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Zero-shot Reasoning on ARC-C, ARC-E, BoolQ, Hella, OBQA, PIQA, SIQA, Wino

65.53ARC-C AccuracyBaseline
20.716432.350743.98555.6193Apr 15, 2026

Evaluation results

MethodLinks
BaselineModel=Mixtral-8x7B, W-bit / GS=FP16, Time (s)=–2026.0465.5384.2688.6986.465084.2246.9377.5172.95
BaselineModel=Qwen3-14B, W-bit / GS=FP16, Time (s)=–2026.0460.682.789.478.746.280.144.572.869.4
DASH-QModel=Mixtral-8x7B, W-bit / GS=2 / 32, Time (s)=235.462026.0458.3680.8187.0680.3546.881.9945.3976.9569.72
BaselineModel=Llama-3.1-8B, W-bit / GS=FP16, Time (s)=–2026.0455.279.7185.4179.544581.0742.2773.8867.76
DASH-QModel=Llama-3.1-8B, W-bit / GS=4 / 128, Time (s)=69.062026.0454.178.4183.8278.5243.881.0142.3773.1666.9
AWQModel=Llama-3.1-8B, W-bit / GS=4 / 128, Time (s)=4466.092026.0454.0178.5884.3178.9243.680.1442.2774.7467.07
DASH-QModel=Qwen3-14B, W-bit / GS=2 / 32, Time (s)=126.392026.0453.7579.8886.1268.3542.875.4639.169.9364.42
RTNModel=Llama-3.1-8B, W-bit / GS=4 / 128, Time (s)=2.192026.0453.4177.0684.5378.154381.0141.4574.2766.61
BaselineModel=Phi-3.5-MoE, W-bit / GS=FP16, Time (s)=-2026.0453.3366.1288.5379.850.478.0242.5376.466.89
QuIPModel=Mixtral-8x7B, W-bit / GS=2 / 32, Time (s)=4571.502026.0453.2474.7580.0978.4743.879.4341.8673.2465.61
OWQModel=Llama-3.1-8B, W-bit / GS=4.30 / 128, Time (s)=397.542026.0453.077984.0778.9144.280.5241.5674.5166.98
QuaRotModel=Llama-3.1-8B, W-bit / GS=4 / 128, Time (s)=768.652026.0452.9978.0785.2978.5543.279.7641.7673.9566.7
GPTQModel=Llama-3.1-8B, W-bit / GS=4 / 128, Time (s)=405.382026.0452.5676.8584.53774179.6539.7173.7265.63
QuIPModel=Llama-3.1-8B, W-bit / GS=4 / 128, Time (s)=705.702026.0452.377.985.1778.7943.680.4141.274.3566.72
DASH-QModel=Phi-3.5-MoE, W-bit / GS=2 / 32, Time (s)=213.042026.0452.1364.186.1876.7945.877.3141.573.464.65
QuaRotModel=Llama-3.1-8B, W-bit / GS=3 / 64, Time (s)=765.552026.0451.3775.9380.9276.3641.478.7840.0270.864.45
OWQModel=Mixtral-8x7B, W-bit / GS=2.31 / 32, Time (s)=2288.562026.0451.2874.6277.6872.65407936.961.461.69
QuaRotModel=Mixtral-8x7B, W-bit / GS=2 / 32, Time (s)=5002.992026.0451.0275.0879.6377.9644.877.5840.7470.2464.63
DASH-QModel=Llama-3.1-8B, W-bit / GS=3 / 64, Time (s)=69.592026.045075.1382.7876.2742.680.0340.3872.6964.99
QuIPModel=Llama-3.1-8B, W-bit / GS=3 / 64, Time (s)=705.042026.0449.0676.1884.0176.234178.2940.1772.7764.71
OWQModel=Llama-3.1-8B, W-bit / GS=3.32 / 64, Time (s)=397.642026.0448.6374.7582.5776.994278.8939.5172.6164.49
OWQModel=Phi-3.5-MoE, W-bit / GS=2.36 / 32, Time (s)=1395.272026.0446.9355.0984.574.1844.672.4739.4167.860.62
AWQModel=Llama-3.1-8B, W-bit / GS=3 / 64, Time (s)=4458.152026.0446.1671.5980.9275.274179.4339.1571.6763.15
BaselineModel=DeepSeek-MoE-16B, W-bit / GS=FP16, Time (s)=-2026.0445.8269.5373.1877.1743.879.4939.4670.3262.35
RTNModel=Llama-3.1-8B, W-bit / GS=3 / 64, Time (s)=1.872026.0444.5465.7475.6371.3837.477.0435.9869.6959.67
QuaRotModel=Phi-3.5-MoE, W-bit / GS=2 / 32, Time (s)=2080.002026.0443.7754.583.8573.144.272.5237.3663.9359.16
