file,eval,size_gb,bpw,ffn_down_exps,ffn_up_exps,ppl,ppl_err,kld_mean,kld_mean_err,kld_median,kld_q99,kld_q999,kld_max,same_top_pct,rms_dp_pct,tg_none,tg_mtp,tg_dflash,pp_none,accept_mtp,meanlen_mtp,accept_dflash,meanlen_dflash
AD-IQ4_NL,code,19.65,4.78,iq4_nl,iq4_nl,,,0.013064,0.000112,0.001646,0.156824,0.57117,4.069042,96.112,3.714,326.4623882682476,240.75805079874493,176.78948526857417,181.94578015751307,0.70326,3.53,0.50407,3.24
AD-IQ4_NL,neutral,19.65,4.78,iq4_nl,iq4_nl,,,0.017276,9.9e-05,0.007074,0.156947,0.456773,4.619172,93.487,3.616,326.4623882682476,240.75805079874493,176.78948526857417,181.94578015751307,0.70326,3.53,0.50407,3.24
AD-IQ4_NL-Q2_0,code,15.52,3.73,iq4_nl,q2_0,,,0.780571,0.002988,0.234217,6.224815,10.254623,22.665001,70.805,28.933,343.6305078601183,206.9134972260659,162.5432161776012,175.34923723081806,0.58056,3.32,0.38916,2.93
AD-IQ4_NL-Q2_0,neutral,15.52,3.73,iq4_nl,q2_0,,,1.097152,0.002671,0.761925,5.586648,8.612923,13.800392,53.029,31.321,343.6305078601183,206.9134972260659,162.5432161776012,175.34923723081806,0.58056,3.32,0.38916,2.93
AD-Q2_0,code,11.39,2.68,q2_0,q2_0,,,1.62388,0.00468,0.832664,8.892323,12.560822,18.028603,57.35,41.006,358.4120197054928,278.07941670061547,169.0390594328655,174.1214123733992,0.77946,3.59,0.44612,3.0
AD-Q2_0,neutral,11.39,2.68,q2_0,q2_0,,,2.402711,0.004255,2.035845,8.484896,11.602044,17.425379,33.519,43.879,358.4120197054928,278.07941670061547,169.0390594328655,174.1214123733992,0.77946,3.59,0.44612,3.0
AD-Q5_1-IQ4_NL,code,22.4,5.47,q5_1,iq4_nl,,,0.010137,8.9e-05,0.001291,0.122951,0.437563,3.83773,96.555,3.267,318.09372790739656,232.21009440501388,160.84410988869587,179.96169386801952,0.69527,3.53,0.42347,3.04
AD-Q5_1-IQ4_NL,neutral,22.4,5.47,q5_1,iq4_nl,,,0.013446,8.4e-05,0.005438,0.122586,0.370903,4.748237,94.158,3.171,318.09372790739656,232.21009440501388,160.84410988869587,179.96169386801952,0.69527,3.53,0.42347,3.04
AD-Q8_0-Q5_0,code,28.83,7.1,q8_0,q5_0,,,0.005518,5.2e-05,0.000678,0.068044,0.247305,3.209908,97.46,2.403,304.0516401305598,226.49582086898516,160.25114559537707,177.5575688141268,0.72072,3.59,0.46335,3.12
AD-Q8_0-Q5_0,neutral,28.83,7.1,q8_0,q5_0,,,0.007488,5.5e-05,0.002699,0.075062,0.243373,3.85672,95.73,2.366,304.0516401305598,226.49582086898516,160.25114559537707,177.5575688141268,0.72072,3.59,0.46335,3.12
NVFP4-ggml-org,neutral,22.46,4.5,nvfp4,nvfp4,,,0.062326,0.000226,0.038933,0.408971,1.025598,5.402422,86.751,6.715,,,,,,,,
Q4_K_M,code,25.02,6.24,q8_0*,q5_0*,,,0.01818,0.000139,0.002601,0.207318,0.738469,4.005578,95.452,4.371,348.5125050643224,236.506002226704,161.4620713484747,177.7100787001777,0.71557,3.56,0.43038,3.02
Q4_K_M,neutral,25.02,6.24,q8_0*,q5_0*,,,0.025424,0.000145,0.011582,0.21882,0.695045,6.302866,91.875,4.309,348.5125050643224,236.506002226704,161.4620713484747,177.7100787001777,0.71557,3.56,0.43038,3.02
Q5_K_M,code,26.59,6.94,q5_1*,q5_0*,,,0.012872,0.000111,0.001786,0.147756,0.550749,3.80218,96.083,3.653,338.7393307696412,214.1364306026656,159.80146266278774,178.71655979132714,0.65418,3.44,0.44216,3.07
Q5_K_M,neutral,26.59,6.94,q5_1*,q5_0*,,,0.017807,0.000107,0.007604,0.158986,0.500759,5.114356,93.221,3.621,338.7393307696412,214.1364306026656,159.80146266278774,178.71655979132714,0.65418,3.44,0.44216,3.07
Q8_0,,35.0,8.5,q8_0,q8_0,,,,,,,,,,,290.5665393743085,189.50241876149744,143.103792465156,188.31800634003955,0.61429,3.41,0.40404,3.02