | 57.19 | 35.83 | 51.82 | 40.49 | 39.97 | 68.22 | 59.45 | 50.42 | |
| ResQModel=LLaMA2-13B, #Bits(W)=2.3MP, #Bits(A)=4.2MP2026.06 | 56.75 | 32.94 | 54.8 | 50.1 | 38.7 | 68.66 | 60.93 | 51.84 | |
| ResQModel=LLaMA2-7B, #Bits(W)=2.3MP, #Bits(A)=4.2MP2026.06 | 46.65 | 28.5 | 48.05 | 45.3 | 32.1 | 63.32 | 52.72 | 45.23 | |
| ResQModel=LLaMA3-8B, #Bits(W)=2.3MP, #Bits(A)=4.2MP2026.06 | 42.9 | 26.96 | 43.85 | 23.35 | 21.75 | 59.64 | 55.38 | 39.12 | |
| ResQModel=LLaMA2-70B, #Bits(W)=2.3MP, #Bits(A)=4.2MP2026.06 | 42.6 | 34.6 | 62.4 | 70 | 60.9 | 55.1 | 69.4 | 56.43 | |
| QuaRotModel=LLaMA2-13B, #Bits(W)=2, #Bits(A)=42026.06 | 39.56 | 25.77 | 39.94 | 32.08 | 23.37 | 60.12 | 55.09 | 39.42 | |
| QuaRotModel=LLaMA2-7B, #Bits(W)=2, #Bits(A)=42026.06 | 35.02 | 22.87 | 31.34 | 10.27 | 8.48 | 56.75 | 51.07 | 30.83 | |
| QuaRotModel=LLaMA3-8B, #Bits(W)=2, #Bits(A)=42026.06 | 31.61 | 21.42 | 29.26 | 4.81 | 4.97 | 53.43 | 48.3 | 27.69 | |
| PB-LLMModel=LLaMA3-8B, #Bits(W)=1.7, #Bits(A)=42026.06 | 29.7 | 22.78 | 30.3 | 0.85 | 0.5 | 51.03 | 48.86 | 26.29 | |
| PT2-LLMModel=LLaMA2-7B, #Bits(W)=1.58, #Bits(A)=42026.06 | 29.2 | 26.21 | 30.22 | 0.9 | 0.65 | 51.23 | 52.77 | 27.31 | |
| PB-LLMModel=Qwen3-8B, #Bits(W)=1.7, #Bits(A)=42026.06 | 28.85 | 23.81 | 28.65 | 0.15 | 0.05 | 52.18 | 50.12 | 26.26 | |
| PT2-LLMModel=LLaMA3-8B, #Bits(W)=1.58, #Bits(A)=42026.06 | 28.71 | 22.02 | 30.1 | 0.75 | 0.3 | 50.83 | 47.99 | 25.81 | |
| PB-LLMModel=LLaMA2-7B, #Bits(W)=1.7, #Bits(A)=42026.06 | 28.2 | 25.26 | 29.15 | 0.7 | 0.35 | 50.11 | 51.46 | 26.46 | |
| PB-LLMModel=Qwen3-14B, #Bits(W)=1.7, #Bits(A)=42026.06 | 28.05 | 23.63 | 31.9 | 0.8 | 0.65 | 50.6 | 49.01 | 29.23 | |
| SliM-LLMModel=LLaMA2-13B, #Bits(W)=2MP, #Bits(A)=42026.06 | 27.15 | 25.17 | 30.45 | 0.4 | 0 | 50.87 | 51.07 | 26.44 | |
| SliM-LLMModel=LLaMA3-8B, #Bits(W)=2MP, #Bits(A)=42026.06 | 27.15 | 25.68 | 28.05 | 0.05 | 0 | 48.69 | 47.99 | 25.37 | |
| PT2-LLMModel=LLaMA2-13B, #Bits(W)=1.58, #Bits(A)=42026.06 | 27.1 | 26.54 | 28.95 | 0 | 0 | 49.69 | 51.22 | 26.19 | |
| PB-LLMModel=Qwen3-32B, #Bits(W)=1.7, #Bits(A)=42026.06 | 27.1 | 25.77 | 28.8 | 0.3 | 0.4 | 51.09 | 51.07 | 26.36 | |
| PB-LLMModel=LLaMA2-70B, #Bits(W)=1.7, #Bits(A)=42026.06 | 26.95 | 24.4 | 29.5 | 0.55 | 0.45 | 50.44 | 50.75 | 26.18 | |
| PT2-LLMModel=LLaMA2-70B, #Bits(W)=1.58, #Bits(A)=42026.06 | 26.95 | 25.4 | 29.59 | 0.35 | 0.15 | 50.22 | 50.66 | 26.19 | |
| SliM-LLMModel=LLaMA2-7B, #Bits(W)=2MP, #Bits(A)=42026.06 | 26.8 | 25.43 | 28.1 | 0.15 | 0.15 | 49.24 | 49.8 | 25.67 | |
| GPTQModel=Qwen3-14B, #Bits(W)=2, #Bits(A)=42026.06 | 26.6 | 25.94 | 25.74 | 0 | 0 | 52.07 | 50.2 | 25.79 | |
| GPTQModel=LLaMA3-8B, #Bits(W)=2, #Bits(A)=42026.06 | 26.56 | 25 | 26.46 | 0 | 0 | 50.38 | 51.07 | 25.64 | |
| GPTQModel=LLaMA2-13B, #Bits(W)=2, #Bits(A)=42026.06 | 26.39 | 27.82 | 25.93 | 0 | 0 | 48.53 | 48.78 | 25.35 | |
| GPTQModel=LLaMA2-70B, #Bits(W)=2, #Bits(A)=42026.06 | 26.39 | 26.88 | 26.14 | 0 | 0 | 49.46 | 52.57 | 25.92 | |
| SliM-LLMModel=Qwen3-8B, #Bits(W)=2MP, #Bits(A)=42026.06 | 26.35 | 26.28 | 27.1 | 0 | 0 | 48.75 | 50.75 | 25.6 | |
| SliM-LLMModel=Qwen3-14B, #Bits(W)=2MP, #Bits(A)=42026.06 | 26.35 | 25.77 | 27.4 | 0 | 0 | 50.27 | 49.57 | 25.62 | |
| GPTQModel=LLaMA2-7B, #Bits(W)=2, #Bits(A)=42026.06 | 26.26 | 27.73 | 26.35 | 0 | 0 | 49.89 | 50.36 | 25.8 | |
| PB-LLMModel=LLaMA2-13B, #Bits(W)=1.7, #Bits(A)=42026.06 | 26.1 | 26.54 | 26.95 | 0 | 0 | 48.69 | 50.51 | 25.54 | |
| SliM-LLMModel=Qwen3-32B, #Bits(W)=2MP, #Bits(A)=42026.06 | 26.1 | 24.77 | 29.8 | 0.85 | 0.55 | 50.89 | 51.22 | 26.31 | |
| GPTQModel=Qwen3-8B, #Bits(W)=2, #Bits(A)=42026.06 | 25.17 | 26.37 | 25.47 | 0 | 0 | 50.38 | 49.64 | 25.29 | |
| GPTQModel=Qwen3-32B, #Bits(W)=2, #Bits(A)=42026.06 | 24.62 | 25.6 | 26.13 | 0 | 0 | 49.29 | 48.3 | 24.85 |