diff --git "a/data/per_dataset.csv" "b/data/per_dataset.csv"
--- "a/data/per_dataset.csv"
+++ "b/data/per_dataset.csv"
@@ -623,102 +623,102 @@ MUL_IMAGE_CHEXPERT,core,classification,image,XGBoost (Frozen),XGBoost,frozen,log
 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-text,CatBoost (Frozen),CatBoost,frozen,log_loss,1.511401,0.030972,-1.511401,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,CatBoost (TAR),CatBoost,tar,log_loss,1.490245,0.035049,-1.490245,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,Causilo (Frozen),Causilo,frozen,log_loss,1.168285,0.032791,-1.168285,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,Causilo (TAR),Causilo,tar,log_loss,1.399035,0.127754,-1.399035,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,ConTextTab,ConTextTab,end-to-end,log_loss,1.384185,0.056038,-1.384185,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,log_loss,1.144475,0.033935,-1.144475,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,log_loss,1.381682,0.146629,-1.381682,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,log_loss,1.175945,0.032028,-1.175945,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,log_loss,1.392612,0.12408,-1.392612,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,LightGBM (Frozen),LightGBM,frozen,log_loss,2.52005,0.134924,-2.52005,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,LightGBM (TAR),LightGBM,tar,log_loss,3.036473,0.352212,-3.036473,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,log_loss,1.755426,0.142252,-1.755426,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,RandomForest (TAR),RandomForest,tar,log_loss,1.853716,0.209091,-1.853716,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,RealMLP (Frozen),RealMLP,frozen,log_loss,2.77298,0.997888,-2.77298,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,RealMLP (TAR),RealMLP,tar,log_loss,1.962994,0.191237,-1.962994,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,TabDPT (Frozen),TabDPT,frozen,log_loss,1.346392,0.020564,-1.346392,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,TabDPT (TAR),TabDPT,tar,log_loss,1.481457,0.043036,-1.481457,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,log_loss,1.087772,0.029344,-1.087772,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,TabFM (TAR),TabFM,tar,log_loss,1.445544,0.205337,-1.445544,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,1.185346,0.047562,-1.185346,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,TabICLv2 (TAR),TabICLv2,tar,log_loss,1.416866,0.127338,-1.416866,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,TabM (Frozen),TabM,frozen,log_loss,1.628157,0.144916,-1.628157,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,TabM (TAR),TabM,tar,log_loss,1.775718,0.220174,-1.775718,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,log_loss,1.755922,0.055089,-1.755922,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,XGBoost (TAR),XGBoost,tar,log_loss,1.803956,0.065399,-1.803956,6,638.0
-MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image-text,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-text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,1.454558,0.136608,-1.454558,6,638.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,CatBoost (Frozen),CatBoost,frozen,log_loss,1.476522,0.03412,-1.476522,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,CatBoost (TAR),CatBoost,tar,log_loss,1.477703,0.042624,-1.477703,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,Causilo (Frozen),Causilo,frozen,log_loss,1.412495,0.039191,-1.412495,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,Causilo (TAR),Causilo,tar,log_loss,1.480696,0.068961,-1.480696,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,ConTextTab,ConTextTab,end-to-end,log_loss,1.445897,0.064996,-1.445897,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.415485,0.043846,-1.415485,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,1.483945,0.068782,-1.483945,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,1.401009,0.036813,-1.401009,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,1.472665,0.069375,-1.472665,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,log_loss,1.398806,0.038191,-1.398806,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,log_loss,1.466947,0.069369,-1.466947,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,log_loss,1.406225,0.0311,-1.406225,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,log_loss,1.475182,0.066049,-1.475182,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,LightGBM (Frozen),LightGBM,frozen,log_loss,2.191169,0.159227,-2.191169,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,LightGBM (TAR),LightGBM,tar,log_loss,2.444591,0.234783,-2.444591,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,1.405168,0.040497,-1.405168,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,LimiX-2 (TAR),LimiX-2,tar,log_loss,1.501585,0.085717,-1.501585,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,1.399453,0.038034,-1.399453,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,Mitra-v2 (TAR),Mitra-v2,tar,log_loss,1.465116,0.054743,-1.465116,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,RandomForest (Frozen),RandomForest,frozen,log_loss,1.488415,0.032428,-1.488415,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,RandomForest (TAR),RandomForest,tar,log_loss,1.472818,0.035378,-1.472818,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,RealMLP (Frozen),RealMLP,frozen,log_loss,3.402707,1.358899,-3.402707,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,RealMLP (TAR),RealMLP,tar,log_loss,1.911684,0.144433,-1.911684,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,TabDPT (Frozen),TabDPT,frozen,log_loss,1.425838,0.04394,-1.425838,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,TabDPT (TAR),TabDPT,tar,log_loss,1.486728,0.076337,-1.486728,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,log_loss,1.402131,0.036109,-1.402131,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,TabFM (TAR),TabFM,tar,log_loss,1.507103,0.087285,-1.507103,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,TabICLv2 (Frozen),TabICLv2,frozen,log_loss,1.417695,0.03896,-1.417695,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,TabICLv2 (TAR),TabICLv2,tar,log_loss,1.48496,0.071981,-1.48496,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,TabM (Frozen),TabM,frozen,log_loss,1.47966,0.041969,-1.47966,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,TabM (TAR),TabM,tar,log_loss,1.494105,0.051399,-1.494105,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,TabPFN-3 (Frozen),TabPFN-3,frozen,log_loss,1.440416,0.054772,-1.440416,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,TabPFN-3 (TAR),TabPFN-3,tar,log_loss,1.485364,0.068048,-1.485364,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,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-text,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-text,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-text,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-text,TabPFN-v2 (Frozen),TabPFN-v2,frozen,log_loss,1.416922,0.041697,-1.416922,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,TabPFN-v2 (TAR),TabPFN-v2,tar,log_loss,1.486216,0.053285,-1.486216,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,TabPFN-v2p5 (Frozen),TabPFN-v2p5,frozen,log_loss,1.424964,0.045662,-1.424964,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,TabPFN-v2p5 (TAR),TabPFN-v2p5,tar,log_loss,1.49613,0.065539,-1.49613,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,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-text,XGBoost (Frozen),XGBoost,frozen,log_loss,1.542488,0.030159,-1.542488,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,XGBoost (TAR),XGBoost,tar,log_loss,1.568485,0.066886,-1.568485,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,1.408,0.038803,-1.408,6,400.0
-MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image-text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,log_loss,1.498547,0.080617,-1.498547,6,400.0
+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-Medium (Frozen),Kumo-Tabular-Medium,frozen,log_loss,1.144475,0.033935,-1.144475,6,638.0
+MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,log_loss,1.381682,0.146629,-1.381682,6,638.0
+MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,log_loss,1.175945,0.032028,-1.175945,6,638.0
+MUL_IMAGE_CSGO_SKIN_PRICE,core,classification,image,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,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
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+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-Medium (Frozen),Kumo-Tabular-Medium,frozen,log_loss,1.398806,0.038191,-1.398806,6,400.0
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+MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,log_loss,1.406225,0.0311,-1.406225,6,400.0
+MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,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
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+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
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+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
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+MUL_IMAGE_FLOWER_BOUQUETS,core,classification,image,RealMLP (TAR),RealMLP,tar,log_loss,1.911684,0.144433,-1.911684,6,400.0
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+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
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+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
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+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
@@ -815,96 +815,96 @@ MUL_IMAGE_HAM10000_LESION,extended,classification,image,XGBoost (Frozen),XGBoost
 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-text,CatBoost (Frozen),CatBoost,frozen,log_loss,1.199941,0.027796,-1.199941,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,CatBoost (TAR),CatBoost,tar,log_loss,1.365188,0.115665,-1.365188,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,Causilo (Frozen),Causilo,frozen,log_loss,1.015633,0.020055,-1.015633,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,Causilo (TAR),Causilo,tar,log_loss,1.181839,0.108852,-1.181839,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,ConTextTab,ConTextTab,end-to-end,log_loss,1.220128,0.032302,-1.220128,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.04271,0.016597,-1.04271,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,EXAONE-Tabular (TAR),EXAONE-Tabular,tar,log_loss,1.242554,0.117165,-1.242554,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,0.931244,0.022868,-0.931244,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,Kumo-Tabular (TAR),Kumo-Tabular,tar,log_loss,1.147125,0.122258,-1.147125,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,log_loss,0.9707,0.021354,-0.9707,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,log_loss,1.167171,0.11496,-1.167171,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,log_loss,1.000838,0.017525,-1.000838,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,log_loss,1.191499,0.113568,-1.191499,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,LightGBM (Frozen),LightGBM,frozen,log_loss,1.794924,0.057138,-1.794924,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,LightGBM (TAR),LightGBM,tar,log_loss,2.290075,0.321167,-2.290075,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,LimiX-2 (Frozen),LimiX-2,frozen,log_loss,0.973194,0.022622,-0.973194,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,LimiX-2 (TAR),LimiX-2,tar,log_loss,1.17688,0.12713,-1.17688,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,RandomForest (Frozen),RandomForest,frozen,log_loss,1.542034,0.032308,-1.542034,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,RandomForest (TAR),RandomForest,tar,log_loss,1.532039,0.043216,-1.532039,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,RealMLP (Frozen),RealMLP,frozen,log_loss,2.457452,0.571528,-2.457452,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,RealMLP (TAR),RealMLP,tar,log_loss,1.640092,0.105398,-1.640092,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,TabDPT (Frozen),TabDPT,frozen,log_loss,1.394839,0.022504,-1.394839,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,TabDPT (TAR),TabDPT,tar,log_loss,1.47071,0.054902,-1.47071,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,TabDPT-1.3 (Frozen),TabDPT-1.3,frozen,log_loss,1.181756,0.015694,-1.181756,6,2854.0
