Quantization,Size_GiB,PPL_Score,KLD_Score,MDL_norm,Num_Tokens,KLD_99,BPW
mradermacher_i1-IQ4_XS,17.443,7.426015,0.035131,142.43658822933267,72192,1.520988,4.320
mradermacher_i1-Q4_0,18.44,7.473715,0.059360,150.42182554954604,72192,3.349420,4.567
mradermacher_i1-Q4_K_S,18.524,7.499771,0.035967,151.09884654464742,72192,1.891432,4.588
mradermacher_i1-Q4_K_M,19.713,7.463653,0.031677,160.603881914001,72192,1.500736,4.883
mradermacher_i1-Q4_1,20.348,7.529849,0.038358,165.6966209340691,72192,2.079206,5.040
mradermacher_i1-Q5_K_S,22.334,7.359026,0.020913,181.55151483177727,72192,1.305873,5.533
mradermacher_i1-Q5_K_M,23.031,7.355089,0.020523,187.12674279886716,72192,1.355754,5.705
mradermacher_i1-Q6_K,26.556,7.364891,0.013445,215.3286641736083,72192,1.010739,6.579
batiai_IQ4_XS,17.443,7.451128,0.036061,142.44145884662444,72192,1.912124,4.320
batiai_Q4_K_M,19.713,7.464193,0.031505,160.60398629012096,72192,1.606371,4.883
batiai_Q5_K_M,23.031,7.382705,0.018182,187.13214951209437,72192,1.007116,5.705
batiai_Q6_K,26.556,7.388789,0.014525,215.33333793042567,72192,0.874168,6.579
batiai_Q8_0,34.369,7.362404,0.009635,277.8321769174488,72192,0.875084,8.515
sphaela_Q4_0,18.361,7.459525,0.062128,149.7870837669467,72192,3.098408,4.548
sphaela_Q4_K_M,18.361,7.515641,0.038733,149.79789615511754,72192,1.833427,4.548
sphaela_Q4_K_S,18.361,7.515641,0.038733,149.79789615511754,72192,1.833427,4.548
0xSero_Q4_0,18.361,7.486566,0.068531,149.79230412311435,72192,3.092771,4.548
worthdoing_Q4_K_S,18.524,7.788397,0.068062,151.15332642480467,72192,3.560123,4.588
0xSero_IQ4_NL,18.578,7.450601,0.047391,151.5213568047356,72192,2.141885,4.602
MXFP4_MOE,18.875,7.372258,0.037835,153.8821065604976,72192,1.747079,4.675
0xSero_DYNAMIC,19.075,7.483691,0.042753,155.50374999123892,72192,2.160737,4.725
0xSero_Q4_K_M,19.713,7.653804,0.055895,160.64017695668338,72192,2.917688,4.883
worthdoing_Q4_K_M,19.713,7.660640,0.056077,160.64146492560403,72192,2.750742,4.883
steampunque_Q4_K_H,19.925,7.538357,0.041208,162.31425011948275,72192,2.585083,4.935
sphaela_Q4_1,20.348,7.522974,0.082678,165.69530310430446,72192,3.324150,5.040
sphaela_Q5_0,22.334,7.477889,0.030836,181.57463105633408,72192,2.128659,5.533
sphaela_Q5_K_M,22.334,7.761252,0.063122,181.62828939835262,72192,2.978244,5.533
sphaela_Q5_K_S,22.334,7.761252,0.063122,181.62828939835262,72192,2.978244,5.533
worthdoing_Q5_K_S,22.334,7.431824,0.027020,181.56571633630966,72192,1.514734,5.533
0xSero_Q5_K_M,23.031,7.425827,0.026154,187.14055170501902,72192,1.687057,5.705
worthdoing_Q5_K_M,23.031,7.420394,0.025840,187.13949579153004,72192,1.453986,5.705
sphaela_Q5_1,24.321,7.361528,0.033787,197.4480052512312,72192,2.046225,6.025
0xSero_Q6_K,26.556,7.397018,0.014817,215.3349437864628,72192,0.819281,6.579
sphaela_Q8_0,34.369,7.349076,0.009761,277.8295628711712,72192,0.676150,8.515
0xSero_Q8_0,34.369,7.355320,0.009181,277.8307881086277,72192,0.640894,8.515
worthdoing_Q8_0,34.369,7.363255,0.009321,277.83234366495816,72192,0.691923,8.515
AesSedai_IQ4_XS,16.405,7.570040,0.035996,134.16030092341435,72192,1.669282,4.063
AesSedai_Q4_K_M,20.624,7.367143,0.016405,167.87310524634236,72192,0.962259,5.109
AesSedai_Q5_K_M,24.452,7.355996,0.011521,198.4949206952499,72192,0.808359,6.057
AesSedai_Q6_K,27.108,7.369134,0.010935,219.7454950877988,72192,0.785779,6.716
bartowski_IQ4_XS,17.515,7.409366,0.032072,143.0093501001846,72192,1.813745,4.338
bartowski_IQ4_NL,18.497,7.411187,0.031247,150.86570462780347,72192,1.591901,4.582
