series,label,file_bytes,size_gb,size_gib,file_bpw,ppl,ppl_se,base_ppl,base_ppl_se,mean_kld,mean_kld_se,max_kld,p999_kld,p99_kld,p95_kld,median_kld,rms_delta_p_pct,same_top_pct,elapsed_sec,tensor_count,parameter_count,tensor_types
Our MoQ,MoQ-3.2,10571830880,10.57183088,9.845784754,3.09562543,7.408463,0.047353,6.950282,0.044932,0.111637,0.000682,14.055522,3.348125,1.084846,0.376798,0.053885,9.634,85.679,139.8635048,866,27320697856,"IQ3_XXS 51.8% (192), IQ2_S 17.0% (52), IQ3_S 13.6% (107), Q2_K 9.3% (25), IQ4_XS 8.3% (34)"
Our MoQ,MoQ-3.6,11891684960,11.89168496,11.07499465,3.482102843,7.22108,0.045761,6.950282,0.044932,0.072244,0.000504,14.646406,2.351531,0.71737,0.238477,0.034486,7.682,88.722,136.9859063,866,27320697856,"IQ3_S 43.5% (195), IQ3_XXS 36.8% (116), IQ4_XS 7.8% (65), Q5_K 7.0% (27), Q2_K 4.7% (1), Q6_K 0.1% (6)"
Our MoQ,MoQ-3.8,12715042400,12.7150424,11.84180602,3.72319696,7.122706,0.045942,6.950282,0.044932,0.04819,0.000382,14.569729,1.624749,0.437946,0.161417,0.022377,6.077,90.109,134.4476103,866,27320697856,"IQ3_S 60.9% (227), IQ4_XS 29.2% (142), Q3_K 4.7% (1), IQ3_XXS 3.7% (32), Q6_K 0.7% (4), Q5_K 0.7% (2), Q8_0 0.2% (2), BF16 0.1% (96)"
Our MoQ,MoQ-4.1,14136825440,14.13682544,13.16594467,4.139521037,7.068801,0.045795,6.950282,0.044932,0.03146,0.000297,16.211906,1.056327,0.285069,0.102749,0.014744,4.915,91.872,135.2048469,866,27320697856,"IQ4_XS 59.9% (254), IQ3_S 26.1% (80), Q4_K 6.5% (20), IQ4_NL 3.7% (16), Q5_K 2.8% (34), Q6_K 0.7% (4), Q8_0 0.2% (2), BF16 0.1% (96)"
Our MoQ,MoQ-4.3,14889711200,14.8897112,13.86712417,4.359979757,7.045628,0.045636,6.950282,0.044932,0.0245,0.000233,12.517167,0.805452,0.216612,0.077038,0.012293,4.332,92.648,135.7567087,866,27320697856,"IQ4_XS 67.6% (258), Q4_K 30.4% (128), Q6_K 0.7% (4), Q5_K 0.7% (2), IQ3_XXS 0.3% (16), Q8_0 0.2% (2), Q2_K 0.1% (96)"
Our MoQ,MoQ-4.6,15129368160,15.12936816,14.09032211,4.430155698,7.014436,0.045464,6.950282,0.044932,0.020171,0.000218,12.15505,0.758995,0.200817,0.065882,0.008432,3.936,93.809,134.8057683,866,27320697856,"IQ4_XS 86.6% (352), Q5_K 11.8% (20), Q4_K 0.7% (128), Q6_K 0.7% (4), Q8_0 0.2% (2)"
Our MoQ,MoQ-4.8,16037615200,16.0376152,14.93619308,4.696107042,7.008832,0.045411,6.950282,0.044932,0.017282,0.00021,12.204391,0.650152,0.169743,0.056426,0.007149,3.584,94.339,137.5041961,866,27320697856,"IQ4_XS 65.7% (288), Q5_K 32.7% (84), Q6_K 0.7% (4), Q4_K 0.7% (80), Q8_0 0.2% (2)"
Our MoQ,MoQ-4.9,16411252320,16.41125232,15.28416976,4.805514824,7.021034,0.04555,6.950282,0.044932,0.016342,0.0002,17.640537,0.651529,0.162814,0.053539,0.006743,3.53,94.423,141.1051134,866,27320697856,"IQ4_XS 56.8% (256), Q5_K 41.9% (132), Q6_K 0.7% (4), Q4_K 0.4% (112), Q8_0 0.2% (2)"