AWQModel=Mixtral-8x7B, W-bit / GS=2 / 32, Time (s)=9683.592026.0443.666.2569.9165.213676.7136.0357.5456.41
AWQModel=Phi-3.5-MoE, W-bit / GS=2 / 32, Time (s)=8843.612026.0442.6655.2672.2966.883972.4735.7766.7756.39
GPTQModel=Phi-3.5-MoE, W-bit / GS=2 / 32, Time (s)=1394.852026.0439.5152.2381.1368.1740.468.0636.6965.1956.42
DASH-QModel=Llama-3.1-8B, W-bit / GS=2 / 32, Time (s)=69.972026.0438.5766.7976.1262.3934.872.9134.1466.4656.52
AWQModel=Qwen3-14B, W-bit / GS=2 / 32, Time (s)=7719.322026.0437.5461.0768.2961.6735.471.637.157.2253.74
QuaRotModel=Qwen3-14B, W-bit / GS=2 / 32, Time (s)=2096.172026.0437.2958.567.7164.7635.471.6536.1360.0653.94
DASH-QModel=DeepSeek-MoE-16B, W-bit / GS=2 / 32, Time (s)=138.312026.0436.3563.3863.2766.1339.476.0635.7264.455.59
QuIPModel=Qwen3-14B, W-bit / GS=2 / 32, Time (s)=1553.462026.0436.0154.3471.4764.8635.670.5137.4160.353.81
OWQModel=Qwen3-14B, W-bit / GS=2.26 / 32, Time (s)=804.412026.0436.0156.975.0263.153672.7434.959.2754.25
OWQModel=DeepSeek-MoE-16B, W-bit / GS=2.92 / 32, Time (s)=1028.942026.0434.6460.6158.6565.1534.273.0735.0161.6452.87
GPTQModel=Qwen3-14B, W-bit / GS=2 / 32, Time (s)=801.292026.0433.752.172.4559.2636.268.6635.3656.3551.76
RTNModel=Phi-3.5-MoE, W-bit / GS=2 / 32, Time (s)=15.222026.0432.5941.7158.4743.7629.257.7834.3955.0144.11
QuIPModel=DeepSeek-MoE-16B, W-bit / GS=2 / 32, Time (s)=1368.662026.0431.5750.6763.5859.9932.471.9333.8858.4150.3
QuaRotModel=DeepSeek-MoE-16B, W-bit / GS=2 / 32, Time (s)=1334.332026.0430.2955.5158.1755.7330.871.3835.3156.5149.21
QuIPModel=Phi-3.5-MoE, W-bit / GS=2 / 32, Time (s)=2116.302026.0429.138.2650.8341.4830.258.8132.551.4641.58
QuaRotModel=Llama-3.1-8B, W-bit / GS=2 / 32, Time (s)=777.882026.0427.3936.6249.3341.2929.257.9433.6752.5741
AWQModel=Llama-3.1-8B, W-bit / GS=2 / 32, Time (s)=4430.022026.0426.1133.2150.1236.382457.5134.0850.0438.93
QuIPModel=Llama-3.1-8B, W-bit / GS=2 / 32, Time (s)=700.242026.0426.0236.0750.0637.012857.0733.3251.6239.9
GPTQModel=Llama-3.1-8B, W-bit / GS=2 / 32, Time (s)=406.312026.0425.9426.4738.1725.9630.653.9734.4949.6435.66
OWQModel=Llama-3.1-8B, W-bit / GS=2.33 / 32, Time (s)=399.972026.0425.9438.7251.9646.7930.858.6534.5452.6442.51
RTNModel=Mixtral-8x7B, W-bit / GS=2 / 32, Time (s)=33.172026.0425.6825.4240.0926.992451.235.0148.2234.58
GPTQModel=DeepSeek-MoE-16B, W-bit / GS=2 / 32, Time (s)=1049.602026.0425.4335.6559.7940.5723.860.4534.751.1441.44
GPTQModel=Mixtral-8x7B, W-bit / GS=2 / 32, Time (s)=2313.412026.0425.4330.9344.1930.3525.458.3235.5250.1237.53
RTNModel=Llama-3.1-8B, W-bit / GS=2 / 32, Time (s)=1.912026.0424.5727.1937.8326.7128.252.2334.0851.0735.23
AWQModel=DeepSeek-MoE-16B, W-bit / GS=2 / 32, Time (s)=10299.412026.0424.4929.838.4426.772852.9433.8847.5135.23
GPTQModel=Llama-3.1-8B, W-bit / GS=3 / 64, Time (s)=405.992026.0424.1544.2839.8237.5528.660.9434.1453.9940.43
RTNModel=Qwen3-14B, W-bit / GS=2 / 32, Time (s)=5.342026.0423.4632.8748.131.752656.6933.4748.5437.61
RTNModel=DeepSeek-MoE-16B, W-bit / GS=2 / 32, Time (s)=7.032026.0422.4429.5543.9126.9623.453.2635.6252.0135.89