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+ Qwen2.5-1.5B-Instruct
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+ Quant Size (MB) PPL Size (%) Accuracy (%) PPL error rate
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+ IQ1_S 417 193.6245 1.77149
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+ IQ1_M 443 66.9068 0.52878
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+ IQ2_XXS 488 33.3356 0.25559
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+ IQ2_XS 525 20.2870 0.14936
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+ IQ2_S 538 18.2927 0.13380
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+ IQ2_M 574 15.4838 0.11113
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+ Q2_K_S 611 16.0169 0.11623
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+ IQ3_XXS 638 12.3935 0.08770
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+ Q2_K 645 14.1657 0.10105
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+ IQ3_XS 698 11.7112 0.08256
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+ Q3_K_S 726 12.4782 0.08842
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+ IQ3_S 728 11.4241 0.07977
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+ IQ3_M 741 11.4058 0.07862
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+ Q3_K_M 786 11.3529 0.08018
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+ Q3_K_L 840 11.1934 0.07913
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+ IQ4_XS 855 10.5302 0.07351
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+ IQ4_NL 893 10.5116 0.07335
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+ Q4_0 895 10.8217 0.07576
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+ Q4_K_S 897 10.5236 0.07360
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+ Q4_K_M 941 10.4628 0.07310
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+ Q4_1 970 10.5100 0.07347
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+ Q5_K_S 1048 10.2715 0.07148
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+ Q5_0 1051 10.3196 0.07212
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+ Q5_K_M 1073 10.2529 0.07143
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+ Q5_1 1126 10.2624 0.07140
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+ Q6_K 1214 10.2030 0.07108
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+ Q8_0 1571 10.1670 0.07068
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+ F16 2951 10.1512 0.07058