dataset,tier,task,modality,entry,model,encoding,metric,test_error,test_error_std,test_score,folds,n_train
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,CatBoost (Frozen),CatBoost,frozen,roc_auc,0.096204,0.003273,0.903796,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,CatBoost (TAR),CatBoost,tar,roc_auc,0.085345,0.003196,0.914655,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,Causilo (Frozen),Causilo,frozen,roc_auc,0.090035,0.003681,0.909965,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,Causilo (TAR),Causilo,tar,roc_auc,0.081596,0.00319,0.918404,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,ConTextTab,ConTextTab,end-to-end,roc_auc,0.094719,0.003129,0.905281,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,roc_auc,0.090511,0.00326,0.909489,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,roc_auc,0.081597,0.002853,0.918403,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,roc_auc,0.08931,0.004147,0.91069,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,roc_auc,0.081515,0.003143,0.918485,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,roc_auc,0.089452,0.003985,0.910548,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,roc_auc,0.081401,0.002992,0.918599,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,roc_auc,0.089873,0.003529,0.910127,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,roc_auc,0.081613,0.002971,0.918387,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,LightGBM (Frozen),LightGBM,frozen,roc_auc,0.101041,0.003906,0.898959,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,LightGBM (TAR),LightGBM,tar,roc_auc,0.0891,0.003771,0.9109,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,roc_auc,0.089065,0.003888,0.910935,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,LimiX-2 (TAR),LimiX-2,tar,roc_auc,0.081506,0.002894,0.918494,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,roc_auc,0.089962,0.003734,0.910038,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,roc_auc,0.08146,0.00321,0.91854,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,RandomForest (Frozen),RandomForest,frozen,roc_auc,0.108301,0.004207,0.891699,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,RandomForest (TAR),RandomForest,tar,roc_auc,0.088187,0.004015,0.911813,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,RealMLP (Frozen),RealMLP,frozen,roc_auc,0.094207,0.00444,0.905793,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,RealMLP (TAR),RealMLP,tar,roc_auc,0.085536,0.003675,0.914464,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabDPT (Frozen),TabDPT,frozen,roc_auc,0.094025,0.003631,0.905975,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabDPT (TAR),TabDPT,tar,roc_auc,0.08378,0.003192,0.91622,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,roc_auc,0.090632,0.003681,0.909368,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,roc_auc,0.081654,0.00327,0.918346,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabFM (Frozen),TabFM,frozen,roc_auc,0.089504,0.00369,0.910496,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabFM (TAR),TabFM,tar,roc_auc,0.081484,0.003195,0.918516,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,roc_auc,0.090425,0.003853,0.909575,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabICLv2 (TAR),TabICLv2,tar,roc_auc,0.081953,0.003145,0.918047,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabM (Frozen),TabM,frozen,roc_auc,0.092404,0.00424,0.907596,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabM (TAR),TabM,tar,roc_auc,0.084046,0.003392,0.915954,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,roc_auc,0.090482,0.003601,0.909518,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,roc_auc,0.082082,0.003221,0.917918,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,roc_auc,0.0898,0.003733,0.9102,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,roc_auc,0.081788,0.003107,0.918212,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,roc_auc,0.090579,0.003661,0.909421,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,roc_auc,0.081957,0.002976,0.918043,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,roc_auc,0.092732,0.002914,0.907268,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,roc_auc,0.082887,0.00312,0.917113,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,roc_auc,0.090704,0.003579,0.909296,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,roc_auc,0.082222,0.002973,0.917778,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,roc_auc,0.094861,0.003855,0.905139,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,XGBoost (Frozen),XGBoost,frozen,roc_auc,0.10787,0.003478,0.89213,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,XGBoost (TAR),XGBoost,tar,roc_auc,0.091642,0.004934,0.908358,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,roc_auc,0.091,0.00366,0.909,6,10000.0
BIN_IMAGE_CELEB_ATTRACTIVENESS,core,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,roc_auc,0.08234,0.003107,0.91766,6,10000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,CatBoost (Frozen),CatBoost,frozen,roc_auc,0.256522,0.005162,0.743478,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,CatBoost (TAR),CatBoost,tar,roc_auc,0.271227,0.025779,0.728773,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,Causilo (Frozen),Causilo,frozen,roc_auc,0.221443,0.00608,0.778557,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,Causilo (TAR),Causilo,tar,roc_auc,0.234306,0.022881,0.765694,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,ConTextTab,ConTextTab,end-to-end,roc_auc,0.25616,0.009628,0.74384,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,roc_auc,0.233824,0.003623,0.766176,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,roc_auc,0.244276,0.016758,0.755724,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,roc_auc,0.199876,0.005299,0.800124,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,roc_auc,0.216102,0.022836,0.783898,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,roc_auc,0.18031,0.005627,0.81969,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,roc_auc,0.208943,0.029477,0.791057,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,roc_auc,0.22085,0.00691,0.77915,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,roc_auc,0.233918,0.019042,0.766082,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,LightGBM (Frozen),LightGBM,frozen,roc_auc,0.272765,0.00211,0.727235,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,LightGBM (TAR),LightGBM,tar,roc_auc,0.281255,0.016804,0.718745,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,roc_auc,0.17532,0.005949,0.82468,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,LimiX-2 (TAR),LimiX-2,tar,roc_auc,0.198368,0.023977,0.801632,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,roc_auc,0.200981,0.011594,0.799019,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,roc_auc,0.220092,0.024432,0.779908,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,RandomForest (Frozen),RandomForest,frozen,roc_auc,0.290779,0.00497,0.709221,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,RandomForest (TAR),RandomForest,tar,roc_auc,0.290199,0.015808,0.709801,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,RealMLP (Frozen),RealMLP,frozen,roc_auc,0.240233,0.015061,0.759767,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,RealMLP (TAR),RealMLP,tar,roc_auc,0.242002,0.015887,0.757998,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabDPT (Frozen),TabDPT,frozen,roc_auc,0.24066,0.003961,0.75934,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabDPT (TAR),TabDPT,tar,roc_auc,0.250409,0.02022,0.749591,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,roc_auc,0.224657,0.004856,0.775343,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,roc_auc,0.237082,0.021971,0.762918,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabFM (Frozen),TabFM,frozen,roc_auc,0.193612,0.0053,0.806388,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabFM (TAR),TabFM,tar,roc_auc,0.212808,0.024885,0.787192,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,roc_auc,0.223264,0.004737,0.776736,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabICLv2 (TAR),TabICLv2,tar,roc_auc,0.236324,0.021553,0.763676,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabM (Frozen),TabM,frozen,roc_auc,0.228192,0.005245,0.771808,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabM (TAR),TabM,tar,roc_auc,0.244716,0.019723,0.755284,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,roc_auc,0.217998,0.005279,0.782002,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,roc_auc,0.230084,0.020199,0.769916,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,roc_auc,0.211919,0.004978,0.788081,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,roc_auc,0.223936,0.020185,0.776064,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,roc_auc,0.214658,0.005875,0.785342,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,roc_auc,0.226119,0.020762,0.773881,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,roc_auc,0.238518,0.009336,0.761482,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,roc_auc,0.249226,0.022241,0.750774,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,roc_auc,0.226522,0.006538,0.773478,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,roc_auc,0.239065,0.021376,0.760935,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,roc_auc,0.267191,0.014131,0.732809,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,XGBoost (Frozen),XGBoost,frozen,roc_auc,0.29582,0.004643,0.70418,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,XGBoost (TAR),XGBoost,tar,roc_auc,0.307842,0.026349,0.692158,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,roc_auc,0.227782,0.005977,0.772218,6,6000.0
BIN_IMAGE_HATEFUL_MEME,core,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,roc_auc,0.239498,0.021843,0.760502,6,6000.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,CatBoost (Frozen),CatBoost,frozen,roc_auc,0.250659,0.008673,0.749341,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,CatBoost (TAR),CatBoost,tar,roc_auc,0.249429,0.009994,0.750571,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,Causilo (Frozen),Causilo,frozen,roc_auc,0.176586,0.00697,0.823414,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,Causilo (TAR),Causilo,tar,roc_auc,0.218949,0.019,0.781051,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,ConTextTab,ConTextTab,end-to-end,roc_auc,0.238045,0.012386,0.761955,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,roc_auc,0.216909,0.012882,0.783091,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,roc_auc,0.220864,0.009013,0.779136,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,roc_auc,0.14258,0.017018,0.85742,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,roc_auc,0.177519,0.016609,0.822481,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,roc_auc,0.147006,0.013007,0.852994,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,roc_auc,0.176529,0.02092,0.823471,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,roc_auc,0.156098,0.013882,0.843902,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,roc_auc,0.201117,0.0139,0.798883,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,LightGBM (Frozen),LightGBM,frozen,roc_auc,0.267999,0.007242,0.732001,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,LightGBM (TAR),LightGBM,tar,roc_auc,0.267157,0.006811,0.732843,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,roc_auc,0.134811,0.008861,0.865189,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,LimiX-2 (TAR),LimiX-2,tar,roc_auc,0.15591,0.016464,0.84409,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,roc_auc,0.144786,0.006971,0.855214,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,roc_auc,0.157449,0.010326,0.842551,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,RandomForest (Frozen),RandomForest,frozen,roc_auc,0.27978,0.01298,0.72022,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,RandomForest (TAR),RandomForest,tar,roc_auc,0.276339,0.009665,0.723661,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,RealMLP (Frozen),RealMLP,frozen,roc_auc,0.258179,0.012889,0.741821,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,RealMLP (TAR),RealMLP,tar,roc_auc,0.263718,0.023102,0.736282,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,TabDPT (Frozen),TabDPT,frozen,roc_auc,0.220483,0.012387,0.779517,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,TabDPT (TAR),TabDPT,tar,roc_auc,0.228114,0.005351,0.771886,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,roc_auc,0.214785,0.010972,0.785215,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,roc_auc,0.2228,0.004418,0.7772,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,TabFM (Frozen),TabFM,frozen,roc_auc,0.103099,0.004859,0.896901,6,3468.0
BIN_IMAGE_MAMMOGRAPHY_CMMD,core,classification,image,TabFM (TAR),TabFM,tar,roc_auc,0.138054,0.017764,0.861946,6,3468.0
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BIN_TEXT_OSHA_INJURY,extended,classification,text,Mitra-v2 (Frozen),Mitra-v2,frozen,roc_auc,0.387987,0.017482,0.612013,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,Mitra-v2 (TAR),Mitra-v2,tar,roc_auc,0.392535,0.018116,0.607465,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,RandomForest (Frozen),RandomForest,frozen,roc_auc,0.425723,0.008287,0.574277,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,RandomForest (TAR),RandomForest,tar,roc_auc,0.426611,0.011651,0.573389,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,RealMLP (Frozen),RealMLP,frozen,roc_auc,0.440391,0.012978,0.559609,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,RealMLP (TAR),RealMLP,tar,roc_auc,0.436193,0.009852,0.563807,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabDPT (Frozen),TabDPT,frozen,roc_auc,0.414975,0.011235,0.585025,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabDPT (TAR),TabDPT,tar,roc_auc,0.419049,0.012328,0.580951,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,roc_auc,0.394932,0.01503,0.605068,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,roc_auc,0.395491,0.014005,0.604509,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabFM (Frozen),TabFM,frozen,roc_auc,0.388683,0.019308,0.611317,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabFM (TAR),TabFM,tar,roc_auc,0.389466,0.017291,0.610534,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,roc_auc,0.400492,0.010684,0.599508,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabICLv2 (TAR),TabICLv2,tar,roc_auc,0.409445,0.012341,0.590555,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabM (Frozen),TabM,frozen,roc_auc,0.425427,0.01251,0.574573,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabM (TAR),TabM,tar,roc_auc,0.427103,0.009654,0.572897,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,roc_auc,0.392472,0.013617,0.607528,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,roc_auc,0.401761,0.011363,0.598239,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,roc_auc,0.389658,0.011844,0.610342,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,roc_auc,0.396609,0.014836,0.603391,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,roc_auc,0.395333,0.011485,0.604667,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,roc_auc,0.40195,0.013363,0.59805,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,roc_auc,0.406707,0.013912,0.593293,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabPFN-v2 (TAR),TabPFN-v2,tar,roc_auc,0.417251,0.011878,0.582749,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,roc_auc,0.400463,0.014956,0.599537,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,roc_auc,0.407542,0.012926,0.592458,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,roc_auc,0.426966,0.017531,0.573034,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,XGBoost (Frozen),XGBoost,frozen,roc_auc,0.450749,0.01585,0.549251,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,XGBoost (TAR),XGBoost,tar,roc_auc,0.455633,0.014443,0.544367,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,roc_auc,0.386977,0.015296,0.613023,6,3232.0
BIN_TEXT_OSHA_INJURY,extended,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,roc_auc,0.393891,0.016906,0.606109,6,3232.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,0.84956,0.019007,-0.84956,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,0.763258,0.03317,-0.763258,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,0.723761,0.021502,-0.723761,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,Causilo (TAR),Causilo,tar,log_loss,0.681488,0.029533,-0.681488,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,0.787193,0.024966,-0.787193,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.722333,0.016614,-0.722333,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.685979,0.03702,-0.685979,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.695162,0.02548,-0.695162,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.659604,0.031854,-0.659604,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.711325,0.021894,-0.711325,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.671819,0.027916,-0.671819,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.717372,0.018757,-0.717372,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.676504,0.028143,-0.676504,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,1.132601,0.054328,-1.132601,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,1.292289,0.141436,-1.292289,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.63637,0.02399,-0.63637,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.600113,0.043606,-0.600113,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.687322,0.022778,-0.687322,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.651078,0.059928,-0.651078,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,0.934228,0.020437,-0.934228,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,0.754843,0.025346,-0.754843,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,1.427222,0.779106,-1.427222,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,0.825801,0.066985,-0.825801,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,0.753981,0.029448,-0.753981,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,0.720564,0.034535,-0.720564,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.758536,0.020258,-0.758536,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.693572,0.02828,-0.693572,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,0.705746,0.021775,-0.705746,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabFM (TAR),TabFM,tar,log_loss,0.690508,0.038336,-0.690508,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.717762,0.024855,-0.717762,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.688728,0.035624,-0.688728,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabM (Frozen),TabM,frozen,log_loss,0.855544,0.04916,-0.855544,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabM (TAR),TabM,tar,log_loss,0.775289,0.082103,-0.775289,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.757038,0.021957,-0.757038,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.723325,0.030805,-0.723325,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.708028,0.021398,-0.708028,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.677872,0.029145,-0.677872,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.707048,0.021247,-0.707048,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.6769,0.0247,-0.6769,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.792314,0.014464,-0.792314,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.736828,0.032333,-0.736828,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.771844,0.020552,-0.771844,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.726291,0.034067,-0.726291,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.907837,0.128205,-0.907837,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,0.937132,0.035563,-0.937132,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,0.826359,0.040408,-0.826359,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.726078,0.026368,-0.726078,6,1131.0
MUL_IMAGE_CBIS_DDSM,core,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.693118,0.03197,-0.693118,6,1131.0
MUL_IMAGE_CHEXPERT,core,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,0.723795,0.003535,-0.723795,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,0.673615,0.006499,-0.673615,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,0.692714,0.00565,-0.692714,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,Causilo (TAR),Causilo,tar,log_loss,0.647008,0.004889,-0.647008,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,0.707598,0.005789,-0.707598,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.705775,0.006071,-0.705775,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.653526,0.007274,-0.653526,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.697849,0.006782,-0.697849,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.649305,0.00688,-0.649305,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.705405,0.005928,-0.705405,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.657423,0.006281,-0.657423,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.702032,0.005751,-0.702032,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.654732,0.006094,-0.654732,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,0.728645,0.007632,-0.728645,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,0.688675,0.00999,-0.688675,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.660915,0.005689,-0.660915,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.625037,0.007867,-0.625037,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.672035,0.007182,-0.672035,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.632342,0.004075,-0.632342,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,0.823595,0.003908,-0.823595,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,0.735347,0.006347,-0.735347,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,0.79513,0.01027,-0.79513,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,0.719347,0.011668,-0.719347,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,0.72077,0.009166,-0.72077,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,0.674266,0.007675,-0.674266,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.696612,0.006727,-0.696612,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.650965,0.005416,-0.650965,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,0.670472,0.010389,-0.670472,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabFM (TAR),TabFM,tar,log_loss,0.639584,0.007083,-0.639584,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.698524,0.005793,-0.698524,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.656334,0.008,-0.656334,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabM (Frozen),TabM,frozen,log_loss,0.786716,0.010617,-0.786716,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabM (TAR),TabM,tar,log_loss,0.713654,0.008924,-0.713654,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.698309,0.006371,-0.698309,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.65641,0.006564,-0.65641,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.691123,0.006416,-0.691123,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.645427,0.005449,-0.645427,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.698982,0.004811,-0.698982,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.654777,0.005411,-0.654777,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.705796,0.005911,-0.705796,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.656116,0.006827,-0.656116,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.701811,0.006573,-0.701811,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.656197,0.006204,-0.656197,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.713469,0.01391,-0.713469,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,0.812374,0.005671,-0.812374,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,0.725467,0.006891,-0.725467,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.697066,0.00543,-0.697066,6,10000.0
MUL_IMAGE_CHEXPERT,core,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.656146,0.007618,-0.656146,6,10000.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,1.511401,0.030972,-1.511401,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,1.490245,0.035049,-1.490245,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,1.168285,0.032791,-1.168285,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Causilo (TAR),Causilo,tar,log_loss,1.399035,0.127754,-1.399035,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,1.384185,0.056038,-1.384185,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.217657,0.038524,-1.217657,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,1.408661,0.113875,-1.408661,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,1.114127,0.022545,-1.114127,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,1.393693,0.15703,-1.393693,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,1.144475,0.033935,-1.144475,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,1.381682,0.146629,-1.381682,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,1.175945,0.032028,-1.175945,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,1.392612,0.12408,-1.392612,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,2.52005,0.134924,-2.52005,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,3.036473,0.352212,-3.036473,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,1.080915,0.03152,-1.080915,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,1.355076,0.180803,-1.355076,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,1.136326,0.040634,-1.136326,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,1.406655,0.159891,-1.406655,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,1.755426,0.142252,-1.755426,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,1.853716,0.209091,-1.853716,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,2.77298,0.997888,-2.77298,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,1.962994,0.191237,-1.962994,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,1.346392,0.020564,-1.346392,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,1.481457,0.043036,-1.481457,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,1.216313,0.028538,-1.216313,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,1.388704,0.089234,-1.388704,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,1.087772,0.029344,-1.087772,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabFM (TAR),TabFM,tar,log_loss,1.445544,0.205337,-1.445544,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,1.185346,0.047562,-1.185346,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,1.416866,0.127338,-1.416866,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabM (Frozen),TabM,frozen,log_loss,1.628157,0.144916,-1.628157,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabM (TAR),TabM,tar,log_loss,1.775718,0.220174,-1.775718,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,1.229133,0.03417,-1.229133,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,1.427912,0.112831,-1.427912,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,1.16078,0.03664,-1.16078,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,1.389062,0.142156,-1.389062,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,1.183047,0.033615,-1.183047,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,1.390203,0.122236,-1.390203,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,1.288289,0.042392,-1.288289,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,1.416545,0.101057,-1.416545,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,1.256507,0.053601,-1.256507,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,1.454104,0.131706,-1.454104,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,1.688332,0.045403,-1.688332,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,1.755922,0.055089,-1.755922,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,1.803956,0.065399,-1.803956,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,1.207788,0.039437,-1.207788,6,638.0
MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,1.454558,0.136608,-1.454558,6,638.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,1.476522,0.03412,-1.476522,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,1.477703,0.042624,-1.477703,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,1.412495,0.039191,-1.412495,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Causilo (TAR),Causilo,tar,log_loss,1.480696,0.068961,-1.480696,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,1.445897,0.064996,-1.445897,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.415485,0.043846,-1.415485,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,1.483945,0.068782,-1.483945,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,1.401009,0.036813,-1.401009,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,1.472665,0.069375,-1.472665,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,1.398806,0.038191,-1.398806,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,1.466947,0.069369,-1.466947,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,1.406225,0.0311,-1.406225,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,1.475182,0.066049,-1.475182,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,2.191169,0.159227,-2.191169,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,2.444591,0.234783,-2.444591,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,1.405168,0.040497,-1.405168,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,1.501585,0.085717,-1.501585,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,1.399453,0.038034,-1.399453,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,1.465116,0.054743,-1.465116,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,1.488415,0.032428,-1.488415,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,1.472818,0.035378,-1.472818,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,3.402707,1.358899,-3.402707,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,1.911684,0.144433,-1.911684,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,1.425838,0.04394,-1.425838,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,1.486728,0.076337,-1.486728,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,1.419259,0.033062,-1.419259,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,1.456461,0.046964,-1.456461,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,1.402131,0.036109,-1.402131,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabFM (TAR),TabFM,tar,log_loss,1.507103,0.087285,-1.507103,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,1.417695,0.03896,-1.417695,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,1.48496,0.071981,-1.48496,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabM (Frozen),TabM,frozen,log_loss,1.47966,0.041969,-1.47966,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabM (TAR),TabM,tar,log_loss,1.494105,0.051399,-1.494105,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,1.440416,0.054772,-1.440416,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,1.485364,0.068048,-1.485364,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,1.401513,0.031229,-1.401513,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,1.460528,0.060489,-1.460528,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,1.40914,0.034065,-1.40914,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,1.454847,0.055688,-1.454847,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,1.416922,0.041697,-1.416922,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,1.486216,0.053285,-1.486216,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,1.424964,0.045662,-1.424964,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,1.49613,0.065539,-1.49613,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,1.535493,0.014678,-1.535493,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,1.542488,0.030159,-1.542488,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,1.568485,0.066886,-1.568485,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,1.408,0.038803,-1.408,6,400.0
MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,1.498547,0.080617,-1.498547,6,400.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,0.33106,0.009686,-0.33106,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,0.32066,0.008343,-0.32066,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,0.282409,0.007811,-0.282409,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,Causilo (TAR),Causilo,tar,log_loss,0.291821,0.008231,-0.291821,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,0.318434,0.007887,-0.318434,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.290767,0.007222,-0.290767,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.295117,0.008073,-0.295117,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.274623,0.00677,-0.274623,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.29005,0.011759,-0.29005,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.277589,0.006773,-0.277589,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.293067,0.010937,-0.293067,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.283026,0.007295,-0.283026,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.293234,0.00816,-0.293234,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,0.369651,0.012248,-0.369651,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,0.397492,0.024911,-0.397492,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.272202,0.009628,-0.272202,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.296763,0.011549,-0.296763,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.276237,0.007219,-0.276237,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.290751,0.009172,-0.290751,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,0.426682,0.019784,-0.426682,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,0.369521,0.016786,-0.369521,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,0.355562,0.015552,-0.355562,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,0.322684,0.016256,-0.322684,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,0.299358,0.006989,-0.299358,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,0.299175,0.008061,-0.299175,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.285987,0.007989,-0.285987,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.295454,0.007762,-0.295454,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,0.272384,0.008704,-0.272384,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabFM (TAR),TabFM,tar,log_loss,0.296861,0.013721,-0.296861,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.285365,0.009194,-0.285365,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.298156,0.00959,-0.298156,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabM (Frozen),TabM,frozen,log_loss,0.331864,0.022015,-0.331864,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabM (TAR),TabM,tar,log_loss,0.316597,0.009091,-0.316597,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.284051,0.007694,-0.284051,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.298806,0.010403,-0.298806,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.276693,0.007255,-0.276693,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.2911,0.009359,-0.2911,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.280006,0.007142,-0.280006,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.2925,0.008552,-0.2925,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.309227,0.009669,-0.309227,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.313687,0.008294,-0.313687,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.300008,0.008398,-0.300008,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.304966,0.008556,-0.304966,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.325593,0.006462,-0.325593,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,0.347625,0.009456,-0.347625,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,0.33418,0.010463,-0.33418,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.287277,0.007904,-0.287277,6,8300.0