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-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,TabFM (Frozen),TabFM,frozen,log_loss,0.940014,0.026297,-0.940014,6,2854.0
-MUL_IMAGE_HEARTHSTONE_CLASS,extended,classification,image-text,TabFM (TAR),TabFM,tar,log_loss,1.166792,0.141061,-1.166792,6,2854.0
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+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
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+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
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+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
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+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
@@ -1049,102 +1049,102 @@ MUL_IMAGE_PAD_UFES_LESION,extended,classification,image,XGBoost (Frozen),XGBoost
 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-text,CatBoost (Frozen),CatBoost,frozen,log_loss,1.409253,0.006031,-1.409253,6,9768.0
-MUL_IMAGE_PETFINDER,core,classification,image-text,CatBoost (TAR),CatBoost,tar,log_loss,1.384509,0.021731,-1.384509,6,9768.0
-MUL_IMAGE_PETFINDER,core,classification,image-text,Causilo (Frozen),Causilo,frozen,log_loss,1.254319,0.003846,-1.254319,6,9768.0
-MUL_IMAGE_PETFINDER,core,classification,image-text,Causilo (TAR),Causilo,tar,log_loss,1.263839,0.020819,-1.263839,6,9768.0
-MUL_IMAGE_PETFINDER,core,classification,image-text,ConTextTab,ConTextTab,end-to-end,log_loss,1.413453,0.014389,-1.413453,6,9768.0
-MUL_IMAGE_PETFINDER,core,classification,image-text,EXAONE-Tabular (Frozen),EXAONE-Tabular,frozen,log_loss,1.298129,0.003383,-1.298129,6,9768.0
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-MUL_IMAGE_PETFINDER,core,classification,image-text,Kumo-Tabular (Frozen),Kumo-Tabular,frozen,log_loss,1.26309,0.007478,-1.26309,6,9768.0
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-MUL_IMAGE_PETFINDER,core,classification,image-text,Mitra-v2 (Frozen),Mitra-v2,frozen,log_loss,1.237243,0.004276,-1.237243,6,9768.0
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+MUL_IMAGE_POKEMON_HEIGHT,extended,classification,image,Xiaomi-TabLDM (Frozen),Xiaomi-TabLDM,frozen,log_loss,1.392574,0.03765,-1.392574,6,718.0
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 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
@@ -1899,54 +1899,54 @@ MUL_TEXT_WOMEN_CLOTHING_REVIEW,core,classification,text,XGBoost (Frozen),XGBoost
 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-text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.400654,0.007606,-0.400654,6,10000.0
-REG_IMAGE_AIRBNB_NYC,extended,regression,image-text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.400144,0.009279,-0.400144,6,10000.0
-REG_IMAGE_AIRBNB_NYC,extended,regression,image-text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.383617,0.010351,-0.383617,6,10000.0
-REG_IMAGE_AIRBNB_NYC,extended,regression,image-text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.383522,0.011327,-0.383522,6,10000.0
-REG_IMAGE_AIRBNB_NYC,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,0.372291,0.009878,-0.372291,6,10000.0
-REG_IMAGE_AIRBNB_NYC,extended,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,0.37225,0.0106,-0.37225,6,10000.0
-REG_IMAGE_AIRBNB_NYC,extended,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,0.38113,0.009179,-0.38113,6,10000.0
-REG_IMAGE_AIRBNB_NYC,extended,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,0.380595,0.009343,-0.380595,6,10000.0
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 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
@@ -1995,438 +1995,438 @@ REG_IMAGE_AMAZON_BEST_SELLER,core,regression,image,XGBoost (Frozen),XGBoost,froz
 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
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-REG_IMAGE_AMAZON_PACKAGES,core,regression,image-text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,2.945499,0.116151,-2.945499,6,10000.0
-REG_IMAGE_AMAZON_PACKAGES,core,regression,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,3.041243,0.115827,-3.041243,6,10000.0
-REG_IMAGE_AMAZON_PACKAGES,core,regression,image-text,TabFM (TAR),TabFM,tar,root_mean_squared_error,2.896705,0.120318,-2.896705,6,10000.0
-REG_IMAGE_AMAZON_PACKAGES,core,regression,image-text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,3.075621,0.116876,-3.075621,6,10000.0
-REG_IMAGE_AMAZON_PACKAGES,core,regression,image-text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,2.909845,0.117685,-2.909845,6,10000.0
-REG_IMAGE_AMAZON_PACKAGES,core,regression,image-text,TabM (Frozen),TabM,frozen,root_mean_squared_error,3.121774,0.108292,-3.121774,6,10000.0
-REG_IMAGE_AMAZON_PACKAGES,core,regression,image-text,TabM (TAR),TabM,tar,root_mean_squared_error,2.943658,0.11851,-2.943658,6,10000.0
-REG_IMAGE_AMAZON_PACKAGES,core,regression,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,3.497709,0.134171,-3.497709,6,10000.0
-REG_IMAGE_AMAZON_PACKAGES,core,regression,image-text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,3.163868,0.10902,-3.163868,6,10000.0
