Model,Ordinal (Win rate),Cardinal (Score),RO Stability,Stress,CFI,SRMR,RMSEA Ministrations-8B-v1,0.5954415954415954,0.5629212654972728,0.5060368869776407,0.22452742393237857,0.5590166666666667,0.42490000000000006,0.4303666666666667 Cydonia-22B-v1.2,0.7069088319088319,0.6554547368791501,0.6193557112491432,0.19415994996337282,0.6361166666666667,0.3338083333333334,0.3419333333333332 Nautilus-70B-v0.1,0.7834757834757835,0.7074335111695115,0.6326443266767067,0.1814758840174009,0.7506972222222221,0.20927777777777778,0.23105277777777777 Ministral-8B-Instruct-2410,0.5473646723646723,0.5196862499633303,0.4120903823316509,0.24045486295329566,0.5791333333333334,0.4199666666666668,0.4095833333333334 llama-3.1-nemotron-70B-instruct,0.8714387464387464,0.751782963334874,0.7174031652092134,0.16209339860230643,0.7561694444444446,0.21189444444444439,0.23753055555555547 hermes_3_llama_3.1_70b,0.5352564102564101,0.47953495168653426,0.2589918470169178,0.22941277457539844,0.6493000000000001,0.3096972222222222,0.3098777777777778 hermes_3_llama_3.1_8b,0.4223646723646724,0.4117221943281449,0.16520527634373441,0.25311021741644446,0.5822944444444444,0.3526722222222223,0.3435555555555555 gemma-2-2b-it,0.33012820512820507,0.3309858600428668,0.14746606707946294,0.263080165752695,0.40932500000000005,0.550475,0.5377472222222222 gemma-2-9b-it,0.707977207977208,0.6020857503693501,0.43782539244147833,0.20116278903333318,0.7543666666666667,0.23989444444444452,0.24792499999999995 gemma-2-27b-it,0.5975783475783476,0.5270946699366518,0.3917304045417486,0.2058170364515589,0.5997861111111111,0.37121111111111116,0.37292222222222227 phi-3-mini-128k-instruct,0.30128205128205127,0.32984992817164005,0.039299993295009855,0.281800547806919,0.5861361111111111,0.42524166666666674,0.3974944444444444 phi-3-medium-128k-instruct,0.2977207977207977,0.30802986933853177,0.09692037989916814,0.2651981204439735,0.43025555555555556,0.5503277777777777,0.5381722222222222 phi-3.5-mini-instruct,0.21972934472934474,0.2680653144619754,0.0361229186530762,0.28422749224983457,0.40715555555555555,0.5721138888888888,0.5507833333333333 phi-3.5-MoE-instruct,0.35826210826210825,0.36128192067041315,0.10985291697837646,0.2739229692168671,0.5530944444444444,0.4248777777777778,0.40345 Mistral-7B-Instruct-v0.1,0.198005698005698,0.26609566354811315,0.027216280472015988,0.2829498135031582,0.38917777777777773,0.5561138888888888,0.530213888888889 Mistral-7B-Instruct-v0.2,0.3148148148148148,0.32133832899241477,0.14417876497818388,0.265188983528973,0.3802722222222222,0.5727305555555555,0.5483611111111111 Mistral-7B-Instruct-v0.3,0.23361823361823364,0.26572479479146804,0.07960539866974455,0.2742399030139009,0.31385,0.6241,0.6081333333333333 Mixtral-8x7B-Instruct-v0.1,0.3970797720797721,0.3819009850972602,0.21473356319081474,0.2624402608740656,0.45275,0.5034666666666667,0.4905694444444444 Mixtral-8x22B-Instruct-v0.1,0.3108974358974359,0.31529864972153404,0.1414001940345544,0.2548838005881672,0.3772361111111111,0.5810888888888889,0.5844750000000001 command_r_plus,0.5491452991452992,0.4995356672762356,0.3429686514651868,0.23811982320641845,0.6033000000000001,0.3740166666666668,0.3667527777777777 