Our MoQ,MoQ-5.1,17339078240,17.33907824,16.14827499,5.077199223,7.020549,0.045583,6.950282,0.044932,0.012857,0.000154,8.997525,0.487299,0.123491,0.041153,0.005481,3.134,94.968,143.431954,866,27320697856,"Q5_K 62.8% (196), IQ4_XS 35.6% (176), Q6_K 0.7% (4), Q4_K 0.6% (32), Q8_0 0.2% (2), BF16 0.1% (96)"
Unsloth,UD-IQ2_XXS,9010048064,9.010048064,8.39126116,2.638306858,7.957195,0.052513,6.950282,0.044932,0.163689,0.000991,15.348619,4.714475,1.739405,0.555111,0.077528,11.822,82.389,152.8016501,866,27320697856,"IQ2_S 64.5% (208), IQ3_XXS 9.5% (80), IQ2_XS 9.2% (48), IQ2_XXS 5.5% (48), Q3_K 4.8% (2), Q2_K 4.7% (1), IQ4_XS 1.7% (23), IQ1_M 0.1% (96)"
Unsloth,UD-IQ2_M,10319907904,10.3199079,9.611163199,3.021857775,7.507406,0.049109,6.950282,0.044932,0.103564,0.000712,17.452929,3.590751,1.076759,0.33183,0.049609,9.332,85.496,143.0807505,866,27320697856,"IQ3_XXS 56.5% (224), IQ2_S 20.9% (64), IQ3_S 11.7% (99), Q2_K 4.7% (1), Q3_K 4.7% (1), IQ4_XS 1.5% (21), IQ1_M 0.1% (96)"
Unsloth,UD-Q2_K_XL,10676423744,10.67642374,9.943194449,3.126252133,7.403969,0.048319,6.950282,0.044932,0.091579,0.000642,15.962362,3.107871,0.925859,0.28854,0.045107,8.708,86.16,139.3403591,866,27320697856,"IQ3_XXS 77.4% (288), IQ3_S 11.7% (99), Q2_K 4.7% (1), Q3_K 4.7% (1), IQ4_XS 1.5% (21), IQ1_M 0.1% (96)"
Unsloth,UD-IQ3_XXS,11913559104,11.9135591,11.09536654,3.488507993,7.24624,0.046971,6.950282,0.044932,0.054517,0.000471,14.718587,2.25904,0.627471,0.185082,0.020561,6.766,90.359,140.511719,866,27320697856,"IQ3_S 53.6% (195), IQ3_XXS 26.4% (112), IQ4_XS 10.7% (149), Q2_K 4.7% (1), Q5_K 4.7% (1)"
Unsloth,UD-Q3_K_XL,13441059904,13.4410599,12.51796252,3.935788163,7.111811,0.045892,6.950282,0.044932,0.031355,0.000313,15.984297,1.24832,0.353498,0.103949,0.012276,5.129,92.396,139.6360067,866,27320697856,"IQ4_XS 47.9% (357), IQ3_S 42.4% (130), Q5_K 5.0% (18), Q3_K 4.7% (1)"
Unsloth,UD-Q4_K_XL,17923394624,17.92339462,16.69246203,5.248297747,6.976017,0.045138,6.950282,0.044932,0.00864,0.000167,16.768026,0.42288,0.090719,0.027377,0.003062,2.614,96.073,145.8000825,866,27320697856,"Q5_K 68.9% (325), IQ4_XS 21.2% (65), Q6_K 5.2% (19), Q4_K 4.7% (97)"
Unsloth,UD-Q5_K_XL,20218178624,20.21817862,18.82964617,5.920252471,6.9673,0.045101,6.950282,0.044932,0.004526,0.000169,13.261263,0.200576,0.040594,0.013022,0.001629,1.849,97.153,155.024853,866,27320697856,"Q5_K 61.8% (275), Q6_K 37.6% (165), Q8_0 0.5% (18)"
Unsloth,UD-Q6_K_XL,25924152384,25.92415238,24.14374834,7.591065944,6.953912,0.044986,6.950282,0.044932,0.001331,5.10E-05,3.6362,0.0628,0.011536,0.003536,0.000445,1.107,98.493,156.2973565,866,27320697856,"Q8_0 52.8% (279), Q6_K 47.1% (131), Q5_K 0.1% (96)"