-REG_IMAGE_AMAZON_PACKAGES,core,regression,image-text,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-text,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-text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,17477.235171,11641.358895,-17477.235171,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,19749.565609,12773.379892,-19749.565609,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,20390.116418,13279.004879,-20390.116418,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,Causilo (TAR),Causilo,tar,root_mean_squared_error,19986.005948,14017.118431,-19986.005948,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,18451.358529,13245.714324,-18451.358529,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,18494.299875,14138.292216,-18494.299875,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,18679.263203,14273.934438,-18679.263203,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,18721.480459,14700.02695,-18721.480459,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,20967.842063,13521.034069,-20967.842063,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,20813.982514,13160.447262,-20813.982514,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,17879.234234,8762.450609,-17879.234234,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,19769.347439,9085.462104,-19769.347439,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,21664.094416,12376.980572,-21664.094416,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,19405.152924,11491.98337,-19405.152924,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,22534.970161,13391.649096,-22534.970161,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,22401.55351,13617.74578,-22401.55351,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,14503.155416,8962.272785,-14503.155416,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,TabFM (TAR),TabFM,tar,root_mean_squared_error,15643.795287,9458.254256,-15643.795287,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,20281.073082,14396.395576,-20281.073082,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,20356.328531,14864.80082,-20356.328531,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,TabM (Frozen),TabM,frozen,root_mean_squared_error,18053.836147,12850.604587,-18053.836147,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,TabM (TAR),TabM,tar,root_mean_squared_error,18367.447007,12894.148035,-18367.447007,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,19380.429593,12600.806316,-19380.429593,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,21053.687825,11029.059949,-21053.687825,6,10000.0
-REG_IMAGE_DVM_CAR,extended,regression,image-text,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-text,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-text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.099343,0.000663,-0.099343,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.112122,0.004296,-0.112122,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.087142,0.001486,-0.087142,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.103774,0.006633,-0.103774,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,0.083328,0.000892,-0.083328,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,0.092634,0.004521,-0.092634,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,0.085321,0.001302,-0.085321,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,0.095964,0.005745,-0.095964,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.107792,0.00067,-0.107792,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.119044,0.003882,-0.119044,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.101818,0.001502,-0.101818,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.121156,0.004593,-0.121156,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.101394,0.001065,-0.101394,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.112311,0.004185,-0.112311,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.092451,0.001538,-0.092451,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.106312,0.004643,-0.106312,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.08353,0.001482,-0.08353,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.095443,0.00522,-0.095443,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.087466,0.00165,-0.087466,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.102125,0.006865,-0.102125,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.097819,0.001437,-0.097819,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,TabM (TAR),TabM,tar,root_mean_squared_error,0.110116,0.004368,-0.110116,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.103777,0.001027,-0.103777,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.116605,0.003811,-0.116605,6,10000.0
-REG_IMAGE_FLIPKART_RATIO,extended,regression,image-text,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-text,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-text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.158361,0.004826,-0.158361,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.198364,0.017994,-0.198364,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.124365,0.003634,-0.124365,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.157389,0.010503,-0.157389,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,0.120091,0.002528,-0.120091,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,0.15332,0.010321,-0.15332,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,0.124398,0.003141,-0.124398,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,0.159919,0.012585,-0.159919,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.171572,0.002291,-0.171572,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.211204,0.018395,-0.211204,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.171836,0.00358,-0.171836,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.229532,0.021482,-0.229532,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.152778,0.003827,-0.152778,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.19063,0.017029,-0.19063,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.177243,0.005176,-0.177243,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.200935,0.010632,-0.200935,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.129251,0.005276,-0.129251,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.155959,0.00944,-0.155959,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.132642,0.002334,-0.132642,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.172839,0.013856,-0.172839,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.152098,0.002937,-0.152098,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,TabM (TAR),TabM,tar,root_mean_squared_error,0.185331,0.014269,-0.185331,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.169569,0.002204,-0.169569,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.208972,0.017858,-0.208972,6,6554.0