MUL_IMAGE_GLAUCOMA_SMDG,core,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.299521,0.009096,-0.299521,6,8300.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,0.503299,0.011958,-0.503299,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,0.444151,0.033232,-0.444151,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,0.420809,0.011631,-0.420809,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,Causilo (TAR),Causilo,tar,log_loss,0.420703,0.047648,-0.420703,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,0.482928,0.012995,-0.482928,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.434576,0.011974,-0.434576,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.421877,0.0458,-0.421877,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.413627,0.013519,-0.413627,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.411703,0.045911,-0.411703,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.416501,0.013256,-0.416501,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.414125,0.046159,-0.414125,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.4188,0.011778,-0.4188,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.416465,0.046606,-0.416465,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,0.701219,0.02008,-0.701219,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,0.85123,0.167775,-0.85123,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.420655,0.014049,-0.420655,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.427043,0.04979,-0.427043,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.423482,0.011,-0.423482,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.414725,0.046332,-0.414725,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,0.636939,0.02245,-0.636939,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,0.538066,0.062239,-0.538066,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,0.497268,0.014541,-0.497268,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,0.508616,0.080253,-0.508616,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,0.477659,0.01003,-0.477659,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,0.439834,0.030699,-0.439834,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.44137,0.013786,-0.44137,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.419044,0.038908,-0.419044,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,0.416091,0.01598,-0.416091,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabFM (TAR),TabFM,tar,log_loss,0.437791,0.05351,-0.437791,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.427331,0.014305,-0.427331,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.431232,0.054837,-0.431232,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabM (Frozen),TabM,frozen,log_loss,0.455198,0.01127,-0.455198,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabM (TAR),TabM,tar,log_loss,0.454884,0.067598,-0.454884,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.423435,0.012579,-0.423435,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.430258,0.049775,-0.430258,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.414023,0.013185,-0.414023,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.409948,0.044624,-0.409948,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.419111,0.011611,-0.419111,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.409196,0.041668,-0.409196,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.459362,0.007321,-0.459362,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.440409,0.047177,-0.440409,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.443342,0.010471,-0.443342,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.435909,0.050202,-0.435909,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.502945,0.011741,-0.502945,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,0.575367,0.013554,-0.575367,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,0.49096,0.034758,-0.49096,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.425447,0.015076,-0.425447,6,4980.0
MUL_IMAGE_HAM10000_LESION,extended,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.432769,0.052642,-0.432769,6,4980.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,1.199941,0.027796,-1.199941,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,1.365188,0.115665,-1.365188,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,1.015633,0.020055,-1.015633,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,Causilo (TAR),Causilo,tar,log_loss,1.181839,0.108852,-1.181839,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,1.220128,0.032302,-1.220128,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.04271,0.016597,-1.04271,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,1.242554,0.117165,-1.242554,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.931244,0.022868,-0.931244,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,1.147125,0.122258,-1.147125,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.9707,0.021354,-0.9707,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,1.167171,0.11496,-1.167171,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,1.000838,0.017525,-1.000838,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,1.191499,0.113568,-1.191499,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,1.794924,0.057138,-1.794924,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,2.290075,0.321167,-2.290075,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.973194,0.022622,-0.973194,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,1.17688,0.12713,-1.17688,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,1.542034,0.032308,-1.542034,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,1.532039,0.043216,-1.532039,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,2.457452,0.571528,-2.457452,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,1.640092,0.105398,-1.640092,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,1.394839,0.022504,-1.394839,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,1.47071,0.054902,-1.47071,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,1.181756,0.015694,-1.181756,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,1.200735,0.040225,-1.200735,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,0.940014,0.026297,-0.940014,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabFM (TAR),TabFM,tar,log_loss,1.166792,0.141061,-1.166792,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,1.078891,0.014069,-1.078891,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,1.249082,0.115984,-1.249082,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabM (Frozen),TabM,frozen,log_loss,1.155452,0.020689,-1.155452,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabM (TAR),TabM,tar,log_loss,1.516466,0.18296,-1.516466,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,1.195052,0.020974,-1.195052,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,1.337679,0.110059,-1.337679,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,1.020394,0.017854,-1.020394,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,1.184455,0.10101,-1.184455,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,1.043712,0.017041,-1.043712,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,1.203687,0.10429,-1.203687,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,1.303303,0.014706,-1.303303,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,1.358017,0.034431,-1.358017,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,1.517068,0.115365,-1.517068,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,1.081282,0.016435,-1.081282,6,2854.0
MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,1.259149,0.122237,-1.259149,6,2854.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,0.879203,0.012365,-0.879203,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,0.822984,0.031209,-0.822984,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,0.550338,0.010883,-0.550338,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,Causilo (TAR),Causilo,tar,log_loss,0.620099,0.044889,-0.620099,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,0.843348,0.006487,-0.843348,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.628658,0.012795,-0.628658,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.677351,0.051004,-0.677351,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.469899,0.009035,-0.469899,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.587645,0.05171,-0.587645,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.503468,0.012149,-0.503468,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.633404,0.053967,-0.633404,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.545994,0.009883,-0.545994,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.628139,0.044753,-0.628139,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,0.986338,0.015206,-0.986338,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,1.34022,0.211943,-1.34022,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.541195,0.010486,-0.541195,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.628488,0.049369,-0.628488,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.524899,0.011828,-0.524899,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.608893,0.049868,-0.608893,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,1.255433,0.012428,-1.255433,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,0.993482,0.025135,-0.993482,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,0.950187,0.067732,-0.950187,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,0.975051,0.126604,-0.975051,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,0.875087,0.010361,-0.875087,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,0.880147,0.065849,-0.880147,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.652558,0.011084,-0.652558,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.693195,0.052345,-0.693195,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,0.436944,0.006744,-0.436944,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabFM (TAR),TabFM,tar,log_loss,0.626914,0.062471,-0.626914,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.557291,0.012514,-0.557291,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.658948,0.056361,-0.658948,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabM (Frozen),TabM,frozen,log_loss,0.74391,0.02202,-0.74391,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabM (TAR),TabM,tar,log_loss,1.110676,0.224174,-1.110676,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.606276,0.007135,-0.606276,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.655917,0.041346,-0.655917,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.51681,0.00976,-0.51681,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.60503,0.046983,-0.60503,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.529166,0.008307,-0.529166,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.624198,0.048144,-0.624198,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.875361,0.006414,-0.875361,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.692407,0.030039,-0.692407,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.747937,0.008921,-0.747937,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.686571,0.040649,-0.686571,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.898639,0.036925,-0.898639,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,0.983587,0.016273,-0.983587,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,1.020116,0.070539,-1.020116,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.586735,0.012473,-0.586735,6,8388.0
MUL_IMAGE_HUBMAP_HPA,core,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.695382,0.06,-0.695382,6,8388.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,0.373954,0.006247,-0.373954,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,0.323833,0.026976,-0.323833,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,0.304719,0.00369,-0.304719,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,Causilo (TAR),Causilo,tar,log_loss,0.275341,0.024061,-0.275341,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,0.383313,0.005567,-0.383313,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.310406,0.005062,-0.310406,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.278579,0.022597,-0.278579,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.291567,0.002523,-0.291567,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.258785,0.018168,-0.258785,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.295359,0.00296,-0.295359,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.268398,0.018558,-0.268398,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.303811,0.002841,-0.303811,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.272787,0.021222,-0.272787,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,0.450318,0.010176,-0.450318,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,0.571018,0.111871,-0.571018,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.292991,0.003523,-0.292991,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.268918,0.02319,-0.268918,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.299384,0.004947,-0.299384,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.267425,0.023182,-0.267425,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,0.532926,0.048492,-0.532926,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,0.450237,0.05859,-0.450237,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,0.402868,0.02745,-0.402868,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,0.369282,0.047118,-0.369282,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,0.34927,0.002831,-0.34927,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,0.299892,0.01926,-0.299892,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.316481,0.002528,-0.316481,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.28163,0.020762,-0.28163,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,0.288006,0.00561,-0.288006,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabFM (TAR),TabFM,tar,log_loss,0.271118,0.025229,-0.271118,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.308151,0.003478,-0.308151,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.283981,0.025302,-0.283981,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabM (Frozen),TabM,frozen,log_loss,0.372883,0.013607,-0.372883,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabM (TAR),TabM,tar,log_loss,0.334169,0.030539,-0.334169,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.31508,0.003299,-0.31508,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.289066,0.027128,-0.289066,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.297548,0.003737,-0.297548,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.270325,0.024164,-0.270325,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.304008,0.004059,-0.304008,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.274157,0.021929,-0.274157,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.353673,0.003707,-0.353673,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.308644,0.024131,-0.308644,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.328418,0.004495,-0.328418,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.294661,0.024501,-0.294661,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.40438,0.015213,-0.40438,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,0.412079,0.006172,-0.412079,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,0.373591,0.033117,-0.373591,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.311372,0.004611,-0.311372,6,6880.0
MUL_IMAGE_JUSTIN_INSTAGRAM,core,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.293839,0.028361,-0.293839,6,6880.0
MUL_IMAGE_MINECRAFT,extended,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,0.362352,0.020073,-0.362352,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,0.322628,0.021166,-0.322628,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,0.245074,0.020667,-0.245074,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,Causilo (TAR),Causilo,tar,log_loss,0.280907,0.021608,-0.280907,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,0.291921,0.021297,-0.291921,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.25617,0.020704,-0.25617,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.295371,0.026205,-0.295371,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.235651,0.020751,-0.235651,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.280797,0.023425,-0.280797,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.237619,0.019635,-0.237619,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.286704,0.023986,-0.286704,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.246402,0.018707,-0.246402,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.279458,0.022003,-0.279458,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,0.500464,0.034464,-0.500464,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,0.654266,0.046201,-0.654266,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.209185,0.016384,-0.209185,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.2499,0.02252,-0.2499,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.236157,0.02177,-0.236157,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.290082,0.027449,-0.290082,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,0.484577,0.027454,-0.484577,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,0.444253,0.035153,-0.444253,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,0.448181,0.047923,-0.448181,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,0.383188,0.03519,-0.383188,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,0.255582,0.016908,-0.255582,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,0.278654,0.019698,-0.278654,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.237894,0.017451,-0.237894,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.264921,0.025327,-0.264921,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,0.234456,0.021957,-0.234456,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabFM (TAR),TabFM,tar,log_loss,0.306379,0.029309,-0.306379,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.248221,0.022207,-0.248221,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.285581,0.02472,-0.285581,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabM (Frozen),TabM,frozen,log_loss,0.327024,0.024506,-0.327024,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabM (TAR),TabM,tar,log_loss,0.358838,0.041899,-0.358838,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.254336,0.021697,-0.254336,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.291507,0.024327,-0.291507,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.241658,0.019292,-0.241658,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.27995,0.024116,-0.27995,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.243771,0.020585,-0.243771,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.283272,0.024425,-0.283272,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.277481,0.021815,-0.277481,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.298972,0.023941,-0.298972,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.26466,0.021451,-0.26466,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.291198,0.025206,-0.291198,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.403506,0.033617,-0.403506,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,0.401589,0.018756,-0.401589,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,0.3692,0.027081,-0.3692,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.252113,0.021513,-0.252113,6,4060.0
MUL_IMAGE_MINECRAFT,extended,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.299142,0.02566,-0.299142,6,4060.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,0.611728,0.029034,-0.611728,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,0.562081,0.04762,-0.562081,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,0.495459,0.015378,-0.495459,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,Causilo (TAR),Causilo,tar,log_loss,0.510726,0.062935,-0.510726,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,0.532177,0.027625,-0.532177,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.503945,0.019803,-0.503945,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.525244,0.07441,-0.525244,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.490728,0.019078,-0.490728,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.503681,0.057544,-0.503681,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.492226,0.019801,-0.492226,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.501949,0.053619,-0.501949,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.498562,0.015417,-0.498562,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.515933,0.065609,-0.515933,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,0.979065,0.070113,-0.979065,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,1.135577,0.244464,-1.135577,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.494886,0.020857,-0.494886,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.507897,0.067368,-0.507897,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.504188,0.012034,-0.504188,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.509796,0.069692,-0.509796,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,0.728691,0.01258,-0.728691,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,0.6571,0.051049,-0.6571,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,1.214331,0.405595,-1.214331,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,0.691273,0.12719,-0.691273,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,0.554987,0.029322,-0.554987,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,0.557059,0.053377,-0.557059,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.519853,0.016074,-0.519853,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.521743,0.057974,-0.521743,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,0.509152,0.025738,-0.509152,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabFM (TAR),TabFM,tar,log_loss,0.524998,0.074298,-0.524998,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.509332,0.012989,-0.509332,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.535695,0.073305,-0.535695,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabM (Frozen),TabM,frozen,log_loss,0.574743,0.032396,-0.574743,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabM (TAR),TabM,tar,log_loss,0.596279,0.103254,-0.596279,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.512367,0.01361,-0.512367,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.516891,0.071968,-0.516891,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.49521,0.014368,-0.49521,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.503674,0.049816,-0.503674,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.499781,0.010126,-0.499781,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.507777,0.057036,-0.507777,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.522308,0.021841,-0.522308,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.523456,0.07139,-0.523456,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.513231,0.020658,-0.513231,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.518167,0.081376,-0.518167,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.767346,0.044975,-0.767346,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,0.736726,0.07718,-0.736726,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,0.682755,0.075862,-0.682755,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.514672,0.015639,-0.514672,6,1094.0
MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.536813,0.075108,-0.536813,6,1094.0
MUL_IMAGE_PETFINDER,core,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,1.409253,0.006031,-1.409253,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,1.384509,0.021731,-1.384509,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,1.254319,0.003846,-1.254319,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,Causilo (TAR),Causilo,tar,log_loss,1.263839,0.020819,-1.263839,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,1.413453,0.014389,-1.413453,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.298129,0.003383,-1.298129,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,1.28824,0.016915,-1.28824,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,1.26309,0.007478,-1.26309,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,1.222407,0.018328,-1.222407,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,1.279239,0.004407,-1.279239,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,1.24865,0.015025,-1.24865,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,1.278747,0.002508,-1.278747,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,1.287847,0.019237,-1.287847,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,1.492023,0.009195,-1.492023,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,1.490816,0.039816,-1.490816,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,1.219399,0.006731,-1.219399,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,1.226096,0.02055,-1.226096,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,1.237243,0.004276,-1.237243,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,1.222946,0.013838,-1.222946,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,1.570346,0.006342,-1.570346,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,1.477565,0.014175,-1.477565,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,1.418327,0.014008,-1.418327,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,1.397299,0.011435,-1.397299,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,1.425863,0.005434,-1.425863,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,1.426706,0.008176,-1.426706,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,1.368077,0.00418,-1.368077,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,1.328851,0.00578,-1.328851,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,1.224817,0.006302,-1.224817,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabFM (TAR),TabFM,tar,log_loss,1.225912,0.020591,-1.225912,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,1.285426,0.003059,-1.285426,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,1.294535,0.015365,-1.294535,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabM (Frozen),TabM,frozen,log_loss,1.35985,0.013381,-1.35985,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabM (TAR),TabM,tar,log_loss,1.372628,0.033764,-1.372628,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,1.351658,0.005718,-1.351658,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,1.339905,0.018705,-1.339905,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,1.266883,0.00607,-1.266883,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,1.270758,0.020395,-1.270758,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,1.288508,0.003959,-1.288508,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,1.290378,0.01759,-1.290378,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,1.385455,0.004761,-1.385455,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,1.36176,0.012431,-1.36176,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,1.341594,0.002987,-1.341594,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,1.33224,0.014795,-1.33224,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,1.36014,0.014863,-1.36014,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,1.510679,0.008845,-1.510679,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,1.458704,0.02091,-1.458704,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,1.290826,0.002675,-1.290826,6,9768.0
MUL_IMAGE_PETFINDER,core,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,1.308296,0.017768,-1.308296,6,9768.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,1.591194,0.05114,-1.591194,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,1.576755,0.043153,-1.576755,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,1.323115,0.033435,-1.323115,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Causilo (TAR),Causilo,tar,log_loss,1.382646,0.040885,-1.382646,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,1.444188,0.054791,-1.444188,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.337936,0.024458,-1.337936,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,1.389872,0.043094,-1.389872,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,1.239512,0.031329,-1.239512,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,1.31348,0.042068,-1.31348,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,1.269018,0.037113,-1.269018,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,1.346406,0.043707,-1.346406,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,1.308299,0.035087,-1.308299,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,1.36642,0.047875,-1.36642,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,2.523563,0.103739,-2.523563,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,2.562455,0.129348,-2.562455,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,1.251978,0.035923,-1.251978,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,1.299225,0.031355,-1.299225,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,1.295924,0.047588,-1.295924,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,1.344286,0.06432,-1.344286,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,1.716003,0.04365,-1.716003,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,1.713736,0.055281,-1.713736,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,5.045067,1.952045,-5.045067,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,2.083449,0.103455,-2.083449,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,1.630252,0.055204,-1.630252,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,1.760207,0.045098,-1.760207,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,1.589291,0.036127,-1.589291,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,1.598631,0.036522,-1.598631,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,1.25572,0.034615,-1.25572,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabFM (TAR),TabFM,tar,log_loss,1.338986,0.065479,-1.338986,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,1.364711,0.046967,-1.364711,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,1.430862,0.051099,-1.430862,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabM (Frozen),TabM,frozen,log_loss,1.593391,0.047216,-1.593391,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabM (TAR),TabM,tar,log_loss,1.695086,0.140493,-1.695086,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,1.42955,0.043673,-1.42955,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,1.448025,0.0511,-1.448025,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,1.324394,0.033707,-1.324394,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,1.398534,0.045619,-1.398534,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,1.389085,0.041531,-1.389085,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,1.43695,0.045548,-1.43695,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,1.388754,0.038826,-1.388754,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,1.439383,0.060987,-1.439383,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,1.382621,0.039721,-1.382621,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,1.446679,0.060492,-1.446679,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,1.514404,0.050535,-1.514404,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,1.781914,0.028859,-1.781914,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,1.822262,0.066685,-1.822262,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,1.392574,0.03765,-1.392574,6,718.0
MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,1.459057,0.052871,-1.459057,6,718.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,1.025598,0.020119,-1.025598,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,1.049429,0.053748,-1.049429,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,0.640555,0.022019,-0.640555,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,Causilo (TAR),Causilo,tar,log_loss,0.660481,0.044194,-0.660481,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,0.849195,0.029627,-0.849195,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.645379,0.022958,-0.645379,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.657621,0.040541,-0.657621,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.603156,0.018382,-0.603156,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.595624,0.032694,-0.595624,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.612877,0.017103,-0.612877,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.598807,0.03048,-0.598807,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.626737,0.017217,-0.626737,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.620911,0.030302,-0.620911,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,1.101021,0.03193,-1.101021,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,1.324911,0.132217,-1.324911,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.582261,0.023041,-0.582261,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.580364,0.034594,-0.580364,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.620652,0.019419,-0.620652,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.614208,0.034371,-0.614208,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,1.212708,0.007958,-1.212708,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,1.155292,0.043129,-1.155292,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,1.42005,0.229894,-1.42005,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,1.260217,0.074628,-1.260217,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,1.16516,0.011519,-1.16516,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,1.185319,0.045542,-1.185319,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,1.04564,0.030211,-1.04564,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,1.091032,0.057495,-1.091032,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,0.603489,0.021261,-0.603489,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabFM (TAR),TabFM,tar,log_loss,0.609795,0.034883,-0.609795,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.674802,0.023803,-0.674802,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.717485,0.047601,-0.717485,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabM (Frozen),TabM,frozen,log_loss,1.190231,0.043887,-1.190231,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabM (TAR),TabM,tar,log_loss,1.195831,0.083329,-1.195831,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.733413,0.02802,-0.733413,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.704452,0.027573,-0.704452,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.614209,0.020871,-0.614209,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.599061,0.028524,-0.599061,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.627199,0.024753,-0.627199,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.618894,0.035481,-0.618894,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.709805,0.016571,-0.709805,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.673436,0.014916,-0.673436,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.771691,0.011938,-0.771691,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.801357,0.045414,-0.801357,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,1.063665,0.01398,-1.063665,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,1.050102,0.019826,-1.050102,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,1.088645,0.052169,-1.088645,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.675664,0.027388,-0.675664,6,3214.0