bartowski_Q4_0,18.573,7.379371,0.040132,151.46749784963876,72192,2.292114,4.600
bartowski_Q4_K_S,19.178,7.469551,0.027690,156.32502152420034,72192,1.507139,4.750
bartowski_Q4_K_M,19.922,7.433477,0.025066,162.27003718752047,72192,1.385922,4.935
bartowski_Q4_K_L,20.274,7.395230,0.022723,165.07859501746626,72192,1.161044,5.022
bartowski_Q4_1,20.465,7.438778,0.030026,166.615065643089,72192,1.434557,5.069
bartowski_Q5_K_S,22.497,7.377050,0.016080,182.8590440139536,72192,0.877640,5.573
bartowski_Q5_K_M,23.299,7.381860,0.014800,189.2759843765403,72192,0.816861,5.772
bartowski_Q5_K_L,23.592,7.351717,0.014274,191.61408123200306,72192,1.021982,5.844
bartowski_Q6_K,27.989,7.383049,0.010854,226.7962167334627,72192,0.731767,6.934
bartowski_Q6_K_L,28.219,7.368314,0.010529,228.63333454305118,72192,0.764405,6.991
bartowski_Q8_0,34.379,7.354382,0.009451,277.9106041146963,72192,0.733638,8.518
unsloth_UD-IQ4_XS,16.513,7.599112,0.036342,135.02983084118173,72192,1.619864,4.090
unsloth_UD-IQ4_NL,16.802,7.602229,0.036445,137.3424224837882,72192,1.898526,4.161
unsloth_UD-IQ4_NL_XL,18.161,7.476980,0.025694,148.1904556740163,72192,1.354680,4.498
unsloth_UD-Q4_K_S,19.458,7.422022,0.020062,158.5558122774089,72192,1.255272,4.820
unsloth_MXFP4_MOE,20.215,7.346848,0.026420,164.5971254268056,72192,1.186455,5.007
unsloth_UD-Q4_K_M,20.614,7.400288,0.016585,167.79958141778033,72192,0.791560,5.106
unsloth_UD-Q4_K_XL,20.825,7.393556,0.016808,169.4862684089794,72192,1.070779,5.158
unsloth_UD-Q5_K_S,23.229,7.343419,0.012991,188.7084519194575,72192,0.971944,5.754
unsloth_UD-Q5_K_M,24.639,7.339658,0.011592,199.98771284056178,72192,0.777676,6.104
unsloth_UD-Q5_K_XL,24.766,7.352658,0.011761,201.0062658812704,72192,0.770376,6.135
unsloth_UD-Q6_K,27.296,7.362207,0.010109,221.2481383139267,72192,0.751166,6.762
unsloth_UD-Q6_K_XL,29.657,7.378086,0.009570,240.13924660538547,72192,0.658147,7.347
unsloth_Q8_0,34.369,7.360562,0.009532,277.83181592438814,72192,0.783307,8.515
unsloth_UD-Q8_K_XL,35.81,7.360872,0.009616,289.3598766841569,72192,0.747915,8.872
lmstudio_Q4_K_M,19.713,7.653804,0.055895,160.64017695668338,72192,2.917688,4.883
lmstudio_Q6_K,26.556,7.397056,0.014816,215.33495119786434,72192,0.819281,6.579
lmstudio_Q8_0,34.369,7.355369,0.009182,277.83079771960604,72192,0.640894,8.515
mudler_APEX-I-Mini,13.333,7.777609,0.087271,109.6233267086806,72192,3.065409,3.302
mudler_APEX-Compact,16.105,7.625708,0.062095,131.7708712891263,72192,2.529670,3.989
mudler_APEX-I-Compact,16.105,7.479947,0.043432,131.74302804777227,72192,1.820640,3.989
mudler_APEX-Quality,21.252,7.396510,0.018793,172.90284470406928,72192,1.241888,5.264
mudler_APEX-I-Quality,21.252,7.334849,0.017030,172.89076726594044,72192,1.277997,5.264
mudler_APEX-Balanced,23.865,7.385297,0.016136,193.80465594019267,72192,0.978521,5.912
mudler_APEX-I-Balanced,23.865,7.345131,0.015009,193.79678822139624,72192,1.151828,5.912
Thireus_4.0579bpw,16.384,7.763078,0.066857,134.02862878319652,72192,2.273288,4.058
Thireus_4.5077bpw,18.262,7.601767,0.046067,149.02233480616593,72192,1.014056,4.523
Thireus_4.8273bpw,19.551,7.579173,0.043324,159.330040437593,72192,0.879808,4.843
Thireus_5.1174bpw,20.659,7.528659,0.041167,168.18439291584815,72192,0.928671,5.117
Thireus_5.5079bpw,22.235,7.563483,0.039310,180.7990507515971,72192,0.820752,5.508
Thireus_5.7548bpw,23.231,7.564565,0.038382,188.76725712270814,72192,0.957410,5.755
Thireus_6.0569bpw,24.45,7.370104,0.010921,198.48168497742424,72192,0.621259,6.057
Thireus_6.7626bpw,27.298,7.369260,0.010479,221.2655197552863,72192,0.699136,6.763