-REG_IMAGE_GOIAS_HOUSES,extended,regression,image-text,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-text,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-text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,4.459836,0.095555,-4.459836,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,4.468692,0.085534,-4.468692,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,4.327867,0.088753,-4.327867,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,Causilo (TAR),Causilo,tar,root_mean_squared_error,4.344729,0.09614,-4.344729,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,4.298014,0.092625,-4.298014,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,4.335313,0.09433,-4.335313,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,4.310499,0.090042,-4.310499,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,4.344509,0.093341,-4.344509,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,4.484479,0.083587,-4.484479,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,4.5019,0.0932,-4.5019,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,4.507867,0.101106,-4.507867,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,4.557132,0.084236,-4.557132,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,4.606055,0.073625,-4.606055,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,4.592566,0.081502,-4.592566,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,4.416893,0.093176,-4.416893,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,4.415281,0.091326,-4.415281,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,4.33419,0.092561,-4.33419,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,TabFM (TAR),TabFM,tar,root_mean_squared_error,4.357661,0.102249,-4.357661,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,4.353689,0.091484,-4.353689,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,4.386588,0.087477,-4.386588,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,TabM (Frozen),TabM,frozen,root_mean_squared_error,4.433224,0.073734,-4.433224,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,TabM (TAR),TabM,tar,root_mean_squared_error,4.454528,0.097377,-4.454528,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,4.621915,0.091688,-4.621915,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,4.654455,0.067374,-4.654455,6,10000.0
-REG_IMAGE_HNM_FASHION,core,regression,image-text,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-text,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-text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.528724,0.013585,-0.528724,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.5308,0.01235,-0.5308,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.496026,0.007219,-0.496026,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.502376,0.012794,-0.502376,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,0.494457,0.007845,-0.494457,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,0.50049,0.010655,-0.50049,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,0.49902,0.012216,-0.49902,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,0.504302,0.012747,-0.504302,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.538437,0.012122,-0.538437,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.544403,0.011407,-0.544403,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.531382,0.00927,-0.531382,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.535536,0.009753,-0.535536,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.549987,0.025419,-0.549987,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.550582,0.018114,-0.550582,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.548221,0.007485,-0.548221,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.549862,0.008696,-0.549862,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.499093,0.009758,-0.499093,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.506762,0.013018,-0.506762,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.502558,0.009641,-0.502558,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.509613,0.013162,-0.509613,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.529908,0.01176,-0.529908,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,TabM (TAR),TabM,tar,root_mean_squared_error,0.536674,0.013476,-0.536674,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.552177,0.015056,-0.552177,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.559926,0.014662,-0.559926,6,1092.0
-REG_IMAGE_KAMERNET_SIZE,extended,regression,image-text,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-text,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-text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,3321.888734,863.799252,-3321.888734,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,3101.365461,847.342433,-3101.365461,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,2187.37704,525.735592,-2187.37704,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,Causilo (TAR),Causilo,tar,root_mean_squared_error,2015.66621,723.399708,-2015.66621,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,1873.760077,518.419362,-1873.760077,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,1743.077291,639.121414,-1743.077291,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,2024.657393,553.984377,-2024.657393,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,1654.110948,627.872104,-1654.110948,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,3606.567237,688.070112,-3606.567237,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,3205.97241,573.810707,-3205.97241,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,3797.777747,893.265405,-3797.777747,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,3344.341614,906.388134,-3344.341614,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,2764.500914,911.84486,-2764.500914,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,2714.23851,1032.207599,-2714.23851,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,3263.607807,645.986234,-3263.607807,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,3189.530754,787.308498,-3189.530754,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,2217.290503,659.122302,-2217.290503,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,TabFM (TAR),TabFM,tar,root_mean_squared_error,2096.527562,823.750483,-2096.527562,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,2457.562961,835.203745,-2457.562961,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,2375.55648,702.747472,-2375.55648,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,TabM (Frozen),TabM,frozen,root_mean_squared_error,3029.598756,617.426862,-3029.598756,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,TabM (TAR),TabM,tar,root_mean_squared_error,3026.660183,514.075,-3026.660183,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,3982.623003,958.360828,-3982.623003,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,3295.441976,898.662118,-3295.441976,6,267.0
-REG_IMAGE_KHAADI_CLOTHES,core,regression,image-text,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-text,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-text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,457.88482,53.024454,-457.88482,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,458.14209,60.538897,-458.14209,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,428.827521,40.444986,-428.827521,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,Causilo (TAR),Causilo,tar,root_mean_squared_error,426.839995,41.251058,-426.839995,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,422.469587,38.196382,-422.469587,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,423.704276,39.745891,-423.704276,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,424.157884,32.503928,-424.157884,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,426.437921,35.624552,-426.437921,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,478.076931,48.497215,-478.076931,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,481.614651,48.685993,-481.614651,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,468.813603,53.467061,-468.813603,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,473.39279,56.745186,-473.39279,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,487.010411,51.008608,-487.010411,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,477.407156,52.197611,-477.407156,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,446.344288,38.679936,-446.344288,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,450.309534,38.939806,-450.309534,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,427.447624,46.172802,-427.447624,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,TabFM (TAR),TabFM,tar,root_mean_squared_error,430.549965,48.038607,-430.549965,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,424.333194,36.53644,-424.333194,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,427.251575,44.685859,-427.251575,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,TabM (Frozen),TabM,frozen,root_mean_squared_error,433.22502,49.912179,-433.22502,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,TabM (TAR),TabM,tar,root_mean_squared_error,438.547135,47.193892,-438.547135,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,509.158341,51.547554,-509.158341,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,520.726152,49.439427,-520.726152,6,646.0
-REG_IMAGE_LAHAINA_AUCTION,extended,regression,image-text,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-text,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-text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.333496,0.00327,-0.333496,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.330842,0.004366,-0.330842,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.318553,0.002792,-0.318553,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.316811,0.003597,-0.316811,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,0.313505,0.003199,-0.313505,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,0.312556,0.003953,-0.312556,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,0.316263,0.003072,-0.316263,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,0.315106,0.004027,-0.315106,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.335451,0.002251,-0.335451,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.333825,0.003859,-0.333825,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.342489,0.002446,-0.342489,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.341242,0.005163,-0.341242,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.34227,0.003025,-0.34227,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.338633,0.003658,-0.338633,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.350049,0.003542,-0.350049,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,0.347291,0.004043,-0.347291,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.317182,0.0034,-0.317182,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.31536,0.003583,-0.31536,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.325094,0.002909,-0.325094,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.323881,0.003173,-0.323881,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.326462,0.003822,-0.326462,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,TabM (TAR),TabM,tar,root_mean_squared_error,0.326689,0.003598,-0.326689,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,0.348182,0.002772,-0.348182,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,0.344346,0.00467,-0.344346,6,8376.0
-REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image-text,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-text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,0.32129,0.003931,-0.32129,6,8376.0
+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-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,3.030901,0.119111,-3.030901,6,10000.0
+REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,2.879955,0.12257,-2.879955,6,10000.0
+REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,3.047771,0.118454,-3.047771,6,10000.0