MUL_IMAGE_REDDIT_MEMES,extended,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.710379,0.046616,-0.710379,6,3214.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,CatBoost (Frozen),CatBoost,frozen,log_loss,0.420513,0.01345,-0.420513,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,CatBoost (TAR),CatBoost,tar,log_loss,0.373109,0.006334,-0.373109,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,Causilo (Frozen),Causilo,frozen,log_loss,0.29245,0.013974,-0.29245,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,Causilo (TAR),Causilo,tar,log_loss,0.312731,0.012838,-0.312731,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,ConTextTab,ConTextTab,end-to-end,log_loss,0.424028,0.012478,-0.424028,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.31274,0.01349,-0.31274,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.320959,0.015557,-0.320959,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.272174,0.015333,-0.272174,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.308351,0.014866,-0.308351,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.279365,0.014316,-0.279365,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.311292,0.014454,-0.311292,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.292231,0.014656,-0.292231,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.316857,0.013321,-0.316857,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,LightGBM (Frozen),LightGBM,frozen,log_loss,0.532532,0.020067,-0.532532,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,LightGBM (TAR),LightGBM,tar,log_loss,0.719697,0.067447,-0.719697,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.290832,0.014859,-0.290832,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.320116,0.015997,-0.320116,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.293577,0.014624,-0.293577,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.298421,0.017383,-0.298421,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,RandomForest (Frozen),RandomForest,frozen,log_loss,0.704913,0.022637,-0.704913,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,RandomForest (TAR),RandomForest,tar,log_loss,0.435402,0.036585,-0.435402,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,RealMLP (Frozen),RealMLP,frozen,log_loss,0.445748,0.126212,-0.445748,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,0.403031,0.012176,-0.403031,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabDPT (Frozen),TabDPT,frozen,log_loss,0.378073,0.015424,-0.378073,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabDPT (TAR),TabDPT,tar,log_loss,0.348081,0.003373,-0.348081,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.322842,0.012948,-0.322842,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.319533,0.010578,-0.319533,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabFM (Frozen),TabFM,frozen,log_loss,0.262658,0.015862,-0.262658,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabFM (TAR),TabFM,tar,log_loss,0.321361,0.024094,-0.321361,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.306287,0.015517,-0.306287,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.33631,0.01735,-0.33631,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabM (Frozen),TabM,frozen,log_loss,0.383311,0.02034,-0.383311,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabM (TAR),TabM,tar,log_loss,0.37741,0.028943,-0.37741,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.321957,0.011595,-0.321957,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.32785,0.013884,-0.32785,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.27732,0.01393,-0.27732,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.296918,0.015827,-0.296918,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.288246,0.013931,-0.288246,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.30149,0.014354,-0.30149,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.416072,0.011315,-0.416072,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.363545,0.0096,-0.363545,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.347514,0.011067,-0.347514,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.339352,0.015014,-0.339352,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.450505,0.009616,-0.450505,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,XGBoost (Frozen),XGBoost,frozen,log_loss,0.505179,0.025077,-0.505179,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,XGBoost (TAR),XGBoost,tar,log_loss,0.426135,0.00794,-0.426135,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.315347,0.016097,-0.315347,6,10000.0
MUL_IMAGE_ZOOSCAN_ZOOPLANKTON,core,classification,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.345778,0.015051,-0.345778,6,10000.0
MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,0.122978,0.004951,-0.122978,6,10000.0
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MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,0.091723,0.008263,-0.091723,6,10000.0
MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,Causilo (TAR),Causilo,tar,log_loss,0.093887,0.008846,-0.093887,6,10000.0
MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,0.117184,0.011458,-0.117184,6,10000.0
MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.09028,0.007473,-0.09028,6,10000.0
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MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.080832,0.009328,-0.080832,6,10000.0
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MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,0.167429,0.021842,-0.167429,6,10000.0
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MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,0.164797,0.00321,-0.164797,6,10000.0
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MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.119739,0.009105,-0.119739,6,10000.0
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MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.134805,0.007769,-0.134805,6,10000.0
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MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.160559,0.007812,-0.160559,6,10000.0
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MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.094299,0.009743,-0.094299,6,10000.0
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MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.125508,0.016305,-0.125508,6,10000.0
MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,0.11613,0.006932,-0.11613,6,10000.0
MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,0.115506,0.010447,-0.115506,6,10000.0
MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.115655,0.009717,-0.115655,6,10000.0
MUL_TEXT_AMERICAN_EAGLE_PRICES,extended,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.118521,0.01155,-0.118521,6,10000.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,0.825856,0.009904,-0.825856,6,2645.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,0.936164,0.022061,-0.936164,6,2645.0
MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.822109,0.012334,-0.822109,6,2645.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.809278,0.008085,-0.809278,6,2645.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.817407,0.01132,-0.817407,6,2645.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.803756,0.010739,-0.803756,6,2645.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.817017,0.009649,-0.817017,6,2645.0
MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.82279,0.013623,-0.82279,6,2645.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,3.036894,1.150998,-3.036894,6,2645.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,0.934784,0.012539,-0.934784,6,2645.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.927412,0.015305,-0.927412,6,2645.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,0.814184,0.012008,-0.814184,6,2645.0
MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabFM (TAR),TabFM,tar,log_loss,0.822925,0.015909,-0.822925,6,2645.0
MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.828711,0.012181,-0.828711,6,2645.0
MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.828913,0.013281,-0.828913,6,2645.0
MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabM (Frozen),TabM,frozen,log_loss,0.973767,0.025608,-0.973767,6,2645.0
MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabM (TAR),TabM,tar,log_loss,1.028017,0.036797,-1.028017,6,2645.0
MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.864277,0.013824,-0.864277,6,2645.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.8181,0.010124,-0.8181,6,2645.0
MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.821048,0.013031,-0.821048,6,2645.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.926109,0.012594,-0.926109,6,2645.0
MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.922064,0.014868,-0.922064,6,2645.0
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MUL_TEXT_BOOKS_GOODREADS,extended,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.835782,0.006126,-0.835782,6,2645.0
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MUL_TEXT_BOX_OFFICE,extended,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,1.017531,0.015226,-1.017531,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,CatBoost (TAR),CatBoost,tar,log_loss,1.028349,0.014274,-1.028349,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,0.907294,0.018226,-0.907294,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,Causilo (TAR),Causilo,tar,log_loss,0.9139,0.019322,-0.9139,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,0.957796,0.021439,-0.957796,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.896295,0.019662,-0.896295,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.907804,0.018675,-0.907804,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.877475,0.01756,-0.877475,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.885715,0.018763,-0.885715,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.882479,0.017773,-0.882479,6,4939.0
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MUL_TEXT_BOX_OFFICE,extended,classification,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.895491,0.019498,-0.895491,6,4939.0
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MUL_TEXT_BOX_OFFICE,extended,classification,text,LightGBM (Frozen),LightGBM,frozen,log_loss,1.082374,0.026893,-1.082374,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,LightGBM (TAR),LightGBM,tar,log_loss,1.102888,0.021497,-1.102888,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.87071,0.021669,-0.87071,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.879491,0.022096,-0.879491,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.882958,0.020407,-0.882958,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.892792,0.022007,-0.892792,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,RandomForest (Frozen),RandomForest,frozen,log_loss,1.156595,0.013436,-1.156595,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,RandomForest (TAR),RandomForest,tar,log_loss,1.154673,0.008248,-1.154673,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,1.075612,0.018901,-1.075612,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,RealMLP (TAR),RealMLP,tar,log_loss,1.08793,0.035648,-1.08793,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,1.158845,0.02026,-1.158845,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabDPT (TAR),TabDPT,tar,log_loss,1.197597,0.024038,-1.197597,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,1.124891,0.018678,-1.124891,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,1.140304,0.024732,-1.140304,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,0.878103,0.022293,-0.878103,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabFM (TAR),TabFM,tar,log_loss,0.894927,0.024441,-0.894927,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.940048,0.02399,-0.940048,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.950098,0.024667,-0.950098,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabM (Frozen),TabM,frozen,log_loss,1.002205,0.031071,-1.002205,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabM (TAR),TabM,tar,log_loss,1.030866,0.038724,-1.030866,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.955594,0.016865,-0.955594,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.956904,0.017641,-0.956904,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.904147,0.019446,-0.904147,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.912649,0.019236,-0.912649,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.923903,0.023397,-0.923903,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.928361,0.025746,-0.928361,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.931563,0.017361,-0.931563,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.939782,0.023146,-0.939782,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.909377,0.01843,-0.909377,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.921003,0.022185,-0.921003,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.986957,0.029293,-0.986957,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,1.057872,0.022229,-1.057872,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,1.066837,0.018518,-1.066837,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.941576,0.022562,-0.941576,6,4939.0
MUL_TEXT_BOX_OFFICE,extended,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.950773,0.024711,-0.950773,6,4939.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,0.571736,0.006147,-0.571736,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,CatBoost (TAR),CatBoost,tar,log_loss,0.567042,0.003988,-0.567042,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,0.529441,0.002769,-0.529441,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,Causilo (TAR),Causilo,tar,log_loss,0.530241,0.00393,-0.530241,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,0.539372,0.003814,-0.539372,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.522951,0.003371,-0.522951,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.527583,0.005224,-0.527583,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.515787,0.002801,-0.515787,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.522137,0.004909,-0.522137,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.519416,0.003173,-0.519416,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.526279,0.005092,-0.526279,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.522731,0.004253,-0.522731,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.529953,0.006632,-0.529953,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,LightGBM (Frozen),LightGBM,frozen,log_loss,0.700604,0.016362,-0.700604,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,LightGBM (TAR),LightGBM,tar,log_loss,0.708123,0.008649,-0.708123,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.518186,0.00362,-0.518186,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.5205,0.004526,-0.5205,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.518184,0.00411,-0.518184,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.518972,0.004814,-0.518972,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,RandomForest (Frozen),RandomForest,frozen,log_loss,0.671237,0.032814,-0.671237,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,RandomForest (TAR),RandomForest,tar,log_loss,0.679686,0.019897,-0.679686,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,0.609618,0.006854,-0.609618,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,RealMLP (TAR),RealMLP,tar,log_loss,0.601323,0.011998,-0.601323,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,0.638148,0.006622,-0.638148,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabDPT (TAR),TabDPT,tar,log_loss,0.662736,0.006047,-0.662736,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.614801,0.004546,-0.614801,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.605993,0.004382,-0.605993,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,0.519869,0.003946,-0.519869,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabFM (TAR),TabFM,tar,log_loss,0.524733,0.006042,-0.524733,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.560465,0.006522,-0.560465,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.548749,0.003237,-0.548749,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabM (Frozen),TabM,frozen,log_loss,0.590731,0.010605,-0.590731,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabM (TAR),TabM,tar,log_loss,0.585946,0.01314,-0.585946,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.550899,0.005772,-0.550899,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.547144,0.004676,-0.547144,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.523197,0.003459,-0.523197,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.524717,0.003112,-0.524717,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.528029,0.003157,-0.528029,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.52845,0.003966,-0.52845,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.55933,0.005584,-0.55933,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.550094,0.003958,-0.550094,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.527535,0.002195,-0.527535,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.530691,0.004057,-0.530691,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.567625,0.008997,-0.567625,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,0.581759,0.003172,-0.581759,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,0.579174,0.005012,-0.579174,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.562081,0.004611,-0.562081,6,10000.0
MUL_TEXT_CONSUMER_COMPLAINT,extended,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.553837,0.003657,-0.553837,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,1.243147,0.016186,-1.243147,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,CatBoost (TAR),CatBoost,tar,log_loss,1.214908,0.011404,-1.214908,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,1.137927,0.009175,-1.137927,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,Causilo (TAR),Causilo,tar,log_loss,1.142826,0.012429,-1.142826,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,1.281445,0.011448,-1.281445,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.160495,0.009099,-1.160495,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,1.1571,0.014764,-1.1571,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,1.130496,0.008555,-1.130496,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,1.133143,0.012179,-1.133143,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,1.136117,0.007298,-1.136117,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,1.140358,0.011256,-1.140358,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,1.146359,0.008382,-1.146359,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,1.151649,0.012313,-1.151649,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,LightGBM (Frozen),LightGBM,frozen,log_loss,1.389282,0.013244,-1.389282,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,LightGBM (TAR),LightGBM,tar,log_loss,1.389834,0.021319,-1.389834,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,1.122088,0.010038,-1.122088,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,LimiX-2 (TAR),LimiX-2,tar,log_loss,1.126539,0.014083,-1.126539,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,1.14832,0.01127,-1.14832,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,1.143563,0.017611,-1.143563,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,RandomForest (Frozen),RandomForest,frozen,log_loss,1.613705,0.028694,-1.613705,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,RandomForest (TAR),RandomForest,tar,log_loss,1.554884,0.040204,-1.554884,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,1.234828,0.017399,-1.234828,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,RealMLP (TAR),RealMLP,tar,log_loss,1.226715,0.020209,-1.226715,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,1.143043,0.011584,-1.143043,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabDPT (TAR),TabDPT,tar,log_loss,1.169344,0.017427,-1.169344,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,1.140272,0.007696,-1.140272,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,1.131749,0.009007,-1.131749,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,1.127761,0.011274,-1.127761,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabFM (TAR),TabFM,tar,log_loss,1.134257,0.015769,-1.134257,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,1.155075,0.010142,-1.155075,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,1.15426,0.012208,-1.15426,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabM (Frozen),TabM,frozen,log_loss,1.191298,0.016201,-1.191298,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabM (TAR),TabM,tar,log_loss,1.185968,0.012998,-1.185968,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,1.1991,0.013117,-1.1991,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,1.190589,0.012455,-1.190589,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,1.132566,0.010285,-1.132566,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,1.135409,0.012699,-1.135409,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,1.141408,0.008699,-1.141408,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,1.145965,0.01221,-1.145965,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,1.203455,0.010656,-1.203455,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,1.203159,0.010283,-1.203159,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,1.174458,0.012189,-1.174458,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,1.169691,0.015367,-1.169691,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,1.196183,0.017088,-1.196183,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,1.297979,0.010992,-1.297979,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,1.259871,0.01522,-1.259871,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,1.165693,0.012267,-1.165693,6,10000.0
MUL_TEXT_DATA_SCIENTIST_SALARY,core,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,1.16539,0.014174,-1.16539,6,10000.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,2.076442,0.03166,-2.076442,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,CatBoost (TAR),CatBoost,tar,log_loss,2.04242,0.025128,-2.04242,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,1.917139,0.013024,-1.917139,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,Causilo (TAR),Causilo,tar,log_loss,1.943942,0.02359,-1.943942,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,1.984127,0.028548,-1.984127,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.918032,0.019099,-1.918032,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,1.945415,0.029776,-1.945415,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,1.88479,0.014625,-1.88479,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,1.908369,0.032498,-1.908369,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,1.890484,0.012816,-1.890484,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,1.917628,0.028542,-1.917628,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,1.912686,0.012948,-1.912686,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,1.934034,0.026452,-1.934034,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,LightGBM (Frozen),LightGBM,frozen,log_loss,2.861044,0.081979,-2.861044,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,LightGBM (TAR),LightGBM,tar,log_loss,2.989642,0.09692,-2.989642,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,1.868236,0.014758,-1.868236,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,LimiX-2 (TAR),LimiX-2,tar,log_loss,1.908057,0.042599,-1.908057,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,1.897791,0.018915,-1.897791,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,1.916218,0.029119,-1.916218,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,RandomForest (Frozen),RandomForest,frozen,log_loss,2.138028,0.031246,-2.138028,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,RandomForest (TAR),RandomForest,tar,log_loss,2.088303,0.016328,-2.088303,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,2.462763,0.112049,-2.462763,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,RealMLP (TAR),RealMLP,tar,log_loss,2.333781,0.033006,-2.333781,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,2.011262,0.017202,-2.011262,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabDPT (TAR),TabDPT,tar,log_loss,2.026774,0.044245,-2.026774,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,1.961859,0.018794,-1.961859,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,1.966471,0.025292,-1.966471,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,1.888393,0.016005,-1.888393,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabFM (TAR),TabFM,tar,log_loss,1.936321,0.047128,-1.936321,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,1.926633,0.022223,-1.926633,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,1.944966,0.023996,-1.944966,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabM (Frozen),TabM,frozen,log_loss,2.024448,0.024792,-2.024448,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabM (TAR),TabM,tar,log_loss,2.044163,0.037576,-2.044163,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,1.957208,0.013968,-1.957208,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,1.964199,0.020219,-1.964199,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,1.917613,0.013796,-1.917613,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,1.928753,0.021362,-1.928753,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,1.911049,0.012776,-1.911049,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,1.924872,0.019704,-1.924872,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,1.946708,0.019462,-1.946708,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,1.973178,0.039033,-1.973178,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,1.944414,0.017224,-1.944414,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,1.968856,0.034583,-1.968856,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,2.035288,0.037789,-2.035288,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,2.220321,0.035963,-2.220321,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,2.210287,0.028439,-2.210287,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,1.942342,0.021868,-1.942342,6,1098.0
MUL_TEXT_KOREAN_DRAMA,extended,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,1.952888,0.020229,-1.952888,6,1098.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,1.550659,0.00652,-1.550659,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,CatBoost (TAR),CatBoost,tar,log_loss,1.563448,0.011099,-1.563448,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,1.418522,0.011994,-1.418522,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,Causilo (TAR),Causilo,tar,log_loss,1.449962,0.012657,-1.449962,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,1.523507,0.008724,-1.523507,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.424562,0.02132,-1.424562,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,1.444479,0.019822,-1.444479,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,1.390904,0.01266,-1.390904,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,1.403135,0.013402,-1.403135,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,1.400262,0.014036,-1.400262,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,1.416493,0.016324,-1.416493,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,1.433786,0.015894,-1.433786,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,1.448755,0.017081,-1.448755,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,LightGBM (Frozen),LightGBM,frozen,log_loss,1.679913,0.01427,-1.679913,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,LightGBM (TAR),LightGBM,tar,log_loss,1.718588,0.019687,-1.718588,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,1.379942,0.012167,-1.379942,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,LimiX-2 (TAR),LimiX-2,tar,log_loss,1.395699,0.017729,-1.395699,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,RandomForest (Frozen),RandomForest,frozen,log_loss,1.733292,0.025935,-1.733292,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,RandomForest (TAR),RandomForest,tar,log_loss,1.681055,0.019378,-1.681055,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,1.68176,0.013655,-1.68176,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,RealMLP (TAR),RealMLP,tar,log_loss,1.682715,0.0088,-1.682715,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,1.611835,0.02185,-1.611835,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabDPT (TAR),TabDPT,tar,log_loss,1.615921,0.026688,-1.615921,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,1.533183,0.019478,-1.533183,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,1.521753,0.017526,-1.521753,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,1.382276,0.012305,-1.382276,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabFM (TAR),TabFM,tar,log_loss,1.416998,0.016878,-1.416998,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,1.4563,0.012205,-1.4563,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,1.477602,0.013819,-1.477602,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabM (Frozen),TabM,frozen,log_loss,1.542526,0.034126,-1.542526,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabM (TAR),TabM,tar,log_loss,1.589375,0.046372,-1.589375,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,1.54315,0.008002,-1.54315,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,1.51657,0.010834,-1.51657,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,1.435397,0.012715,-1.435397,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,1.472057,0.01539,-1.472057,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,1.43918,0.012868,-1.43918,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,1.477669,0.018964,-1.477669,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,1.530658,0.005758,-1.530658,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,1.532695,0.012064,-1.532695,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,1.592883,0.013859,-1.592883,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,1.688791,0.019497,-1.688791,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,1.515329,0.009635,-1.515329,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,1.636268,0.006206,-1.636268,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,1.647335,0.009449,-1.647335,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,1.466743,0.011222,-1.466743,6,10000.0
MUL_TEXT_MELBOURNE_AIRBNB,extended,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,1.491819,0.014863,-1.491819,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,0.631676,0.003551,-0.631676,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,CatBoost (TAR),CatBoost,tar,log_loss,0.60494,0.006099,-0.60494,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,0.599672,0.004217,-0.599672,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,Causilo (TAR),Causilo,tar,log_loss,0.573224,0.005564,-0.573224,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,0.659081,0.0048,-0.659081,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.60001,0.005237,-0.60001,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.571175,0.004671,-0.571175,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.592518,0.00429,-0.592518,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.565316,0.005594,-0.565316,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.593698,0.003855,-0.593698,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.56939,0.005296,-0.56939,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.597712,0.003816,-0.597712,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.573401,0.006856,-0.573401,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,LightGBM (Frozen),LightGBM,frozen,log_loss,0.713469,0.007191,-0.713469,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,LightGBM (TAR),LightGBM,tar,log_loss,0.707967,0.020924,-0.707967,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.591693,0.00497,-0.591693,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.567198,0.00638,-0.567198,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.594736,0.005819,-0.594736,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.569225,0.006687,-0.569225,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,RandomForest (Frozen),RandomForest,frozen,log_loss,0.799697,0.018604,-0.799697,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,RandomForest (TAR),RandomForest,tar,log_loss,0.729566,0.014905,-0.729566,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,0.640308,0.009512,-0.640308,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,RealMLP (TAR),RealMLP,tar,log_loss,0.615546,0.005786,-0.615546,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,0.793125,0.007085,-0.793125,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabDPT (TAR),TabDPT,tar,log_loss,0.748098,0.009862,-0.748098,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.75735,0.007229,-0.75735,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.699046,0.00684,-0.699046,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,0.599606,0.005816,-0.599606,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabFM (TAR),TabFM,tar,log_loss,0.577633,0.008751,-0.577633,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.607537,0.006153,-0.607537,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.587419,0.008706,-0.587419,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabM (Frozen),TabM,frozen,log_loss,0.617124,0.004545,-0.617124,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabM (TAR),TabM,tar,log_loss,0.600258,0.015636,-0.600258,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.617081,0.006656,-0.617081,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.580689,0.007554,-0.580689,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.595659,0.003722,-0.595659,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.567738,0.005552,-0.567738,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.600826,0.004378,-0.600826,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.573737,0.005199,-0.573737,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.623281,0.007452,-0.623281,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.588188,0.009016,-0.588188,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.60277,0.004593,-0.60277,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.577713,0.00801,-0.577713,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.610662,0.010359,-0.610662,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,0.695955,0.007642,-0.695955,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,0.673229,0.010224,-0.673229,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.612341,0.005921,-0.612341,6,10000.0
MUL_TEXT_MICHELIN_RESTAURANTS,core,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.59018,0.007819,-0.59018,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,1.283036,0.008004,-1.283036,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,CatBoost (TAR),CatBoost,tar,log_loss,1.279495,0.010621,-1.279495,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,1.174458,0.005657,-1.174458,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,Causilo (TAR),Causilo,tar,log_loss,1.169039,0.00611,-1.169039,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,1.285942,0.011051,-1.285942,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.178096,0.004885,-1.178096,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,1.172009,0.006356,-1.172009,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,1.157869,0.0054,-1.157869,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,1.151777,0.00426,-1.151777,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,1.166139,0.004679,-1.166139,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,1.159729,0.005232,-1.159729,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,1.177173,0.004466,-1.177173,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,1.171289,0.006568,-1.171289,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,LightGBM (Frozen),LightGBM,frozen,log_loss,1.312693,0.012794,-1.312693,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,LightGBM (TAR),LightGBM,tar,log_loss,1.308682,0.013186,-1.308682,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,1.159846,0.004548,-1.159846,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,LimiX-2 (TAR),LimiX-2,tar,log_loss,1.153297,0.00529,-1.153297,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,1.153569,0.005593,-1.153569,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,1.149605,0.005481,-1.149605,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,RandomForest (Frozen),RandomForest,frozen,log_loss,1.39807,0.017752,-1.39807,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,RandomForest (TAR),RandomForest,tar,log_loss,1.388859,0.013494,-1.388859,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,1.269813,0.008522,-1.269813,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,RealMLP (TAR),RealMLP,tar,log_loss,1.265083,0.010144,-1.265083,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,1.293158,0.008851,-1.293158,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabDPT (TAR),TabDPT,tar,log_loss,1.31213,0.011302,-1.31213,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,1.195592,0.006071,-1.195592,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,1.192896,0.006731,-1.192896,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,1.144368,0.007165,-1.144368,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabFM (TAR),TabFM,tar,log_loss,1.143579,0.0061,-1.143579,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,1.194616,0.007024,-1.194616,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,1.194345,0.008618,-1.194345,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabM (Frozen),TabM,frozen,log_loss,1.253971,0.016141,-1.253971,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabM (TAR),TabM,tar,log_loss,1.251673,0.011236,-1.251673,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,1.195536,0.006548,-1.195536,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,1.186094,0.005482,-1.186094,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,1.167919,0.004508,-1.167919,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,1.161462,0.004225,-1.161462,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,1.170526,0.00503,-1.170526,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,1.165615,0.00484,-1.165615,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,1.222451,0.007997,-1.222451,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,1.217473,0.008195,-1.217473,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,1.201475,0.007207,-1.201475,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,1.19683,0.007861,-1.19683,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,1.281091,0.016173,-1.281091,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,1.319599,0.011702,-1.319599,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,1.313781,0.011197,-1.313781,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,1.194992,0.006168,-1.194992,6,10000.0