llama_3_8b_instruct,0.4565527065527065,0.4295836112681494,0.24527785038654715,0.245806400289881,0.5498222222222222,0.42656388888888896,0.42189444444444446 llama_3_70b_instruct,0.7589031339031339,0.6839540364836003,0.607020698814379,0.18525883672204868,0.7210055555555557,0.2346083333333333,0.25758888888888887 llama_3.1_8b_instruct,0.5373931623931624,0.4786874422110324,0.4295080949846363,0.22060228669473025,0.4305722222222223,0.5455027777777777,0.553 llama_3.1_70b_instruct,0.805911680911681,0.7172545013390067,0.691365862744007,0.1709718847084183,0.6979472222222223,0.2636777777777777,0.2907250000000001 llama_3.1_405b_instruct_4bit,0.7272079772079771,0.6490864350383405,0.7232098126552619,0.1702199925365422,0.4875722222222223,0.4963444444444445,0.5211555555555556 llama_3.2_1b_instruct,0.19729344729344728,0.2522036562381785,0.027192115495770382,0.29255310096654275,0.37450000000000006,0.5990222222222223,0.5740638888888888 llama_3.2_3b_instruct,0.358974358974359,0.3615804465210719,0.13450325180647235,0.27485276839064654,0.5017,0.44956666666666667,0.4226500000000001 Qwen2-7B-Instruct,0.37037037037037035,0.36370005127542027,0.25108519506513916,0.25776537005719313,0.3560861111111111,0.6009722222222222,0.5920888888888889 Qwen2-72B-Instruct,0.5641025641025641,0.5461212335522644,0.6465993243020925,0.20297742879025626,0.3045,0.6543138888888889,0.6646361111111111 Qwen2.5-0.5B-Instruct,0.2706552706552707,0.3005554090516966,0.002970456550606876,0.2928913315666324,0.5371250000000001,0.44709722222222226,0.404575 Qwen2.5-7B-Instruct,0.5680199430199431,0.5163098181421168,0.333554494486959,0.2505866550331236,0.6473694444444444,0.30400277777777773,0.29651944444444434 Qwen2.5-32B-Instruct,0.7272079772079771,0.656917654644944,0.6724190751477237,0.1806656189868978,0.5603222222222223,0.40237500000000004,0.41161666666666663 Qwen2.5-72B-Instruct,0.8108974358974359,0.7104489147495714,0.6974116787371809,0.16176650806326276,0.6734583333333333,0.2993,0.3184472222222223 gpt-3.5-turbo-0125,0.21723646723646722,0.28218378886707396,0.08240359836763214,0.28728574920060357,0.3873055555555555,0.599925,0.572238888888889 gpt-4o-0513,0.6688034188034188,0.5989532974661671,0.5122163952167618,0.19201420113771173,0.6235416666666667,0.34458611111111115,0.3441805555555555 gpt-4o-mini-2024-07-18,0.33547008547008544,0.3418785071827972,0.13575309046266867,0.2707065266105181,0.44214722222222214,0.5004583333333332,0.47896666666666665 Mistral-Large-Instruct-2407,0.826923076923077,0.7374229691535793,0.7644582301049158,0.16944638941325085,0.6510750000000001,0.31028611111111104,0.3297916666666667 Mistral-Nemo-Instruct-2407,0.5487891737891738,0.5262426956484347,0.4414072595011627,0.21142636170606344,0.5161,0.42923055555555545,0.43113055555555546 Mistral-Small-Instruct-2409,0.75997150997151,0.6890378862258165,0.6416815833333804,0.1894343546381,0.6840472222222221,0.2601583333333335,0.2888777777777778 dummy,0.1727207977207977,0.2291015386716794,-0.009004148398032956,0.2928877637010999,0.3755222222222222,0.622275,0.5915305555555557