MUL_TEXT_NEWS_CHANNEL,extended,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,1.195687,0.007617,-1.195687,6,10000.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,0.392415,0.012536,-0.392415,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,CatBoost (TAR),CatBoost,tar,log_loss,0.371334,0.01303,-0.371334,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,0.365696,0.006699,-0.365696,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,Causilo (TAR),Causilo,tar,log_loss,0.352506,0.010548,-0.352506,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,0.442474,0.019203,-0.442474,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.368204,0.007519,-0.368204,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.354799,0.009421,-0.354799,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.35826,0.006444,-0.35826,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.352924,0.011088,-0.352924,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.361534,0.006721,-0.361534,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.353355,0.01111,-0.353355,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.363335,0.006312,-0.363335,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.352801,0.011562,-0.352801,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,LightGBM (Frozen),LightGBM,frozen,log_loss,0.624319,0.035917,-0.624319,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,LightGBM (TAR),LightGBM,tar,log_loss,0.5967,0.022017,-0.5967,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.362033,0.0098,-0.362033,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.352665,0.012417,-0.352665,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.362514,0.008815,-0.362514,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.354549,0.01036,-0.354549,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,RandomForest (Frozen),RandomForest,frozen,log_loss,0.51349,0.030046,-0.51349,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,RandomForest (TAR),RandomForest,tar,log_loss,0.49199,0.040856,-0.49199,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,0.431486,0.01616,-0.431486,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,RealMLP (TAR),RealMLP,tar,log_loss,0.385199,0.015154,-0.385199,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,0.381331,0.015376,-0.381331,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabDPT (TAR),TabDPT,tar,log_loss,0.36218,0.014877,-0.36218,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.367522,0.007044,-0.367522,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.352338,0.00895,-0.352338,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,0.360354,0.010636,-0.360354,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabFM (TAR),TabFM,tar,log_loss,0.35662,0.01316,-0.35662,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.369174,0.009029,-0.369174,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.357445,0.011632,-0.357445,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabM (Frozen),TabM,frozen,log_loss,0.386165,0.012818,-0.386165,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabM (TAR),TabM,tar,log_loss,0.370117,0.017333,-0.370117,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.367026,0.009343,-0.367026,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.358042,0.012013,-0.358042,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.36022,0.00656,-0.36022,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.351498,0.010829,-0.351498,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.362608,0.00813,-0.362608,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.352993,0.009849,-0.352993,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.378269,0.013018,-0.378269,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.364183,0.013911,-0.364183,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.375129,0.011092,-0.375129,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.359005,0.010996,-0.359005,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.395248,0.019898,-0.395248,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,0.413338,0.018397,-0.413338,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,0.392236,0.014392,-0.392236,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.371048,0.011069,-0.371048,6,3394.0
MUL_TEXT_PRODUCT_SENTIMENT,core,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.359662,0.011835,-0.359662,6,3394.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,2.053761,0.021379,-2.053761,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,CatBoost (TAR),CatBoost,tar,log_loss,1.991036,0.013725,-1.991036,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,1.609036,0.013989,-1.609036,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,Causilo (TAR),Causilo,tar,log_loss,1.567077,0.012949,-1.567077,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,2.027827,0.024808,-2.027827,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.590926,0.01588,-1.590926,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,1.534016,0.02007,-1.534016,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,1.383569,0.012804,-1.383569,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,1.35297,0.018073,-1.35297,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,1.409231,0.014447,-1.409231,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,1.385577,0.015819,-1.385577,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,1.552599,0.012525,-1.552599,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,1.511488,0.016442,-1.511488,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,LightGBM (Frozen),LightGBM,frozen,log_loss,3.25342,0.06364,-3.25342,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,LightGBM (TAR),LightGBM,tar,log_loss,3.291294,0.05786,-3.291294,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,1.340652,0.014244,-1.340652,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,LimiX-2 (TAR),LimiX-2,tar,log_loss,1.316537,0.017193,-1.316537,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,RandomForest (Frozen),RandomForest,frozen,log_loss,4.246058,0.019562,-4.246058,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,RandomForest (TAR),RandomForest,tar,log_loss,3.896351,0.062389,-3.896351,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,2.263144,0.043371,-2.263144,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,RealMLP (TAR),RealMLP,tar,log_loss,2.214624,0.024182,-2.214624,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,3.38665,0.030916,-3.38665,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabDPT (TAR),TabDPT,tar,log_loss,3.429395,0.033401,-3.429395,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,2.483071,0.023525,-2.483071,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,2.402088,0.039667,-2.402088,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,1.386091,0.019414,-1.386091,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabFM (TAR),TabFM,tar,log_loss,1.37717,0.018154,-1.37717,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,1.70093,0.021085,-1.70093,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,1.798228,0.020252,-1.798228,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabM (Frozen),TabM,frozen,log_loss,2.140381,0.031981,-2.140381,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabM (TAR),TabM,tar,log_loss,2.129518,0.04073,-2.129518,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,1.777136,0.013365,-1.777136,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,1.729171,0.016166,-1.729171,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,1.422015,0.019335,-1.422015,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,1.42728,0.023715,-1.42728,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,1.496383,0.020614,-1.496383,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,1.466982,0.023152,-1.466982,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,2.083005,0.026756,-2.083005,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,2.52181,0.027071,-2.52181,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,2.477003,0.027272,-2.477003,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,1.687406,0.020512,-1.687406,6,10000.0
MUL_TEXT_SPOTIFY_GENRES,core,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,1.79231,0.03066,-1.79231,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,0.212624,0.006801,-0.212624,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,CatBoost (TAR),CatBoost,tar,log_loss,0.185517,0.009089,-0.185517,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,0.165026,0.007573,-0.165026,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,Causilo (TAR),Causilo,tar,log_loss,0.157724,0.007736,-0.157724,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,0.241363,0.006959,-0.241363,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.166978,0.008254,-0.166978,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.152182,0.007177,-0.152182,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.156589,0.007982,-0.156589,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.148412,0.008292,-0.148412,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.157727,0.008278,-0.157727,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.149982,0.007586,-0.149982,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.163756,0.007411,-0.163756,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.152563,0.00747,-0.152563,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,LightGBM (Frozen),LightGBM,frozen,log_loss,0.258927,0.014566,-0.258927,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,LightGBM (TAR),LightGBM,tar,log_loss,0.265045,0.01381,-0.265045,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.157809,0.007915,-0.157809,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.150629,0.008295,-0.150629,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.160933,0.006973,-0.160933,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.152119,0.006976,-0.152119,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,RandomForest (Frozen),RandomForest,frozen,log_loss,0.285156,0.016553,-0.285156,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,RandomForest (TAR),RandomForest,tar,log_loss,0.225528,0.021006,-0.225528,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,0.295954,0.095275,-0.295954,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,RealMLP (TAR),RealMLP,tar,log_loss,0.213848,0.010687,-0.213848,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,0.29523,0.009058,-0.29523,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabDPT (TAR),TabDPT,tar,log_loss,0.241287,0.009539,-0.241287,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.257062,0.010113,-0.257062,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.196244,0.009681,-0.196244,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,0.154993,0.008515,-0.154993,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabFM (TAR),TabFM,tar,log_loss,0.152302,0.00822,-0.152302,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.171286,0.008487,-0.171286,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.162092,0.008807,-0.162092,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabM (Frozen),TabM,frozen,log_loss,0.218874,0.012496,-0.218874,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabM (TAR),TabM,tar,log_loss,0.211231,0.018648,-0.211231,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.175862,0.007667,-0.175862,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.1648,0.007638,-0.1648,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.160908,0.008319,-0.160908,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.151831,0.008136,-0.151831,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.166546,0.007527,-0.166546,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.157168,0.008468,-0.157168,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.194586,0.008432,-0.194586,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.167923,0.006793,-0.167923,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.173604,0.007934,-0.173604,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.1587,0.009022,-0.1587,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.166834,0.011613,-0.166834,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,0.219064,0.007386,-0.219064,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,0.190098,0.008647,-0.190098,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.17329,0.007906,-0.17329,6,10000.0
MUL_TEXT_US_ACCIDENTS,core,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.163205,0.007844,-0.163205,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,0.921158,0.015043,-0.921158,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,CatBoost (TAR),CatBoost,tar,log_loss,0.789204,0.010754,-0.789204,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,0.787556,0.016908,-0.787556,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,Causilo (TAR),Causilo,tar,log_loss,0.705162,0.010646,-0.705162,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,1.353735,0.010812,-1.353735,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.8049,0.018165,-0.8049,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.70707,0.011018,-0.70707,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.752638,0.016021,-0.752638,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.678433,0.010372,-0.678433,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.763012,0.016461,-0.763012,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.682875,0.011365,-0.682875,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.779584,0.015742,-0.779584,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.697536,0.011492,-0.697536,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,LightGBM (Frozen),LightGBM,frozen,log_loss,1.368792,0.028421,-1.368792,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,LightGBM (TAR),LightGBM,tar,log_loss,1.269251,0.024076,-1.269251,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.778541,0.017124,-0.778541,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.692358,0.012097,-0.692358,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,RandomForest (Frozen),RandomForest,frozen,log_loss,1.597172,0.088122,-1.597172,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,RandomForest (TAR),RandomForest,tar,log_loss,1.133516,0.036158,-1.133516,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,0.923513,0.014425,-0.923513,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,RealMLP (TAR),RealMLP,tar,log_loss,0.792358,0.017582,-0.792358,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,1.311906,0.01954,-1.311906,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabDPT (TAR),TabDPT,tar,log_loss,1.146555,0.014262,-1.146555,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.872779,0.02115,-0.872779,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.752781,0.016051,-0.752781,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,0.744928,0.019515,-0.744928,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabFM (TAR),TabFM,tar,log_loss,0.683664,0.012884,-0.683664,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.818467,0.018665,-0.818467,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.735687,0.010635,-0.735687,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabM (Frozen),TabM,frozen,log_loss,0.882635,0.017173,-0.882635,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabM (TAR),TabM,tar,log_loss,0.778075,0.018822,-0.778075,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.818334,0.016566,-0.818334,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.720659,0.012096,-0.720659,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.761336,0.016281,-0.761336,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.687973,0.011787,-0.687973,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.766334,0.015576,-0.766334,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.692458,0.011544,-0.692458,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.783438,0.026942,-0.783438,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,1.090897,0.019382,-1.090897,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,0.899548,0.020124,-0.899548,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.832096,0.018358,-0.832096,6,10000.0
MUL_TEXT_WINE_REVIEW,core,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.758188,0.014284,-0.758188,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,CatBoost (Frozen),CatBoost,frozen,log_loss,0.677652,0.004374,-0.677652,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,CatBoost (TAR),CatBoost,tar,log_loss,0.65061,0.005728,-0.65061,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,Causilo (Frozen),Causilo,frozen,log_loss,0.654039,0.005142,-0.654039,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,Causilo (TAR),Causilo,tar,log_loss,0.638157,0.006657,-0.638157,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,ConTextTab,ConTextTab,end-to-end,log_loss,0.84218,0.007369,-0.84218,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,0.65411,0.006102,-0.65411,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,0.639767,0.007531,-0.639767,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.649797,0.006021,-0.649797,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,0.637488,0.007689,-0.637488,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,log_loss,0.651346,0.005766,-0.651346,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,log_loss,0.637891,0.0075,-0.637891,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,log_loss,0.654785,0.005085,-0.654785,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,log_loss,0.638317,0.00669,-0.638317,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,LightGBM (Frozen),LightGBM,frozen,log_loss,0.734227,0.006181,-0.734227,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,LightGBM (TAR),LightGBM,tar,log_loss,0.726929,0.014132,-0.726929,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.650677,0.005878,-0.650677,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,LimiX-2 (TAR),LimiX-2,tar,log_loss,0.639949,0.007332,-0.639949,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,0.653264,0.005538,-0.653264,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,0.638138,0.007246,-0.638138,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,RandomForest (Frozen),RandomForest,frozen,log_loss,0.758164,0.011707,-0.758164,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,RandomForest (TAR),RandomForest,tar,log_loss,0.7225,0.019171,-0.7225,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,RealMLP (Frozen),RealMLP,frozen,log_loss,0.675633,0.009667,-0.675633,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,RealMLP (TAR),RealMLP,tar,log_loss,0.659415,0.011252,-0.659415,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabDPT (Frozen),TabDPT,frozen,log_loss,0.676179,0.003689,-0.676179,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabDPT (TAR),TabDPT,tar,log_loss,0.668711,0.005418,-0.668711,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,0.654807,0.004913,-0.654807,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,log_loss,0.639083,0.007152,-0.639083,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabFM (Frozen),TabFM,frozen,log_loss,0.650299,0.006907,-0.650299,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabFM (TAR),TabFM,tar,log_loss,0.642195,0.007387,-0.642195,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,0.655754,0.004882,-0.655754,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabICLv2 (TAR),TabICLv2,tar,log_loss,0.643923,0.007237,-0.643923,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabM (Frozen),TabM,frozen,log_loss,0.667922,0.017455,-0.667922,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabM (TAR),TabM,tar,log_loss,0.645563,0.005711,-0.645563,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,0.658856,0.005126,-0.658856,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,0.642946,0.00734,-0.642946,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,log_loss,0.652102,0.005116,-0.652102,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,log_loss,0.63858,0.006295,-0.63858,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,log_loss,0.653396,0.005094,-0.653396,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,log_loss,0.638591,0.006621,-0.638591,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,0.661963,0.006586,-0.661963,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,0.644909,0.007496,-0.644909,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,0.656626,0.006446,-0.656626,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,0.644861,0.008817,-0.644861,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,log_loss,0.665849,0.007953,-0.665849,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,XGBoost (Frozen),XGBoost,frozen,log_loss,0.709258,0.005363,-0.709258,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,XGBoost (TAR),XGBoost,tar,log_loss,0.680999,0.008776,-0.680999,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,0.658524,0.005189,-0.658524,6,10000.0
MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,0.644404,0.007442,-0.644404,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.400654,0.007606,-0.400654,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.400144,0.009279,-0.400144,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.383617,0.010351,-0.383617,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.383522,0.011327,-0.383522,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.395656,0.010805,-0.395656,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.381129,0.009433,-0.381129,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.38118,0.010003,-0.38118,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.37192,0.010557,-0.37192,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.371355,0.011055,-0.371355,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.372291,0.009878,-0.372291,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.37225,0.0106,-0.37225,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.38113,0.009179,-0.38113,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.380595,0.009343,-0.380595,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.41369,0.008504,-0.41369,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.413084,0.01141,-0.413084,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.371116,0.011525,-0.371116,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.370651,0.011779,-0.370651,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.376725,0.010829,-0.376725,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.375492,0.011162,-0.375492,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.444246,0.006815,-0.444246,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.445969,0.011269,-0.445969,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.430895,0.004979,-0.430895,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.427754,0.008085,-0.427754,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.425627,0.011287,-0.425627,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.424383,0.011457,-0.424383,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.411046,0.011787,-0.411046,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.41084,0.011108,-0.41084,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.38298,0.00934,-0.38298,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.384188,0.010815,-0.384188,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.400258,0.009454,-0.400258,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.398482,0.010865,-0.398482,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.402344,0.009388,-0.402344,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.402492,0.009618,-0.402492,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.393564,0.009602,-0.393564,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.394626,0.011735,-0.394626,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.381414,0.010404,-0.381414,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.381516,0.011088,-0.381516,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.383125,0.010988,-0.383125,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.383261,0.011162,-0.383261,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.397914,0.009711,-0.397914,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.398285,0.010412,-0.398285,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.385622,0.009285,-0.385622,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.386432,0.010242,-0.386432,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.403994,0.009778,-0.403994,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.434752,0.007751,-0.434752,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.432011,0.008762,-0.432011,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.395019,0.009758,-0.395019,6,10000.0
REG_IMAGE_AIRBNB_NYC,extended,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.393508,0.011067,-0.393508,6,10000.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.705732,0.022244,-0.705732,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.669527,0.031137,-0.669527,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.619945,0.024309,-0.619945,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.625647,0.044113,-0.625647,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.672908,0.027067,-0.672908,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.635859,0.019892,-0.635859,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.640936,0.038519,-0.640936,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.610474,0.022848,-0.610474,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.615478,0.044236,-0.615478,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.620921,0.020941,-0.620921,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.625342,0.044162,-0.625342,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.621013,0.022518,-0.621013,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.624622,0.04312,-0.624622,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.738006,0.021673,-0.738006,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.686479,0.031113,-0.686479,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.611021,0.026839,-0.611021,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.613303,0.042412,-0.613303,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.621822,0.020255,-0.621822,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.621339,0.041647,-0.621339,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.752138,0.027117,-0.752138,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.689421,0.032312,-0.689421,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.709876,0.019979,-0.709876,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.67426,0.031812,-0.67426,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.645962,0.021682,-0.645962,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.64393,0.035654,-0.64393,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.645359,0.019528,-0.645359,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.644819,0.040625,-0.644819,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.623812,0.021397,-0.623812,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.624074,0.041591,-0.624074,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.638135,0.024958,-0.638135,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.637574,0.038873,-0.637574,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.683512,0.013899,-0.683512,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.666452,0.028663,-0.666452,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.63351,0.016619,-0.63351,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.638604,0.042037,-0.638604,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.619256,0.022229,-0.619256,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.627411,0.046126,-0.627411,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.624002,0.022039,-0.624002,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.628694,0.041646,-0.628694,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.675904,0.018689,-0.675904,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.666237,0.029529,-0.666237,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.655333,0.018432,-0.655333,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.656101,0.035195,-0.656101,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.749549,0.016252,-0.749549,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.78168,0.019887,-0.78168,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.704272,0.026109,-0.704272,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.631162,0.022255,-0.631162,6,2326.0
REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.636664,0.040426,-0.636664,6,2326.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,3.24181,0.134003,-3.24181,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,3.015443,0.123729,-3.015443,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,3.02857,0.114827,-3.02857,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,2.87958,0.12227,-2.87958,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,3.305507,0.11791,-3.305507,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,3.072486,0.107481,-3.072486,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,2.909769,0.105589,-2.909769,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,3.014341,0.117568,-3.014341,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,2.865433,0.119658,-2.865433,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,3.030901,0.119111,-3.030901,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,2.879955,0.12257,-2.879955,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,3.047771,0.118454,-3.047771,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,2.887163,0.119124,-2.887163,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,3.308201,0.132025,-3.308201,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,3.062635,0.10859,-3.062635,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,3.058065,0.128216,-3.058065,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,2.90037,0.121974,-2.90037,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,3.032542,0.111504,-3.032542,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,2.886254,0.110659,-2.886254,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,3.478982,0.118629,-3.478982,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,3.12634,0.104772,-3.12634,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,3.39801,0.128517,-3.39801,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,3.121292,0.116839,-3.121292,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,3.111699,0.096762,-3.111699,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,2.945499,0.116151,-2.945499,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,3.054495,0.117507,-3.054495,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,2.915712,0.117637,-2.915712,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,3.041243,0.115827,-3.041243,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,2.896705,0.120318,-2.896705,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,3.075621,0.116876,-3.075621,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,2.909845,0.117685,-2.909845,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,3.121774,0.108292,-3.121774,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,2.943658,0.11851,-2.943658,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,3.076581,0.114595,-3.076581,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,2.93006,0.117872,-2.93006,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,3.037914,0.115261,-3.037914,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,2.901472,0.116455,-2.901472,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,3.052275,0.117457,-3.052275,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,2.917036,0.115011,-2.917036,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,3.145823,0.119802,-3.145823,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,2.952858,0.115454,-2.952858,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,3.097531,0.117095,-3.097531,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,2.925703,0.111402,-2.925703,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,3.085467,0.105469,-3.085467,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,3.497709,0.134171,-3.497709,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,3.163868,0.10902,-3.163868,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,3.06715,0.121978,-3.06715,6,10000.0
REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,2.909448,0.121319,-2.909448,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,17477.235171,11641.358895,-17477.235171,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,19749.565609,12773.379892,-19749.565609,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,20390.116418,13279.004879,-20390.116418,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,19986.005948,14017.118431,-19986.005948,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,23391.493165,13074.967727,-23391.493165,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,17599.75644,11655.162751,-17599.75644,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,17739.030983,12203.612126,-17739.030983,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,18376.242072,13789.557523,-18376.242072,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,18328.586707,14167.225933,-18328.586707,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,18451.358529,13245.714324,-18451.358529,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,18494.299875,14138.292216,-18494.299875,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,18679.263203,14273.934438,-18679.263203,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,18721.480459,14700.02695,-18721.480459,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,20967.842063,13521.034069,-20967.842063,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,20813.982514,13160.447262,-20813.982514,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,12609.497327,9019.881495,-12609.497327,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,12466.614905,8733.526799,-12466.614905,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,15910.198816,10289.91776,-15910.198816,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,16138.19168,10599.835951,-16138.19168,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,17879.234234,8762.450609,-17879.234234,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,19769.347439,9085.462104,-19769.347439,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,21664.094416,12376.980572,-21664.094416,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,19405.152924,11491.98337,-19405.152924,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,22534.970161,13391.649096,-22534.970161,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,22401.55351,13617.74578,-22401.55351,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,20324.678277,14057.62875,-20324.678277,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,20374.36917,14235.077191,-20374.36917,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,14503.155416,8962.272785,-14503.155416,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,15643.795287,9458.254256,-15643.795287,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,20281.073082,14396.395576,-20281.073082,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,20356.328531,14864.80082,-20356.328531,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,18053.836147,12850.604587,-18053.836147,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,18367.447007,12894.148035,-18367.447007,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,20417.758157,13898.880385,-20417.758157,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,20151.010005,14119.158935,-20151.010005,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,17577.95484,11231.398561,-17577.95484,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,17749.825255,11859.228441,-17749.825255,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,17686.261325,11678.195795,-17686.261325,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,18304.465309,12477.399083,-18304.465309,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,20840.904925,14504.906072,-20840.904925,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,20938.976693,14626.479888,-20938.976693,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,19699.472803,11048.194314,-19699.472803,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,20144.18724,11724.249369,-20144.18724,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,19921.856443,13884.967816,-19921.856443,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,19380.429593,12600.806316,-19380.429593,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,21053.687825,11029.059949,-21053.687825,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,20734.613793,13711.180668,-20734.613793,6,10000.0
REG_IMAGE_DVM_CAR,extended,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,19975.45382,14321.852598,-19975.45382,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.099343,0.000663,-0.099343,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.112122,0.004296,-0.112122,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.087142,0.001486,-0.087142,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.103774,0.006633,-0.103774,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.08938,0.001543,-0.08938,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.086393,0.001514,-0.086393,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.099749,0.006457,-0.099749,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.081892,0.001303,-0.081892,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.090778,0.004055,-0.090778,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.083328,0.000892,-0.083328,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.092634,0.004521,-0.092634,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.085321,0.001302,-0.085321,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.095964,0.005745,-0.095964,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.107792,0.00067,-0.107792,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.119044,0.003882,-0.119044,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.082477,0.001542,-0.082477,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.090315,0.004269,-0.090315,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.085462,0.001305,-0.085462,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.09402,0.004568,-0.09402,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.101818,0.001502,-0.101818,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.121156,0.004593,-0.121156,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.101394,0.001065,-0.101394,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.112311,0.004185,-0.112311,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.092451,0.001538,-0.092451,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.106312,0.004643,-0.106312,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.089099,0.001834,-0.089099,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.102356,0.004931,-0.102356,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.08353,0.001482,-0.08353,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.095443,0.00522,-0.095443,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.087466,0.00165,-0.087466,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.102125,0.006865,-0.102125,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.097819,0.001437,-0.097819,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.110116,0.004368,-0.110116,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.08749,0.001441,-0.08749,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.096819,0.005464,-0.096819,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.082688,0.001224,-0.082688,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.091947,0.004173,-0.091947,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.083222,0.001325,-0.083222,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.091942,0.004035,-0.091942,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.095744,0.001308,-0.095744,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.116679,0.006749,-0.116679,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.088689,0.001342,-0.088689,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.106076,0.00695,-0.106076,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.102125,0.001726,-0.102125,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.103777,0.001027,-0.103777,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.116605,0.003811,-0.116605,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.087051,0.001666,-0.087051,6,10000.0
REG_IMAGE_FLIPKART_RATIO,extended,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.103601,0.006756,-0.103601,6,10000.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.158361,0.004826,-0.158361,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.198364,0.017994,-0.198364,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.124365,0.003634,-0.124365,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.157389,0.010503,-0.157389,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.153438,0.003147,-0.153438,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.126828,0.001731,-0.126828,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.158062,0.01044,-0.158062,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.118584,0.003327,-0.118584,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.150297,0.010661,-0.150297,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.120091,0.002528,-0.120091,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.15332,0.010321,-0.15332,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.124398,0.003141,-0.124398,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.159919,0.012585,-0.159919,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.171572,0.002291,-0.171572,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.211204,0.018395,-0.211204,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.116826,0.003573,-0.116826,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.152286,0.011863,-0.152286,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.124632,0.001667,-0.124632,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.152448,0.012624,-0.152448,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.171836,0.00358,-0.171836,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.229532,0.021482,-0.229532,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.152778,0.003827,-0.152778,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.19063,0.017029,-0.19063,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.177243,0.005176,-0.177243,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.200935,0.010632,-0.200935,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.160828,0.006036,-0.160828,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.191392,0.011872,-0.191392,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.129251,0.005276,-0.129251,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.155959,0.00944,-0.155959,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.132642,0.002334,-0.132642,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.172839,0.013856,-0.172839,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.152098,0.002937,-0.152098,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.185331,0.014269,-0.185331,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.129079,0.001808,-0.129079,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.166754,0.011403,-0.166754,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.120488,0.003017,-0.120488,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.15506,0.01133,-0.15506,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.122813,0.003599,-0.122813,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.162107,0.01313,-0.162107,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.152207,0.002599,-0.152207,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.181213,0.010322,-0.181213,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.133386,0.002808,-0.133386,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.163448,0.012558,-0.163448,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.176201,0.003765,-0.176201,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.169569,0.002204,-0.169569,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.208972,0.017858,-0.208972,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.130053,0.001879,-0.130053,6,6554.0
REG_IMAGE_GOIAS_HOUSES,extended,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.170305,0.01327,-0.170305,6,6554.0
REG_IMAGE_HNM_FASHION,core,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,4.459836,0.095555,-4.459836,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,4.468692,0.085534,-4.468692,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,4.327867,0.088753,-4.327867,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,4.344729,0.09614,-4.344729,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,4.418822,0.087353,-4.418822,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,4.344409,0.082722,-4.344409,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,4.381187,0.087121,-4.381187,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,4.284853,0.092563,-4.284853,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,4.315146,0.091322,-4.315146,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,4.298014,0.092625,-4.298014,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,4.335313,0.09433,-4.335313,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,4.310499,0.090042,-4.310499,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,4.344509,0.093341,-4.344509,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,4.484479,0.083587,-4.484479,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,4.5019,0.0932,-4.5019,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,4.292377,0.090877,-4.292377,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,4.313635,0.091256,-4.313635,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,4.30765,0.091232,-4.30765,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,4.340271,0.093974,-4.340271,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,4.507867,0.101106,-4.507867,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,4.557132,0.084236,-4.557132,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,4.606055,0.073625,-4.606055,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,4.592566,0.081502,-4.592566,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,4.416893,0.093176,-4.416893,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,4.415281,0.091326,-4.415281,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,4.412165,0.088776,-4.412165,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,4.405033,0.094177,-4.405033,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,4.33419,0.092561,-4.33419,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,4.357661,0.102249,-4.357661,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,4.353689,0.091484,-4.353689,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,4.386588,0.087477,-4.386588,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,4.433224,0.073734,-4.433224,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,4.454528,0.097377,-4.454528,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,4.388704,0.089525,-4.388704,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,4.396121,0.088529,-4.396121,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,4.308097,0.093769,-4.308097,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,4.335243,0.092768,-4.335243,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,4.327959,0.091093,-4.327959,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,4.350404,0.089759,-4.350404,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,4.447506,0.089515,-4.447506,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,4.460817,0.089174,-4.460817,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,4.382283,0.086805,-4.382283,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,4.411542,0.090563,-4.411542,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,4.487813,0.085915,-4.487813,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,4.621915,0.091688,-4.621915,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,4.654455,0.067374,-4.654455,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,4.334114,0.094141,-4.334114,6,10000.0
REG_IMAGE_HNM_FASHION,core,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,4.359881,0.088573,-4.359881,6,10000.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.528724,0.013585,-0.528724,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.5308,0.01235,-0.5308,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.496026,0.007219,-0.496026,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.502376,0.012794,-0.502376,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.500828,0.010006,-0.500828,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.497551,0.007631,-0.497551,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.503619,0.012074,-0.503619,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.494368,0.00731,-0.494368,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.502022,0.010233,-0.502022,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.494457,0.007845,-0.494457,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.50049,0.010655,-0.50049,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.49902,0.012216,-0.49902,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.504302,0.012747,-0.504302,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.538437,0.012122,-0.538437,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.544403,0.011407,-0.544403,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.501436,0.011106,-0.501436,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.506035,0.00986,-0.506035,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.499238,0.011951,-0.499238,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.502769,0.016009,-0.502769,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.531382,0.00927,-0.531382,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.535536,0.009753,-0.535536,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.549987,0.025419,-0.549987,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.550582,0.018114,-0.550582,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.548221,0.007485,-0.548221,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.549862,0.008696,-0.549862,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.537343,0.011698,-0.537343,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.5408,0.011544,-0.5408,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.499093,0.009758,-0.499093,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.506762,0.013018,-0.506762,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.502558,0.009641,-0.502558,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.509613,0.013162,-0.509613,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.529908,0.01176,-0.529908,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.536674,0.013476,-0.536674,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.504253,0.010073,-0.504253,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.512444,0.014101,-0.512444,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.498777,0.008762,-0.498777,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.504148,0.01275,-0.504148,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.496588,0.007323,-0.496588,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.504956,0.012543,-0.504956,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.504975,0.014962,-0.504975,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.50988,0.01643,-0.50988,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.502447,0.01112,-0.502447,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.504975,0.01478,-0.504975,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.531602,0.017276,-0.531602,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.552177,0.015056,-0.552177,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.559926,0.014662,-0.559926,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.505394,0.009434,-0.505394,6,1092.0
REG_IMAGE_KAMERNET_SIZE,extended,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.510511,0.011135,-0.510511,6,1092.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,3321.888734,863.799252,-3321.888734,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,3101.365461,847.342433,-3101.365461,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,2187.37704,525.735592,-2187.37704,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,2015.66621,723.399708,-2015.66621,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,2126.507724,383.261055,-2126.507724,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,2435.184359,526.188202,-2435.184359,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,2157.961458,682.391567,-2157.961458,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,1790.286645,463.191244,-1790.286645,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,1676.144049,529.813589,-1676.144049,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,1873.760077,518.419362,-1873.760077,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,1743.077291,639.121414,-1743.077291,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,2024.657393,553.984377,-2024.657393,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,1654.110948,627.872104,-1654.110948,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,3606.567237,688.070112,-3606.567237,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,3205.97241,573.810707,-3205.97241,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,2185.037163,631.134082,-2185.037163,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,2158.604797,858.635881,-2158.604797,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,2388.439623,660.741773,-2388.439623,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,2217.30533,731.189647,-2217.30533,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,3797.777747,893.265405,-3797.777747,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,3344.341614,906.388134,-3344.341614,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,2764.500914,911.84486,-2764.500914,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,2714.23851,1032.207599,-2714.23851,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,3263.607807,645.986234,-3263.607807,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,3189.530754,787.308498,-3189.530754,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,2909.134252,754.672228,-2909.134252,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,2639.140299,797.778588,-2639.140299,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,2217.290503,659.122302,-2217.290503,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,2096.527562,823.750483,-2096.527562,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,2457.562961,835.203745,-2457.562961,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,2375.55648,702.747472,-2375.55648,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,3029.598756,617.426862,-3029.598756,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,3026.660183,514.075,-3026.660183,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,2345.920105,657.309375,-2345.920105,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,2161.707156,699.317042,-2161.707156,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,2179.475452,487.194564,-2179.475452,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,2038.728246,589.851013,-2038.728246,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,2099.131081,519.879823,-2099.131081,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,1947.891647,739.731688,-1947.891647,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,2489.890112,760.933771,-2489.890112,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,2395.248402,618.395348,-2395.248402,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,3669.998918,1933.516769,-3669.998918,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,2652.212211,914.128306,-2652.212211,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,3214.724297,986.474179,-3214.724297,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,3982.623003,958.360828,-3982.623003,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,3295.441976,898.662118,-3295.441976,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,2427.722759,836.490019,-2427.722759,6,267.0
REG_IMAGE_KHAADI_CLOTHES,core,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,2352.313107,931.553899,-2352.313107,6,267.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,457.88482,53.024454,-457.88482,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,458.14209,60.538897,-458.14209,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,428.827521,40.444986,-428.827521,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,426.839995,41.251058,-426.839995,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,446.421652,47.837633,-446.421652,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,416.515878,33.676486,-416.515878,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,418.632255,34.522258,-418.632255,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,424.113768,38.344827,-424.113768,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,425.553236,42.103531,-425.553236,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,422.469587,38.196382,-422.469587,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,423.704276,39.745891,-423.704276,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,424.157884,32.503928,-424.157884,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,426.437921,35.624552,-426.437921,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,478.076931,48.497215,-478.076931,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,481.614651,48.685993,-481.614651,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,423.986233,40.108842,-423.986233,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,424.93575,43.533936,-424.93575,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,428.131105,43.944518,-428.131105,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,432.578102,45.347915,-432.578102,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,468.813603,53.467061,-468.813603,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,473.39279,56.745186,-473.39279,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,487.010411,51.008608,-487.010411,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,477.407156,52.197611,-477.407156,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,446.344288,38.679936,-446.344288,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,450.309534,38.939806,-450.309534,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,433.047925,39.390302,-433.047925,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,433.061198,39.749534,-433.061198,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,427.447624,46.172802,-427.447624,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,430.549965,48.038607,-430.549965,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,424.333194,36.53644,-424.333194,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,427.251575,44.685859,-427.251575,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,433.22502,49.912179,-433.22502,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,438.547135,47.193892,-438.547135,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,423.374512,35.127623,-423.374512,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,425.339455,37.500473,-425.339455,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,424.300915,34.787297,-424.300915,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,419.253471,36.804325,-419.253471,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,429.424272,39.374242,-429.424272,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,425.857295,40.357919,-425.857295,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,427.563936,41.623388,-427.563936,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,431.164292,49.015553,-431.164292,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,429.138108,43.267322,-429.138108,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,430.43832,41.907339,-430.43832,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,479.371311,42.774142,-479.371311,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,509.158341,51.547554,-509.158341,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,520.726152,49.439427,-520.726152,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,428.386179,39.661108,-428.386179,6,646.0
REG_IMAGE_LAHAINA_AUCTION,extended,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,429.817555,40.663751,-429.817555,6,646.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.333496,0.00327,-0.333496,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.330842,0.004366,-0.330842,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.318553,0.002792,-0.318553,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.316811,0.003597,-0.316811,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.327809,0.002952,-0.327809,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.316041,0.003077,-0.316041,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.315522,0.003977,-0.315522,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.312429,0.003782,-0.312429,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.311611,0.004273,-0.311611,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.313505,0.003199,-0.313505,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.312556,0.003953,-0.312556,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.316263,0.003072,-0.316263,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.315106,0.004027,-0.315106,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.335451,0.002251,-0.335451,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.333825,0.003859,-0.333825,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.313991,0.003742,-0.313991,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.312496,0.003489,-0.312496,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.315984,0.002466,-0.315984,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.314965,0.003855,-0.314965,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.342489,0.002446,-0.342489,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.341242,0.005163,-0.341242,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.34227,0.003025,-0.34227,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.338633,0.003658,-0.338633,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.350049,0.003542,-0.350049,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.347291,0.004043,-0.347291,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.335129,0.003303,-0.335129,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.33202,0.003806,-0.33202,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.317182,0.0034,-0.317182,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.31536,0.003583,-0.31536,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.325094,0.002909,-0.325094,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.323881,0.003173,-0.323881,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.326462,0.003822,-0.326462,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.326689,0.003598,-0.326689,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.321005,0.002669,-0.321005,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.319744,0.003578,-0.319744,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.317578,0.002238,-0.317578,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.316276,0.003249,-0.316276,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.318811,0.001822,-0.318811,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.316417,0.003384,-0.316417,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.32561,0.003201,-0.32561,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.324886,0.004348,-0.324886,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.320017,0.003492,-0.320017,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.319433,0.004493,-0.319433,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.333449,0.002356,-0.333449,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.348182,0.002772,-0.348182,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.344346,0.00467,-0.344346,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.322854,0.002592,-0.322854,6,8376.0
REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.32129,0.003931,-0.32129,6,8376.0
REG_IMAGE_MANGO_MASS,core,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.060541,0.002406,-0.060541,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.049497,0.003012,-0.049497,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.052595,0.003597,-0.052595,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.046706,0.001293,-0.046706,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.054429,0.00312,-0.054429,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.053628,0.003393,-0.053628,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.047171,0.000964,-0.047171,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.052409,0.003726,-0.052409,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.04658,0.001482,-0.04658,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.052877,0.003475,-0.052877,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.04665,0.001413,-0.04665,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.05258,0.003738,-0.05258,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.04656,0.001132,-0.04656,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.061955,0.002105,-0.061955,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.051609,0.002863,-0.051609,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.052498,0.003122,-0.052498,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.04646,0.000997,-0.04646,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.053937,0.003676,-0.053937,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.047019,0.001227,-0.047019,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.064836,0.003108,-0.064836,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.051203,0.002979,-0.051203,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.059106,0.003119,-0.059106,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.051429,0.004172,-0.051429,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.053432,0.002942,-0.053432,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.047427,0.001536,-0.047427,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.054247,0.003323,-0.054247,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.047278,0.001293,-0.047278,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.052535,0.002812,-0.052535,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.046991,0.001264,-0.046991,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.053675,0.003573,-0.053675,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.047446,0.001823,-0.047446,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.057557,0.001437,-0.057557,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.048968,0.002313,-0.048968,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.054033,0.003006,-0.054033,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.047493,0.00149,-0.047493,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.052842,0.003697,-0.052842,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.046874,0.001382,-0.046874,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.052883,0.003403,-0.052883,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.047356,0.001371,-0.047356,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.055115,0.003284,-0.055115,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.047528,0.001501,-0.047528,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.055944,0.002524,-0.055944,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.048166,0.000996,-0.048166,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.065922,0.011928,-0.065922,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.068796,0.003703,-0.068796,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.053678,0.003077,-0.053678,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.052959,0.003459,-0.052959,6,364.0
REG_IMAGE_MANGO_MASS,core,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.046741,0.001545,-0.046741,6,364.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.103084,0.001451,-0.103084,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.099938,0.001986,-0.099938,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.093258,0.001289,-0.093258,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.092819,0.001787,-0.092819,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.100498,0.001321,-0.100498,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.096659,0.00114,-0.096659,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.096342,0.001578,-0.096342,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.088451,0.001277,-0.088451,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.088474,0.001983,-0.088474,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.090752,0.001438,-0.090752,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.089796,0.002148,-0.089796,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.09366,0.001183,-0.09366,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.092528,0.0018,-0.092528,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.104681,0.001577,-0.104681,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.102021,0.001961,-0.102021,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.087231,0.00166,-0.087231,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.088422,0.001876,-0.088422,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.090119,0.001752,-0.090119,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.091358,0.003113,-0.091358,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.102555,0.000948,-0.102555,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.100071,0.001625,-0.100071,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.10771,0.004398,-0.10771,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.104127,0.003567,-0.104127,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.097034,0.001586,-0.097034,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.095232,0.002092,-0.095232,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.095889,0.00117,-0.095889,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.095055,0.001606,-0.095055,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.089858,0.001791,-0.089858,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.089192,0.002099,-0.089192,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.096954,0.001153,-0.096954,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.096666,0.001334,-0.096666,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.102567,0.00202,-0.102567,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.100767,0.002167,-0.100767,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.096301,0.001125,-0.096301,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.095689,0.001566,-0.095689,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.091146,0.001316,-0.091146,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.090894,0.002203,-0.090894,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.092844,0.001345,-0.092844,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.093078,0.002183,-0.093078,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.103963,0.001328,-0.103963,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.101262,0.001865,-0.101262,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.100397,0.001019,-0.100397,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.099366,0.001751,-0.099366,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.105189,0.001816,-0.105189,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.107204,0.001239,-0.107204,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.103166,0.002489,-0.103166,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.096288,0.001246,-0.096288,6,9166.0
REG_IMAGE_MKPHOTO_BOTS,core,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.095736,0.001632,-0.095736,6,9166.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,3427.973819,359.358154,-3427.973819,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,3409.197143,347.103078,-3409.197143,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,3200.100705,384.57713,-3200.100705,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,3208.637196,374.238714,-3208.637196,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,3400.396765,400.99163,-3400.396765,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,3099.684941,421.161422,-3099.684941,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,3176.162684,428.19308,-3176.162684,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,2966.898325,357.160035,-2966.898325,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,2967.343732,402.231029,-2967.343732,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,3054.115434,427.930983,-3054.115434,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,3088.895953,409.852405,-3088.895953,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,3062.905322,389.147709,-3062.905322,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,3087.28513,417.140284,-3087.28513,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,3475.482041,348.427163,-3475.482041,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,3477.831404,323.630501,-3477.831404,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,3038.352259,501.460705,-3038.352259,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,2983.894627,428.969212,-2983.894627,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,2944.400653,441.480806,-2944.400653,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,2930.670562,446.616578,-2930.670562,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,3575.456586,297.553438,-3575.456586,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,3585.903363,301.158205,-3585.903363,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,3475.801316,358.614196,-3475.801316,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,3509.455655,530.746886,-3509.455655,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,3342.155858,373.456536,-3342.155858,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,3352.573426,366.784926,-3352.573426,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,3175.282095,348.898476,-3175.282095,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,3177.15251,382.187601,-3177.15251,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,2987.517397,392.193554,-2987.517397,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,2970.006878,378.241605,-2970.006878,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,3214.441235,368.303929,-3214.441235,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,3208.883035,412.857677,-3208.883035,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,3339.415367,412.693955,-3339.415367,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,3296.557568,384.578154,-3296.557568,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,3146.410626,383.684644,-3146.410626,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,3197.719518,378.35811,-3197.719518,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,2847.273653,305.470585,-2847.273653,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,2885.670053,374.62433,-2885.670053,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,2919.49993,376.322248,-2919.49993,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,2978.766011,385.273642,-2978.766011,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,3455.433489,392.334776,-3455.433489,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,3478.749942,396.39212,-3478.749942,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,3226.423905,439.765816,-3226.423905,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,3255.845166,409.928121,-3255.845166,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,3563.66268,412.767262,-3563.66268,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,3697.589993,340.157513,-3697.589993,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,3651.675715,295.997786,-3651.675715,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,3226.543716,372.048283,-3226.543716,6,8246.0
REG_IMAGE_PAINTING_PRICE,core,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,3212.979775,387.385442,-3212.979775,6,8246.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.66839,0.0032,-0.66839,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.688936,0.005205,-0.688936,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.582783,0.009148,-0.582783,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.621905,0.011273,-0.621905,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.637971,0.009022,-0.637971,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.595231,0.008557,-0.595231,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.637517,0.007994,-0.637517,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.576966,0.008904,-0.576966,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.612697,0.008058,-0.612697,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.578596,0.008766,-0.578596,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.614334,0.00777,-0.614334,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.582841,0.008649,-0.582841,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.62004,0.009595,-0.62004,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.679573,0.007081,-0.679573,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.682159,0.007161,-0.682159,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.580898,0.010328,-0.580898,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.613448,0.00825,-0.613448,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.585445,0.008594,-0.585445,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.616608,0.010093,-0.616608,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.695107,0.011317,-0.695107,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.733924,0.007412,-0.733924,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.669953,0.010568,-0.669953,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.680107,0.008907,-0.680107,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.634464,0.006862,-0.634464,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.683044,0.008825,-0.683044,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.608608,0.00556,-0.608608,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.67209,0.010465,-0.67209,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.591364,0.007455,-0.591364,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.641052,0.010988,-0.641052,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.5943,0.008219,-0.5943,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.645291,0.01219,-0.645291,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.623492,0.008136,-0.623492,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.649941,0.009151,-0.649941,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.593283,0.006708,-0.593283,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.631438,0.009076,-0.631438,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.581772,0.008571,-0.581772,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.617775,0.009985,-0.617775,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.582774,0.009271,-0.582774,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.617285,0.009188,-0.617285,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.629336,0.007645,-0.629336,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.669887,0.006225,-0.669887,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.606364,0.010516,-0.606364,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.669316,0.011864,-0.669316,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.685816,0.013302,-0.685816,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.730609,0.010242,-0.730609,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.731666,0.013006,-0.731666,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.590566,0.007264,-0.590566,6,10000.0
REG_IMAGE_ROMANIA_PRICE,extended,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.634926,0.010919,-0.634926,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.355518,0.026495,-0.355518,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.35983,0.023741,-0.35983,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.321838,0.02512,-0.321838,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.326321,0.022888,-0.326321,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.348198,0.025104,-0.348198,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.326576,0.028769,-0.326576,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.327994,0.024703,-0.327994,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.309406,0.026949,-0.309406,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.313272,0.025528,-0.313272,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.31714,0.027775,-0.31714,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.319039,0.025332,-0.319039,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.323912,0.027035,-0.323912,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.325975,0.024491,-0.325975,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.371184,0.024954,-0.371184,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.377941,0.020886,-0.377941,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.313529,0.029127,-0.313529,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.315651,0.02732,-0.315651,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.318678,0.028066,-0.318678,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.320177,0.027054,-0.320177,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.391514,0.026579,-0.391514,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.406605,0.021135,-0.406605,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.36804,0.025095,-0.36804,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.377403,0.01922,-0.377403,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.346054,0.02715,-0.346054,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.350341,0.024929,-0.350341,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.335685,0.025812,-0.335685,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.341371,0.023003,-0.341371,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.32428,0.025169,-0.32428,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.327391,0.024833,-0.327391,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.344869,0.026567,-0.344869,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.347741,0.024937,-0.347741,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.353718,0.028092,-0.353718,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.357819,0.021797,-0.357819,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.337045,0.028076,-0.337045,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.341402,0.023224,-0.341402,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.313741,0.026538,-0.313741,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.316837,0.025535,-0.316837,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.316237,0.026379,-0.316237,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.319946,0.024367,-0.319946,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.345207,0.025411,-0.345207,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.349643,0.022196,-0.349643,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.333213,0.028708,-0.333213,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.334555,0.023444,-0.334555,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.361505,0.028448,-0.361505,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.384039,0.021252,-0.384039,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.386038,0.019942,-0.386038,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.338827,0.026587,-0.338827,6,10000.0
REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.343102,0.025771,-0.343102,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,184887.598152,2924.124424,-184887.598152,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,192779.637438,5573.272197,-192779.637438,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,156122.405792,4764.475058,-156122.405792,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,163132.694743,6403.731822,-163132.694743,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,166649.223066,3803.54615,-166649.223066,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,158761.756954,4024.700702,-158761.756954,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,166002.76299,6248.163028,-166002.76299,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,151984.571828,5118.024531,-151984.571828,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,159326.488485,6927.2664,-159326.488485,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,153129.765009,5381.238063,-153129.765009,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,160469.123763,6562.880383,-160469.123763,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,156728.114522,5086.745153,-156728.114522,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,163046.425105,5842.867245,-163046.425105,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,198663.486299,3694.109336,-198663.486299,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,207291.214488,5625.866748,-207291.214488,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,153759.302264,5167.685329,-153759.302264,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,160498.198465,6371.621172,-160498.198465,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,157960.705437,4500.497975,-157960.705437,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,162675.853113,6048.488168,-162675.853113,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,198566.049509,3898.615348,-198566.049509,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,226083.668435,5767.213167,-226083.668435,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,190367.410931,2087.269483,-190367.410931,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,198678.358624,2658.45902,-198678.358624,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,178751.85646,2965.595641,-178751.85646,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,187801.04802,4409.684187,-187801.04802,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,161199.089477,4675.412909,-161199.089477,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,178698.029038,6289.450946,-178698.029038,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,157483.034517,4432.507609,-157483.034517,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,162355.353957,6037.643397,-162355.353957,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,170765.44766,3881.494906,-170765.44766,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,183735.543713,6602.882223,-183735.543713,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,183413.720456,2559.394551,-183413.720456,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,191982.713145,4437.156501,-191982.713145,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,160869.557848,4980.330423,-160869.557848,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,165868.987433,6845.204804,-165868.987433,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,153946.318519,4622.109587,-153946.318519,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,161089.539613,6469.171249,-161089.539613,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,154794.173076,4835.786038,-154794.173076,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,162432.675869,6732.108043,-162432.675869,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,177607.887355,4054.91232,-177607.887355,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,187591.255704,6553.554012,-187591.255704,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,163821.499847,5063.386146,-163821.499847,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,171604.371566,6331.628303,-171604.371566,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,183651.883876,4607.484289,-183651.883876,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,198778.302719,3956.662776,-198778.302719,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,204017.623105,6687.583874,-204017.623105,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,165470.295303,4776.753974,-165470.295303,6,10000.0
REG_IMAGE_SOCAL_HOUSES,extended,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,186359.093417,6930.571872,-186359.093417,6,10000.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.988766,0.050032,-0.988766,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.989198,0.024914,-0.989198,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.880119,0.046228,-0.880119,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.896244,0.03172,-0.896244,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.925544,0.033472,-0.925544,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.865791,0.049229,-0.865791,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.883003,0.038303,-0.883003,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.8445,0.042496,-0.8445,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.86477,0.039843,-0.86477,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.859996,0.037981,-0.859996,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.874267,0.037434,-0.874267,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.861845,0.042123,-0.861845,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.886395,0.033098,-0.886395,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,1.027713,0.056846,-1.027713,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,1.027243,0.045215,-1.027243,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.849953,0.043191,-0.849953,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.859599,0.041238,-0.859599,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.872966,0.048125,-0.872966,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.88641,0.050627,-0.88641,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,1.052907,0.043179,-1.052907,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,1.076348,0.032628,-1.076348,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,1.105115,0.030893,-1.105115,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,1.113943,0.047267,-1.113943,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,1.071629,0.040494,-1.071629,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,1.059312,0.012015,-1.059312,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,1.010775,0.039757,-1.010775,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,1.026699,0.022349,-1.026699,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.882342,0.048569,-0.882342,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.9047,0.031742,-0.9047,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.901457,0.04306,-0.901457,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.907819,0.046606,-0.907819,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.981936,0.056992,-0.981936,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.98224,0.049174,-0.98224,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.92821,0.035977,-0.92821,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.92839,0.028771,-0.92839,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.876238,0.048453,-0.876238,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.894799,0.042139,-0.894799,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.878578,0.043192,-0.878578,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.894316,0.041862,-0.894316,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.901421,0.051384,-0.901421,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.931264,0.039963,-0.931264,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.911008,0.040996,-0.911008,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.932936,0.033494,-0.932936,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,1.072949,0.036511,-1.072949,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,1.082134,0.020131,-1.082134,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,1.076357,0.0205,-1.076357,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.889123,0.038914,-0.889123,6,798.0
REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.909164,0.032178,-0.909164,6,798.0
REG_IMAGE_WATCH_TIER,extended,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.370784,0.07296,-0.370784,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.379475,0.067762,-0.379475,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.283665,0.069027,-0.283665,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.302998,0.054258,-0.302998,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.312135,0.072592,-0.312135,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.300226,0.074595,-0.300226,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.319492,0.059415,-0.319492,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.285358,0.074287,-0.285358,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.307232,0.057059,-0.307232,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.28498,0.069415,-0.28498,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.305757,0.054903,-0.305757,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.284317,0.071817,-0.284317,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.307845,0.054874,-0.307845,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.354231,0.064172,-0.354231,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.367831,0.05688,-0.367831,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.285261,0.068656,-0.285261,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.300771,0.059431,-0.300771,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.289379,0.069215,-0.289379,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.311484,0.053812,-0.311484,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.40927,0.071392,-0.40927,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.418614,0.052169,-0.418614,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.334141,0.060871,-0.334141,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.345768,0.061769,-0.345768,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.340619,0.074643,-0.340619,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.367151,0.053335,-0.367151,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.338152,0.074426,-0.338152,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.376602,0.046919,-0.376602,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.29693,0.070681,-0.29693,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.310768,0.060982,-0.310768,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.295637,0.063539,-0.295637,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.322413,0.051081,-0.322413,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.320017,0.069963,-0.320017,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.343079,0.058271,-0.343079,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.297565,0.068015,-0.297565,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.319676,0.056208,-0.319676,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.290485,0.071171,-0.290485,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.308123,0.05548,-0.308123,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.287996,0.073362,-0.287996,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.309132,0.055432,-0.309132,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.332779,0.071013,-0.332779,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.353656,0.053504,-0.353656,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.32625,0.07232,-0.32625,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.354618,0.043853,-0.354618,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.368016,0.058211,-0.368016,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.41138,0.068653,-0.41138,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.419902,0.05509,-0.419902,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.292014,0.073375,-0.292014,6,840.0
REG_IMAGE_WATCH_TIER,extended,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.312826,0.055294,-0.312826,6,840.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.521227,0.004505,-0.521227,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.560637,0.026501,-0.560637,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.441589,0.004655,-0.441589,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.490748,0.03498,-0.490748,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.489086,0.006913,-0.489086,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.465348,0.003752,-0.465348,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.512465,0.029633,-0.512465,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.422386,0.006017,-0.422386,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.459501,0.020093,-0.459501,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.427862,0.006038,-0.427862,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.472751,0.022352,-0.472751,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.438347,0.004982,-0.438347,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.48436,0.027798,-0.48436,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.559696,0.00401,-0.559696,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.595178,0.020628,-0.595178,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.422698,0.006391,-0.422698,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.47171,0.029146,-0.47171,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.434319,0.004643,-0.434319,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.468198,0.025034,-0.468198,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.551254,0.00653,-0.551254,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.634322,0.020872,-0.634322,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.526171,0.002574,-0.526171,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.55833,0.021016,-0.55833,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.474822,0.00385,-0.474822,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.50697,0.02211,-0.50697,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.46582,0.003005,-0.46582,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.492204,0.022221,-0.492204,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.447294,0.006879,-0.447294,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.48756,0.032505,-0.48756,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.460722,0.003414,-0.460722,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.529023,0.038569,-0.529023,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.493201,0.004184,-0.493201,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabM (TAR),TabM,tar,root_mean_squared_error,0.532798,0.025581,-0.532798,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.475112,0.003404,-0.475112,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.507059,0.029572,-0.507059,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.444585,0.00499,-0.444585,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.483687,0.023757,-0.483687,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.454208,0.005801,-0.454208,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.497431,0.033241,-0.497431,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.514514,0.004479,-0.514514,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.554346,0.026705,-0.554346,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.474485,0.006451,-0.474485,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.52134,0.028078,-0.52134,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.553072,0.020688,-0.553072,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.560718,0.005326,-0.560718,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.595685,0.027465,-0.595685,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.453698,0.005203,-0.453698,6,8897.0
REG_IMAGE_ZEPTO_PRICE,extended,regression,image,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.515633,0.039229,-0.515633,6,8897.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,53.75974,4.782144,-53.75974,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,54.842952,5.036121,-54.842952,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,50.395253,5.55958,-50.395253,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,52.353341,5.671888,-52.353341,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,51.352412,5.400147,-51.352412,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,50.231905,5.798133,-50.231905,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,50.913567,6.175935,-50.913567,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,48.759657,5.315075,-48.759657,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,49.640535,6.047273,-49.640535,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,49.104471,5.562471,-49.104471,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,49.918153,6.318752,-49.918153,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,50.057017,5.547106,-50.057017,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,51.027662,6.135618,-51.027662,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,55.680029,4.053218,-55.680029,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,56.32318,4.888903,-56.32318,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,49.458313,5.43641,-49.458313,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,50.402268,6.117175,-50.402268,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,50.308762,5.377198,-50.308762,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,51.567575,6.050116,-51.567575,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,59.629881,4.456761,-59.629881,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,58.160609,5.306227,-58.160609,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,57.35028,4.175396,-57.35028,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,57.62949,4.564227,-57.62949,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,55.566064,5.506604,-55.566064,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,55.977627,5.824758,-55.977627,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,54.59203,5.440561,-54.59203,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,54.751206,5.722017,-54.751206,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,50.557559,5.804024,-50.557559,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,51.588264,5.685084,-51.588264,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,53.402131,5.503498,-53.402131,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,54.013005,5.875437,-54.013005,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,54.125373,4.876987,-54.125373,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,54.867311,5.099266,-54.867311,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,52.827092,4.858212,-52.827092,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,54.630093,5.445733,-54.630093,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,51.764754,5.434195,-51.764754,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,53.221958,6.150926,-53.221958,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,52.908103,5.508617,-52.908103,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,54.019432,6.19505,-54.019432,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,52.117419,5.120816,-52.117419,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,53.76391,5.628483,-53.76391,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,50.54484,5.321873,-50.54484,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,52.132889,5.711407,-52.132889,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,54.73999,5.695905,-54.73999,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,60.475602,2.995659,-60.475602,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,58.520459,4.179257,-58.520459,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,53.552381,5.080686,-53.552381,6,2546.0
REG_TEXT_AIRBNB_SEATTLE,extended,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,54.205104,5.817092,-54.205104,6,2546.0
REG_TEXT_ANIME_PLANET,extended,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.449683,0.007153,-0.449683,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.459134,0.007914,-0.459134,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.409407,0.006306,-0.409407,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.424243,0.008242,-0.424243,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.440692,0.005561,-0.440692,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.414027,0.007244,-0.414027,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.425116,0.007445,-0.425116,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.394598,0.006885,-0.394598,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.406905,0.00666,-0.406905,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.401884,0.007207,-0.401884,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.412063,0.007268,-0.412063,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.409125,0.006677,-0.409125,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.424393,0.008012,-0.424393,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.462159,0.005163,-0.462159,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.471775,0.006257,-0.471775,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.394338,0.005716,-0.394338,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.405392,0.007027,-0.405392,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.404531,0.006164,-0.404531,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.41737,0.007478,-0.41737,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.489628,0.006127,-0.489628,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.497425,0.004435,-0.497425,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.48487,0.007696,-0.48487,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.492663,0.005897,-0.492663,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.559269,0.008734,-0.559269,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.543859,0.005191,-0.543859,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.517389,0.005526,-0.517389,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.51418,0.00567,-0.51418,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.409065,0.007051,-0.409065,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.431449,0.009592,-0.431449,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.423072,0.006795,-0.423072,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.442059,0.008212,-0.442059,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.433397,0.007293,-0.433397,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,0.448689,0.006824,-0.448689,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.426134,0.006732,-0.426134,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.436643,0.007444,-0.436643,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.407374,0.006504,-0.407374,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.421674,0.008682,-0.421674,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.413688,0.007411,-0.413688,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.427299,0.008564,-0.427299,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.438186,0.008324,-0.438186,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.459143,0.007319,-0.459143,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.421852,0.007776,-0.421852,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.435127,0.007414,-0.435127,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.447494,0.005234,-0.447494,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.484846,0.004193,-0.484846,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.493508,0.004953,-0.493508,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.422022,0.006175,-0.422022,6,9594.0
REG_TEXT_ANIME_PLANET,extended,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.434816,0.009916,-0.434816,6,9594.0
REG_TEXT_BABIES_PRICES,core,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,19.99073,3.124694,-19.99073,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,19.011579,3.444056,-19.011579,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,15.115932,3.757118,-15.115932,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,15.321791,3.92579,-15.321791,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,19.740747,3.092495,-19.740747,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,16.046007,3.291104,-16.046007,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,15.849785,3.499893,-15.849785,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,14.43758,3.744057,-14.43758,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,14.878557,3.745887,-14.878557,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,14.877447,3.817456,-14.877447,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,15.111729,3.746942,-15.111729,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,14.98895,3.794612,-14.98895,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,15.217223,3.741997,-15.217223,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,21.300877,2.802517,-21.300877,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,20.131353,3.242999,-20.131353,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,14.616094,3.753671,-14.616094,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,14.902286,3.80759,-14.902286,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,15.146679,3.32248,-15.146679,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,15.316398,3.699437,-15.316398,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,22.567813,2.885658,-22.567813,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,20.838683,3.151238,-20.838683,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,19.516048,2.533986,-19.516048,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,19.537589,2.992437,-19.537589,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,20.460092,3.327354,-20.460092,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,18.82415,3.467232,-18.82415,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,16.985522,3.545318,-16.985522,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,16.752161,3.566816,-16.752161,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,15.15657,3.606017,-15.15657,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,15.428842,3.791203,-15.428842,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,15.388477,3.627315,-15.388477,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,15.695707,3.758479,-15.695707,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,18.305906,3.52164,-18.305906,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,18.269984,3.385572,-18.269984,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,16.285255,3.509632,-16.285255,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,15.95018,3.709513,-15.95018,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,14.99372,3.64135,-14.99372,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,15.332908,3.602958,-15.332908,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,15.155778,3.546373,-15.155778,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,15.529145,3.627941,-15.529145,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,17.68662,3.179368,-17.68662,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,17.571457,3.301466,-17.571457,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,16.70649,3.058908,-16.70649,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,16.311442,3.437925,-16.311442,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,17.676912,2.789686,-17.676912,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,21.708008,2.559621,-21.708008,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,21.315128,2.807836,-21.315128,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,15.154544,3.746752,-15.154544,6,3390.0
REG_TEXT_BABIES_PRICES,core,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,15.73894,3.730516,-15.73894,6,3390.0
REG_TEXT_BOOK_PRICE,core,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.228361,0.007487,-0.228361,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.226507,0.006902,-0.226507,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.210138,0.007124,-0.210138,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.219318,0.006127,-0.219318,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.229697,0.009086,-0.229697,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.211957,0.007226,-0.211957,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.218418,0.006411,-0.218418,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.205648,0.006994,-0.205648,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.214616,0.006802,-0.214616,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.207575,0.007132,-0.207575,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.215507,0.006239,-0.215507,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.210279,0.007676,-0.210279,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.216944,0.006402,-0.216944,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.235291,0.00816,-0.235291,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.231815,0.005281,-0.231815,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.205168,0.006339,-0.205168,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.213859,0.00651,-0.213859,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.210381,0.006997,-0.210381,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.218063,0.006356,-0.218063,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.240314,0.008216,-0.240314,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.235981,0.005372,-0.235981,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.232684,0.006473,-0.232684,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.232015,0.005378,-0.232015,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.226455,0.007933,-0.226455,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.225054,0.005079,-0.225054,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.220813,0.007417,-0.220813,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.221927,0.005548,-0.221927,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.212228,0.007318,-0.212228,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.221369,0.006505,-0.221369,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.216023,0.007991,-0.216023,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.221955,0.006106,-0.221955,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.224796,0.007115,-0.224796,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,0.227439,0.006836,-0.227439,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.222074,0.008209,-0.222074,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.225646,0.005383,-0.225646,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.209333,0.007043,-0.209333,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.218216,0.005442,-0.218216,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.210402,0.006759,-0.210402,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.219131,0.00563,-0.219131,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.230449,0.008363,-0.230449,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.233127,0.005287,-0.233127,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.220577,0.008017,-0.220577,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.228317,0.004974,-0.228317,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.240185,0.007513,-0.240185,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.248667,0.008481,-0.248667,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.240504,0.006974,-0.240504,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.215301,0.007726,-0.215301,6,3326.0
REG_TEXT_BOOK_PRICE,core,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.222162,0.005974,-0.222162,6,3326.0
REG_TEXT_BOOK_READABILITY,core,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.834727,0.020199,-0.834727,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.811679,0.018411,-0.811679,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.782639,0.024651,-0.782639,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.771132,0.019649,-0.771132,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.819701,0.026703,-0.819701,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.785512,0.031239,-0.785512,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.774765,0.019829,-0.774765,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.769084,0.029128,-0.769084,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.762569,0.019357,-0.762569,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.773806,0.031853,-0.773806,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.765169,0.019527,-0.765169,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.780553,0.03255,-0.780553,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.769463,0.017341,-0.769463,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.856504,0.031797,-0.856504,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.82753,0.02116,-0.82753,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.782865,0.033743,-0.782865,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.778044,0.016809,-0.778044,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.786594,0.022144,-0.786594,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.775992,0.016269,-0.775992,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.909703,0.029935,-0.909703,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.836492,0.019792,-0.836492,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.887807,0.052526,-0.887807,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.900416,0.039493,-0.900416,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.863585,0.022841,-0.863585,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.8821,0.010312,-0.8821,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.849399,0.017694,-0.849399,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.863368,0.008913,-0.863368,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.78661,0.028443,-0.78661,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.775298,0.018826,-0.775298,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.796276,0.023797,-0.796276,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.78375,0.016707,-0.78375,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.818137,0.02542,-0.818137,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,0.816521,0.015443,-0.816521,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.806567,0.026272,-0.806567,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.78697,0.01663,-0.78697,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.789549,0.023927,-0.789549,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.776459,0.015518,-0.776459,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.793413,0.023795,-0.793413,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.783531,0.015222,-0.783531,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.803651,0.022873,-0.803651,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.785604,0.023421,-0.785604,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.794583,0.027899,-0.794583,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.781183,0.020721,-0.781183,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.786692,0.028713,-0.786692,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.910202,0.018195,-0.910202,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.864486,0.034023,-0.864486,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.799813,0.025951,-0.799813,6,3150.0
REG_TEXT_BOOK_READABILITY,core,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.787981,0.022716,-0.787981,6,3150.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.43162,0.014427,-0.43162,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.428301,0.011322,-0.428301,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.409826,0.011546,-0.409826,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.409649,0.011708,-0.409649,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.407805,0.010014,-0.407805,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.410573,0.011133,-0.410573,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.409895,0.009514,-0.409895,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.404422,0.010635,-0.404422,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.402162,0.008878,-0.402162,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.404476,0.010143,-0.404476,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.403439,0.008582,-0.403439,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.406917,0.013294,-0.406917,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.404168,0.009013,-0.404168,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.438114,0.016383,-0.438114,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.435185,0.012556,-0.435185,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.404302,0.009362,-0.404302,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.403548,0.008732,-0.403548,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.413367,0.012954,-0.413367,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.413349,0.011099,-0.413349,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.427283,0.012316,-0.427283,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.428769,0.012517,-0.428769,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.464173,0.021987,-0.464173,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.456371,0.019739,-0.456371,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.433511,0.014695,-0.433511,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.429567,0.013292,-0.429567,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.431013,0.014503,-0.431013,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.425821,0.011807,-0.425821,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.408744,0.00996,-0.408744,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.406825,0.010041,-0.406825,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.41051,0.010624,-0.41051,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.409418,0.010094,-0.409418,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.435336,0.018937,-0.435336,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,0.437446,0.017912,-0.437446,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.411875,0.011284,-0.411875,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.407507,0.008678,-0.407507,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.405703,0.01309,-0.405703,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.403098,0.011588,-0.403098,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.407302,0.012133,-0.407302,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.405552,0.010703,-0.405552,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.424048,0.014128,-0.424048,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.424577,0.008068,-0.424577,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.414777,0.009582,-0.414777,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.415846,0.007792,-0.415846,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.44532,0.012989,-0.44532,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.449318,0.018608,-0.449318,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.448741,0.014892,-0.448741,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.413355,0.011288,-0.413355,6,1197.0
REG_TEXT_CHOCOLATE_BAR_RATINGS,extended,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.411436,0.010447,-0.411436,6,1197.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,9034.947062,140.790454,-9034.947062,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,9016.823967,122.194954,-9016.823967,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,8845.304911,390.509568,-8845.304911,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,8836.821589,377.42977,-8836.821589,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,10938.469017,406.364059,-10938.469017,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,8662.859281,344.294901,-8662.859281,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,8654.293543,334.260325,-8654.293543,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,8544.959216,358.464029,-8544.959216,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,8520.803986,336.60458,-8520.803986,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,8590.514772,349.861132,-8590.514772,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,8560.27686,345.291482,-8560.27686,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,8732.9182,382.578707,-8732.9182,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,8695.781931,394.346069,-8695.781931,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,9289.942934,185.820743,-9289.942934,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,9265.990882,191.140789,-9265.990882,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,8626.305073,362.794698,-8626.305073,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,8631.882109,353.486456,-8631.882109,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,8610.344595,284.151005,-8610.344595,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,8586.865536,286.807761,-8586.865536,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,9338.479997,217.38115,-9338.479997,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,9301.366285,226.538299,-9301.366285,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,9420.134231,448.82571,-9420.134231,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,9649.504509,297.062748,-9649.504509,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,10576.011266,389.158931,-10576.011266,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,10585.538323,395.510244,-10585.538323,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,9115.900994,275.033665,-9115.900994,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,9116.979376,274.370988,-9116.979376,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,8628.786532,374.780536,-8628.786532,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,8623.766581,381.346989,-8623.766581,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,9140.334352,368.664673,-9140.334352,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,9101.33432,358.275357,-9101.33432,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,9735.389428,336.260076,-9735.389428,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,9821.983698,416.024994,-9821.983698,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,8931.547098,297.48758,-8931.547098,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,8924.099203,285.193169,-8924.099203,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,8597.086036,240.826557,-8597.086036,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,8597.891955,254.500043,-8597.891955,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,8745.923,281.983781,-8745.923,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,8732.706409,243.8996,-8732.706409,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,10066.347019,656.634627,-10066.347019,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,10020.880208,672.422476,-10020.880208,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,8893.706761,320.02837,-8893.706761,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,8904.529589,338.771778,-8904.529589,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,9255.665512,343.913768,-9255.665512,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,9633.588368,352.782592,-9633.588368,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,9455.335892,359.980476,-9455.335892,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,8849.475098,317.669529,-8849.475098,6,10000.0
REG_TEXT_FIFA22_WAGES,extended,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,8839.796107,313.613432,-8839.796107,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.560883,0.013707,-0.560883,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.554627,0.010935,-0.554627,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.536609,0.013686,-0.536609,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.541102,0.009346,-0.541102,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.573634,0.01592,-0.573634,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.541044,0.012961,-0.541044,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.541453,0.010684,-0.541453,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.526666,0.013364,-0.526666,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.53316,0.010314,-0.53316,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.531052,0.013529,-0.531052,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.53659,0.010557,-0.53659,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.536808,0.013313,-0.536808,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.541452,0.010205,-0.541452,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.574762,0.012939,-0.574762,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.560709,0.01116,-0.560709,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.533733,0.014328,-0.533733,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.538445,0.009397,-0.538445,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.550045,0.012922,-0.550045,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.55214,0.010057,-0.55214,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.593151,0.013464,-0.593151,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.576261,0.009127,-0.576261,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.590407,0.012666,-0.590407,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.577612,0.013941,-0.577612,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.557746,0.016275,-0.557746,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.548487,0.011655,-0.548487,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.552428,0.015081,-0.552428,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.54441,0.011605,-0.54441,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.536489,0.014107,-0.536489,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.542713,0.009049,-0.542713,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.559632,0.012244,-0.559632,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.551588,0.008963,-0.551588,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.555637,0.014392,-0.555637,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,0.545836,0.011309,-0.545836,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.560106,0.014,-0.560106,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.551606,0.011167,-0.551606,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.542196,0.014438,-0.542196,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.544748,0.009436,-0.544748,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.542808,0.015481,-0.542808,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.546148,0.010105,-0.546148,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.568493,0.01458,-0.568493,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.559401,0.009713,-0.559401,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.548636,0.014575,-0.548636,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.546895,0.01004,-0.546895,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.556572,0.01207,-0.556572,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.600483,0.016373,-0.600483,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.579817,0.009425,-0.579817,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.55046,0.013102,-0.55046,6,10000.0
REG_TEXT_MERCARI_MARKETPLACE,core,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.548169,0.01066,-0.548169,6,10000.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,4156.845889,451.742098,-4156.845889,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,4033.449693,546.142002,-4033.449693,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,3168.142834,514.529362,-3168.142834,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,3154.814893,488.775611,-3154.814893,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,4624.299836,729.752202,-4624.299836,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,3169.629973,400.0163,-3169.629973,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,3079.027387,335.368821,-3079.027387,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,2657.039891,286.428272,-2657.039891,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,2648.536508,320.369034,-2648.536508,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,2762.867497,298.508589,-2762.867497,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,2678.686845,278.527236,-2678.686845,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,2922.243788,332.57035,-2922.243788,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,2871.748931,335.036443,-2871.748931,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,4478.16395,538.797085,-4478.16395,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,4395.74382,532.685115,-4395.74382,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,2692.158127,373.519565,-2692.158127,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,2694.883355,402.387564,-2694.883355,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,3159.612446,526.28463,-3159.612446,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,3090.572557,521.516643,-3090.572557,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,4806.394518,527.281071,-4806.394518,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,5015.860737,632.391485,-5015.860737,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,4758.729153,447.090676,-4758.729153,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,4525.35458,525.056626,-4525.35458,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,4853.042975,488.649001,-4853.042975,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,5111.617863,452.742151,-5111.617863,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,4071.407096,462.671328,-4071.407096,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,3841.955974,391.649964,-3841.955974,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,3157.554043,363.190272,-3157.554043,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,2998.645837,337.052335,-2998.645837,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,3930.393724,592.396748,-3930.393724,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,3711.42141,571.785273,-3711.42141,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,4312.316506,388.824882,-4312.316506,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,3981.814566,304.737297,-3981.814566,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,3700.584686,526.167888,-3700.584686,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,3540.482191,486.47122,-3540.482191,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,3253.100086,389.595568,-3253.100086,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,3273.387329,383.307798,-3273.387329,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,3200.457351,415.486135,-3200.457351,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,3132.211243,339.630444,-3132.211243,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,3810.60858,728.55584,-3810.60858,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,3706.463106,680.456776,-3706.463106,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,3422.498076,424.411536,-3422.498076,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,3232.062962,401.409889,-3232.062962,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,4158.847894,364.142626,-4158.847894,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,4809.188391,417.957012,-4809.188391,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,4725.621981,619.669596,-4725.621981,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,3746.511736,611.235314,-3746.511736,6,6152.0
REG_TEXT_MONTGOMERY_SALARIES,core,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,3497.73034,522.281325,-3497.73034,6,6152.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.949058,0.028329,-0.949058,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.950966,0.03168,-0.950966,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.914456,0.022797,-0.914456,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.923991,0.02589,-0.923991,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.931618,0.022144,-0.931618,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.917188,0.023322,-0.917188,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.924111,0.02987,-0.924111,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.910599,0.022794,-0.910599,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.915562,0.026173,-0.915562,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.914746,0.022787,-0.914746,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.918785,0.028176,-0.918785,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.919333,0.025142,-0.919333,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.925676,0.029198,-0.925676,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.95561,0.021621,-0.95561,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.957169,0.03064,-0.957169,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.926427,0.03292,-0.926427,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.932043,0.034231,-0.932043,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.930942,0.021433,-0.930942,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.932162,0.025659,-0.932162,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.94652,0.021672,-0.94652,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.959269,0.031587,-0.959269,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.990904,0.04232,-0.990904,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.981973,0.026921,-0.981973,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.935623,0.027901,-0.935623,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.946238,0.032181,-0.946238,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.932033,0.021726,-0.932033,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.941302,0.025641,-0.941302,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.91762,0.022104,-0.91762,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.929226,0.031506,-0.929226,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.92316,0.024447,-0.92316,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.933416,0.029472,-0.933416,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.9555,0.03292,-0.9555,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,0.95828,0.028199,-0.95828,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.928321,0.022933,-0.928321,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.932336,0.027359,-0.932336,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.91407,0.020218,-0.91407,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.918548,0.025369,-0.918548,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.915532,0.020312,-0.915532,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.918434,0.024108,-0.918434,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.969381,0.035015,-0.969381,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.9787,0.038307,-0.9787,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.93181,0.02468,-0.93181,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.935156,0.029808,-0.935156,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.967523,0.032221,-0.967523,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.995432,0.035433,-0.995432,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.99717,0.023184,-0.99717,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.925607,0.026018,-0.925607,6,2737.0
REG_TEXT_RAMEN_RATINGS,extended,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.933471,0.027842,-0.933471,6,2737.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.81528,0.013748,-0.81528,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.800985,0.016634,-0.800985,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.772011,0.01536,-0.772011,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.764229,0.017533,-0.764229,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.753968,0.017422,-0.753968,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.758548,0.015599,-0.758548,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.754561,0.016688,-0.754561,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.735727,0.012981,-0.735727,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.73385,0.018672,-0.73385,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.745142,0.014066,-0.745142,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.743927,0.019144,-0.743927,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.760475,0.015868,-0.760475,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.754097,0.019154,-0.754097,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.828184,0.012261,-0.828184,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.818272,0.019702,-0.818272,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.729971,0.014322,-0.729971,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.727344,0.017785,-0.727344,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.82958,0.020543,-0.82958,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.833122,0.015978,-0.833122,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.864307,0.012336,-0.864307,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.844894,0.01633,-0.844894,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.835662,0.029129,-0.835662,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.809895,0.018509,-0.809895,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.887086,0.023339,-0.887086,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.875259,0.016906,-0.875259,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.851046,0.019935,-0.851046,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.850648,0.016579,-0.850648,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.768055,0.017761,-0.768055,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.759515,0.017782,-0.759515,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.803013,0.015782,-0.803013,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.79389,0.019515,-0.79389,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.802542,0.01468,-0.802542,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,0.806742,0.015655,-0.806742,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.793762,0.0148,-0.793762,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.780735,0.019507,-0.780735,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.773867,0.021054,-0.773867,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.771318,0.026261,-0.771318,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.779046,0.020488,-0.779046,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.776691,0.025607,-0.776691,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.792841,0.014961,-0.792841,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.770374,0.016918,-0.770374,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.767598,0.016042,-0.767598,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.757922,0.017043,-0.757922,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.777221,0.012569,-0.777221,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.872355,0.014561,-0.872355,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.858319,0.014872,-0.858319,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.815293,0.019371,-0.815293,6,4772.0
REG_TEXT_ROTTEN_TOMATOES,core,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.805062,0.0225,-0.805062,6,4772.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,22.609587,3.018022,-22.609587,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,22.294594,2.928423,-22.294594,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,20.331991,1.788479,-20.331991,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,20.027735,1.857008,-20.027735,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,24.294395,3.646352,-24.294395,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,18.583144,1.207832,-18.583144,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,18.35352,1.351714,-18.35352,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,17.591803,0.927149,-17.591803,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,17.73096,0.927024,-17.73096,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,18.002558,1.101358,-18.002558,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,18.102362,1.205675,-18.102362,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,18.521582,1.197157,-18.521582,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,18.581544,1.451036,-18.581544,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,23.453959,2.633058,-23.453959,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,23.032412,2.165892,-23.032412,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,17.470466,1.001796,-17.470466,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,17.522215,1.134072,-17.522215,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,18.995755,1.401472,-18.995755,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,18.840793,1.66416,-18.840793,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,25.760204,2.751704,-25.760204,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,24.398058,2.462967,-24.398058,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,24.771572,3.095955,-24.771572,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,24.514252,3.644754,-24.514252,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,27.816115,2.90327,-27.816115,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,25.884566,2.924562,-25.884566,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,25.054966,2.412865,-25.054966,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,23.825904,2.421061,-23.825904,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,19.239478,1.563636,-19.239478,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,19.312771,1.840643,-19.312771,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,22.796395,2.189597,-22.796395,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,21.777176,2.506635,-21.777176,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,21.257764,2.194655,-21.257764,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,21.459233,2.463776,-21.459233,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,21.191315,1.778622,-21.191315,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,20.69379,2.067939,-20.69379,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,18.800207,1.119513,-18.800207,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,19.188768,1.419881,-19.188768,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,19.082535,1.073633,-19.082535,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,19.224932,1.560682,-19.224932,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,21.170016,2.541349,-21.170016,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,21.338047,2.540227,-21.338047,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,20.817505,2.156434,-20.817505,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,20.374393,2.196758,-20.374393,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,21.225711,1.957783,-21.225711,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,24.801408,2.371404,-24.801408,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,24.319469,2.854896,-24.319469,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,22.829383,3.127278,-22.829383,6,10000.0
REG_TEXT_SCIMAGOJR_IMPACT,core,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,22.177184,2.922686,-22.177184,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,890286.433959,188996.851049,-890286.433959,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,915472.995602,218485.770596,-915472.995602,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,781697.080685,115739.684563,-781697.080685,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,810409.257387,136466.001821,-810409.257387,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,1613139.259047,134664.708417,-1613139.259047,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,782940.405349,104898.393141,-782940.405349,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,796619.867978,104302.624792,-796619.867978,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,745403.103957,103448.056351,-745403.103957,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,741315.317139,96941.539512,-741315.317139,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,780553.510936,121723.966021,-780553.510936,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,770555.031504,121571.719591,-770555.031504,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,793331.349946,110271.894349,-793331.349946,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,788344.802034,86655.504842,-788344.802034,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,980048.354798,158404.201907,-980048.354798,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,987337.268511,142133.42013,-987337.268511,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,734080.245172,105232.662675,-734080.245172,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,757308.367437,99597.676763,-757308.367437,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,807294.340325,111293.367371,-807294.340325,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,795658.184021,114911.336571,-795658.184021,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,965027.592341,185847.052465,-965027.592341,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,1063016.258899,180226.160844,-1063016.258899,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,854396.765477,185289.512451,-854396.765477,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,949471.267829,274894.937877,-949471.267829,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,2221207.88568,141990.057663,-2221207.88568,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,2076687.32958,155052.785717,-2076687.32958,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,928504.233053,169396.245877,-928504.233053,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,930363.619254,190372.619528,-930363.619254,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,753474.303163,105652.540191,-753474.303163,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,787291.481505,106514.879862,-787291.481505,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,927373.980319,110103.65989,-927373.980319,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,943421.924031,146399.891991,-943421.924031,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,795790.560176,111888.536023,-795790.560176,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,850260.533248,188214.357536,-850260.533248,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,926087.704392,252789.563388,-926087.704392,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,955233.53378,185010.237708,-955233.53378,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,865639.336196,289361.825528,-865639.336196,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,842424.048946,151325.335514,-842424.048946,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,812970.168079,79477.67987,-812970.168079,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,858910.626434,143072.013702,-858910.626434,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,1430252.259626,455549.676667,-1430252.259626,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,1428307.590025,381460.704186,-1428307.590025,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,1084990.334854,282122.861906,-1084990.334854,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,1130815.296161,149016.609046,-1130815.296161,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,921713.660327,162359.632639,-921713.660327,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,1021788.177278,217853.776807,-1021788.177278,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,1014823.591583,222550.57643,-1014823.591583,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,926241.357839,106291.415384,-926241.357839,6,10000.0
REG_TEXT_USED_CAR_PAKISTAN,extended,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,935550.228269,105599.495826,-935550.228269,6,10000.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,26607.516828,2836.378898,-26607.516828,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,26273.718607,2684.655124,-26273.718607,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,24075.252143,2143.866082,-24075.252143,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,23915.099936,1964.360114,-23915.099936,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,25662.33885,3297.554565,-25662.33885,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,22609.4463,1698.177164,-22609.4463,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,22617.093946,1566.194104,-22617.093946,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,21360.753769,2376.879997,-21360.753769,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,21187.562869,2228.844093,-21187.562869,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,20894.730028,1966.305541,-20894.730028,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,20844.364657,2096.904378,-20844.364657,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,21812.244659,2971.804607,-21812.244659,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,21797.012665,2604.302832,-21797.012665,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,26928.878949,2422.798322,-26928.878949,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,27046.587798,2287.96015,-27046.587798,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,21181.671948,2157.695055,-21181.671948,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,21144.658196,2187.4452,-21144.658196,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,22433.795318,1966.729405,-22433.795318,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,22364.407469,2190.256526,-22364.407469,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,28740.746884,2989.137879,-28740.746884,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,28776.799104,2982.228078,-28776.799104,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,25179.281327,2391.913094,-25179.281327,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,24998.593713,2576.947382,-24998.593713,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,28690.337541,3201.644295,-28690.337541,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,28162.594735,3072.10665,-28162.594735,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,25058.33533,2464.127806,-25058.33533,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,24951.41518,2430.749431,-24951.41518,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,21936.127888,1613.419264,-21936.127888,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,22215.078099,1467.302016,-22215.078099,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,24626.142476,2040.292937,-24626.142476,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,24930.169263,2068.488402,-24930.169263,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,24971.349609,2591.090619,-24971.349609,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,25097.120747,2394.391383,-25097.120747,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,24188.828221,2403.305107,-24188.828221,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,24069.986908,2222.815957,-24069.986908,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,21525.437166,1799.458569,-21525.437166,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,21597.82893,1813.737839,-21597.82893,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,21882.373249,1868.389837,-21882.373249,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,22042.653236,1721.337252,-22042.653236,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,26295.765253,2734.526542,-26295.765253,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,26439.089808,2663.744769,-26439.089808,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,24531.800018,2250.705454,-24531.800018,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,24160.23497,1817.252651,-24160.23497,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,25620.526575,2963.136549,-25620.526575,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,28209.134469,3256.261626,-28209.134469,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,27349.755862,2665.231985,-27349.755862,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,24363.467407,2236.985511,-24363.467407,6,5357.0
REG_TEXT_USED_CAR_SAUDI,extended,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,24282.606623,2067.91839,-24282.606623,6,5357.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,13217.760237,570.13807,-13217.760237,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,12582.124482,588.254997,-12582.124482,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,12080.681264,331.52802,-12080.681264,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,11861.921566,488.82972,-11861.921566,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,13395.496778,796.289974,-13395.496778,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,12143.704818,467.254321,-12143.704818,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,12068.818368,552.783197,-12068.818368,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,11384.093573,458.199615,-11384.093573,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,11282.13323,564.676461,-11282.13323,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,11594.213893,461.694802,-11594.213893,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,11410.496427,562.818631,-11410.496427,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,12016.688512,359.433332,-12016.688512,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,11808.554474,493.040359,-11808.554474,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,14066.046818,726.91125,-14066.046818,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,12939.300639,619.030391,-12939.300639,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,10895.92816,437.477783,-10895.92816,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,10886.179937,586.238481,-10886.179937,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,11552.44785,576.588724,-11552.44785,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,11413.626527,607.055385,-11413.626527,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,14266.421379,726.65452,-14266.421379,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,12882.150523,507.811775,-12882.150523,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,13893.900949,698.818782,-13893.900949,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,13560.500224,588.036029,-13560.500224,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,13448.508748,748.691601,-13448.508748,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,12697.005359,619.507104,-12697.005359,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,12089.463053,447.697067,-12089.463053,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,11966.193981,656.674878,-11966.193981,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,12169.200511,314.014024,-12169.200511,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,12126.231239,478.625452,-12126.231239,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,12352.619416,428.52403,-12352.619416,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,12197.002144,532.228766,-12197.002144,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,13294.394725,763.71531,-13294.394725,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,12924.970354,770.153999,-12924.970354,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,12434.092729,373.333074,-12434.092729,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,12264.456114,554.649485,-12264.456114,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,12041.704005,373.675837,-12041.704005,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,11885.62571,525.624383,-11885.62571,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,12030.889443,356.899431,-12030.889443,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,11902.133798,542.894167,-11902.133798,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,13740.182014,703.534732,-13740.182014,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,13537.199599,685.219434,-13537.199599,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,12287.730617,466.276428,-12287.730617,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,12234.137594,607.472482,-12234.137594,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,12640.651513,486.448111,-12640.651513,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,14246.889787,579.804175,-14246.889787,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,13254.739235,620.323642,-13254.739235,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,12124.87389,394.189026,-12124.87389,6,10000.0
REG_TEXT_VANCOUVER_SALARIES,core,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,12039.547642,506.561703,-12039.547642,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,1.290136,0.235006,-1.290136,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,1.23063,0.214496,-1.23063,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,1.135122,0.226352,-1.135122,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,1.12582,0.21736,-1.12582,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,1.291089,0.229619,-1.291089,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,1.129414,0.24251,-1.129414,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,1.12191,0.203049,-1.12191,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,1.053133,0.241247,-1.053133,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,1.044424,0.210772,-1.044424,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,1.058593,0.245116,-1.058593,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,1.056287,0.217662,-1.056287,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,1.099092,0.235282,-1.099092,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,1.060173,0.182063,-1.060173,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,1.236494,0.204706,-1.236494,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,1.221661,0.190412,-1.221661,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,1.086055,0.299605,-1.086055,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,1.084449,0.205566,-1.084449,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,1.082947,0.245801,-1.082947,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,1.07488,0.177255,-1.07488,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,1.457708,0.235952,-1.457708,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,1.311603,0.211315,-1.311603,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,1.333305,0.264762,-1.333305,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,1.28855,0.203435,-1.28855,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,1.305677,0.221222,-1.305677,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,1.275319,0.213944,-1.275319,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,1.224097,0.217379,-1.224097,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,1.210883,0.185454,-1.210883,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,1.11664,0.26413,-1.11664,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,1.122568,0.231511,-1.122568,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,1.243098,0.236465,-1.243098,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,1.251625,0.219661,-1.251625,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,1.215019,0.216538,-1.215019,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,1.176282,0.177602,-1.176282,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,1.279875,0.226514,-1.279875,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,1.272554,0.218913,-1.272554,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,1.099198,0.230052,-1.099198,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,1.100284,0.210414,-1.100284,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,1.131923,0.218771,-1.131923,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,1.134226,0.205618,-1.134226,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,1.348197,0.218875,-1.348197,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,1.331727,0.223661,-1.331727,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,1.239539,0.224034,-1.239539,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,1.231439,0.222837,-1.231439,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,1.223291,0.228803,-1.223291,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,1.453709,0.280193,-1.453709,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,1.32084,0.231612,-1.32084,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,1.238408,0.239355,-1.238408,6,10000.0
REG_TEXT_VIDEO_GAMES_SALES,core,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,1.22808,0.217361,-1.22808,6,10000.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,818.142359,132.313197,-818.142359,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,739.541938,125.404801,-739.541938,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,697.539246,130.594508,-697.539246,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,683.924808,120.362432,-683.924808,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,865.118612,138.042835,-865.118612,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,652.216515,91.443396,-652.216515,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,637.572965,114.960231,-637.572965,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,674.02209,101.181684,-674.02209,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,658.89037,110.92812,-658.89037,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,683.732295,104.064562,-683.732295,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,652.091561,108.096555,-652.091561,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,675.426598,123.363206,-675.426598,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,632.650367,102.493746,-632.650367,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,782.761847,148.906961,-782.761847,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,767.90496,144.659258,-767.90496,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,665.465434,110.121384,-665.465434,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,695.329329,107.414484,-695.329329,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,691.699602,131.928814,-691.699602,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,671.330785,131.701643,-671.330785,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,786.732068,130.883363,-786.732068,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,805.276855,118.710116,-805.276855,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,840.51411,175.233207,-840.51411,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,810.940814,83.881771,-810.940814,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,883.641133,132.61684,-883.641133,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,864.178962,129.816599,-864.178962,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,756.458448,113.876949,-756.458448,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,740.432675,116.141729,-740.432675,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,648.135641,112.029865,-648.135641,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,648.784488,113.465726,-648.784488,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,772.817089,140.079133,-772.817089,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,750.78963,135.350044,-750.78963,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,817.980227,160.295677,-817.980227,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,794.067398,148.352454,-794.067398,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,844.806893,141.658022,-844.806893,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,839.514884,129.194037,-839.514884,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,740.041023,122.204524,-740.041023,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,731.076366,130.875651,-731.076366,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,755.488344,127.500564,-755.488344,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,754.737924,128.625526,-754.737924,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,922.602783,141.267992,-922.602783,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,918.413219,139.781196,-918.413219,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,775.56674,138.557463,-775.56674,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,792.331091,123.902005,-792.331091,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,769.206925,116.325838,-769.206925,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,850.695154,126.462113,-850.695154,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,848.31425,152.035543,-848.31425,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,780.080059,143.402795,-780.080059,6,8380.0
REG_TEXT_WIKILIQ_PRICES,extended,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,766.88325,120.576269,-766.88325,6,8380.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,302.520632,82.716394,-302.520632,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,304.506863,81.297511,-304.506863,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,250.419229,83.279204,-250.419229,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,266.690531,85.361523,-266.690531,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,300.850688,80.29879,-300.850688,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,242.615143,67.068869,-242.615143,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,256.890166,64.524956,-256.890166,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,238.635187,60.067395,-238.635187,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,260.22553,57.001813,-260.22553,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,237.564713,66.27466,-237.564713,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,248.060326,61.304878,-248.060326,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,252.919606,71.079962,-252.919606,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,262.152142,73.195303,-262.152142,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,309.419468,85.382449,-309.419468,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,311.976574,80.411824,-311.976574,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,255.041643,78.969308,-255.041643,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,275.004654,60.297083,-275.004654,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,254.851042,85.459309,-254.851042,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,265.616399,96.787836,-265.616399,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,287.926348,80.098396,-287.926348,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,288.923073,70.480133,-288.923073,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,306.929322,86.888447,-306.929322,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,324.135505,76.775385,-324.135505,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,341.092059,81.400825,-341.092059,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,342.849867,80.243797,-342.849867,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,254.540445,72.773043,-254.540445,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,249.405868,70.095117,-249.405868,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,243.350125,74.472487,-243.350125,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,248.146052,69.813917,-248.146052,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,250.23857,89.904637,-250.23857,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,268.19885,73.174901,-268.19885,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,306.365814,54.36188,-306.365814,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,313.815078,51.017581,-313.815078,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,283.312821,80.220996,-283.312821,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,295.418004,72.64314,-295.418004,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,250.494649,75.083381,-250.494649,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,269.715364,77.623088,-269.715364,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,250.209956,69.130055,-250.209956,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,270.767763,67.94687,-270.767763,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,316.611046,69.878765,-316.611046,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,344.911536,73.98298,-344.911536,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,262.424485,76.875699,-262.424485,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,280.388234,71.627749,-280.388234,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,299.517526,61.341986,-299.517526,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,318.268847,81.421215,-318.268847,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,330.595841,71.098407,-330.595841,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,259.812736,85.091455,-259.812736,6,1498.0
REG_TEXT_WINE_POLISH_MARKET,extended,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,262.705059,77.984009,-262.705059,6,1498.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.089794,0.002584,-0.089794,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.089372,0.002495,-0.089372,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.087567,0.002691,-0.087567,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.087171,0.002186,-0.087171,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.092296,0.002392,-0.092296,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.087562,0.002013,-0.087562,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.087068,0.002516,-0.087068,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.086505,0.002298,-0.086505,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.086082,0.00236,-0.086082,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.086334,0.002472,-0.086334,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.086283,0.002005,-0.086283,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.087998,0.002139,-0.087998,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.087074,0.002188,-0.087074,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.092231,0.002619,-0.092231,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.091017,0.002176,-0.091017,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.086194,0.002231,-0.086194,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.085925,0.002151,-0.085925,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.088911,0.001916,-0.088911,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.088871,0.002205,-0.088871,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.091508,0.002797,-0.091508,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.090756,0.001809,-0.090756,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.099457,0.003216,-0.099457,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.097426,0.000964,-0.097426,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.088921,0.002631,-0.088921,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.088037,0.002205,-0.088037,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.088198,0.002879,-0.088198,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.087918,0.001958,-0.087918,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.087416,0.002791,-0.087416,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.087506,0.002484,-0.087506,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.088441,0.002541,-0.088441,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.088889,0.001983,-0.088889,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.090635,0.001907,-0.090635,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,0.090945,0.001999,-0.090945,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.089098,0.001849,-0.089098,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.088517,0.002323,-0.088517,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.086988,0.002605,-0.086988,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.087794,0.002471,-0.087794,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.08748,0.002198,-0.08748,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.088115,0.002121,-0.088115,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.092021,0.00261,-0.092021,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.092054,0.003016,-0.092054,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.08905,0.002067,-0.08905,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.088954,0.002205,-0.088954,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.089518,0.00279,-0.089518,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.09417,0.002745,-0.09417,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.094152,0.002147,-0.094152,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.08783,0.002521,-0.08783,6,5767.0
REG_TEXT_WINE_VIVINO_SPAIN,extended,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.08795,0.002149,-0.08795,6,5767.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.183298,0.003786,-0.183298,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.176095,0.003857,-0.176095,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.150727,0.004913,-0.150727,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.151631,0.004278,-0.151631,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,ConTextTab,ConTextTab,end-to-end,root_mean_squared_error,0.172712,0.002875,-0.172712,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,root_mean_squared_error,0.153789,0.003841,-0.153789,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,root_mean_squared_error,0.150635,0.004047,-0.150635,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,root_mean_squared_error,0.143726,0.004084,-0.143726,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,Kumo-Tabular (TAR),Kumo-Tabular,tar,root_mean_squared_error,0.143499,0.003118,-0.143499,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,Kumo-Tabular-M (Frozen),Kumo-Tabular-M,frozen,root_mean_squared_error,0.145102,0.004519,-0.145102,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,Kumo-Tabular-M (TAR),Kumo-Tabular-M,tar,root_mean_squared_error,0.144184,0.00364,-0.144184,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,Kumo-Tabular-S (Frozen),Kumo-Tabular-S,frozen,root_mean_squared_error,0.150452,0.004496,-0.150452,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,Kumo-Tabular-S (TAR),Kumo-Tabular-S,tar,root_mean_squared_error,0.151036,0.003481,-0.151036,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.206748,0.004516,-0.206748,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.194057,0.004955,-0.194057,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,LimiX-2 (Frozen),LimiX-2,frozen,root_mean_squared_error,0.142667,0.004033,-0.142667,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,LimiX-2 (TAR),LimiX-2,tar,root_mean_squared_error,0.143841,0.004166,-0.143841,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.14924,0.004332,-0.14924,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,Mitra-v2 (TAR),Mitra-v2,tar,root_mean_squared_error,0.150429,0.003644,-0.150429,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.196365,0.005839,-0.196365,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.186894,0.005801,-0.186894,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.177653,0.004849,-0.177653,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.170344,0.002908,-0.170344,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.182504,0.004563,-0.182504,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.179183,0.004362,-0.179183,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,root_mean_squared_error,0.168511,0.004057,-0.168511,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabDPT-1.3 (TAR),TabDPT-1.3,tar,root_mean_squared_error,0.16405,0.005892,-0.16405,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.157901,0.004108,-0.157901,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.154017,0.003894,-0.154017,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.156025,0.005093,-0.156025,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.156119,0.004951,-0.156119,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.1721,0.005193,-0.1721,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabM (TAR),TabM,tar,root_mean_squared_error,0.167726,0.004577,-0.167726,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabPFN-3 (Frozen),TabPFN-3,frozen,root_mean_squared_error,0.159729,0.00542,-0.159729,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabPFN-3 (TAR),TabPFN-3,tar,root_mean_squared_error,0.157752,0.004184,-0.157752,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabPFN-3.5 (Frozen),TabPFN-3.5,frozen,root_mean_squared_error,0.149481,0.004699,-0.149481,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabPFN-3.5 (TAR),TabPFN-3.5,tar,root_mean_squared_error,0.149547,0.004172,-0.149547,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabPFN-3.5-Fast (Frozen),TabPFN-3.5-Fast,frozen,root_mean_squared_error,0.151983,0.004812,-0.151983,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabPFN-3.5-Fast (TAR),TabPFN-3.5-Fast,tar,root_mean_squared_error,0.153443,0.004208,-0.153443,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,root_mean_squared_error,0.236341,0.00472,-0.236341,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabPFN-v2 (TAR),TabPFN-v2,tar,root_mean_squared_error,0.222707,0.00814,-0.222707,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,root_mean_squared_error,0.158005,0.004148,-0.158005,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,root_mean_squared_error,0.161944,0.004243,-0.161944,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,TabSTAR-v1.1,TabSTAR-v1.1,end-to-end,root_mean_squared_error,0.18952,0.008079,-0.18952,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.18966,0.004297,-0.18966,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.178266,0.003294,-0.178266,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,root_mean_squared_error,0.153509,0.005017,-0.153509,6,10000.0
REG_TEXT_ZOMATO_RESTAURANTS,core,regression,text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.153516,0.00488,-0.153516,6,10000.0