+REG_IMAGE_AMAZON_PACKAGES,core,regression,image,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,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
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+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-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,0.313505,0.003199,-0.313505,6,8376.0
+REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,0.312556,0.003953,-0.312556,6,8376.0
+REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,0.316263,0.003072,-0.316263,6,8376.0
+REG_IMAGE_LETTERBOXD_MOVIES,core,regression,image,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,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
@@ -2523,54 +2523,54 @@ REG_IMAGE_MKPHOTO_BOTS,core,regression,image,XGBoost (Frozen),XGBoost,frozen,roo
 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-text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,3427.973819,359.358154,-3427.973819,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,3409.197143,347.103078,-3409.197143,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,3200.100705,384.57713,-3200.100705,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,Causilo (TAR),Causilo,tar,root_mean_squared_error,3208.637196,374.238714,-3208.637196,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,3054.115434,427.930983,-3054.115434,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,3088.895953,409.852405,-3088.895953,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,3062.905322,389.147709,-3062.905322,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,3087.28513,417.140284,-3087.28513,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,3475.482041,348.427163,-3475.482041,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,3477.831404,323.630501,-3477.831404,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,3575.456586,297.553438,-3575.456586,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,3585.903363,301.158205,-3585.903363,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,3475.801316,358.614196,-3475.801316,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,3509.455655,530.746886,-3509.455655,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,3342.155858,373.456536,-3342.155858,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,3352.573426,366.784926,-3352.573426,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,2987.517397,392.193554,-2987.517397,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,TabFM (TAR),TabFM,tar,root_mean_squared_error,2970.006878,378.241605,-2970.006878,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,3214.441235,368.303929,-3214.441235,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,3208.883035,412.857677,-3208.883035,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,TabM (Frozen),TabM,frozen,root_mean_squared_error,3339.415367,412.693955,-3339.415367,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,TabM (TAR),TabM,tar,root_mean_squared_error,3296.557568,384.578154,-3296.557568,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,3697.589993,340.157513,-3697.589993,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,3651.675715,295.997786,-3651.675715,6,8246.0
-REG_IMAGE_PAINTING_PRICE,core,regression,image-text,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-text,Xiaomi-TabLDM (TAR),Xiaomi-TabLDM,tar,root_mean_squared_error,3212.979775,387.385442,-3212.979775,6,8246.0
+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
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+REG_IMAGE_PAINTING_PRICE,core,regression,image,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,3054.115434,427.930983,-3054.115434,6,8246.0
+REG_IMAGE_PAINTING_PRICE,core,regression,image,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,3088.895953,409.852405,-3088.895953,6,8246.0
+REG_IMAGE_PAINTING_PRICE,core,regression,image,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,3062.905322,389.147709,-3062.905322,6,8246.0
+REG_IMAGE_PAINTING_PRICE,core,regression,image,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,3087.28513,417.140284,-3087.28513,6,8246.0
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+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
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+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
@@ -2619,246 +2619,246 @@ REG_IMAGE_ROMANIA_PRICE,extended,regression,image,XGBoost (Frozen),XGBoost,froze
 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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,0.31714,0.027775,-0.31714,6,10000.0
-REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,0.319039,0.025332,-0.319039,6,10000.0
-REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,0.323912,0.027035,-0.323912,6,10000.0
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-REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.371184,0.024954,-0.371184,6,10000.0
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-REG_IMAGE_SAO_PAULO_HOUSES,extended,regression,image-text,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-text,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-text,Mitra-v2 (Frozen),Mitra-v2,frozen,root_mean_squared_error,0.318678,0.028066,-0.318678,6,10000.0
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-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,160469.123763,6562.880383,-160469.123763,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,156728.114522,5086.745153,-156728.114522,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,163046.425105,5842.867245,-163046.425105,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,198663.486299,3694.109336,-198663.486299,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,207291.214488,5625.866748,-207291.214488,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,198566.049509,3898.615348,-198566.049509,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,226083.668435,5767.213167,-226083.668435,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,190367.410931,2087.269483,-190367.410931,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,198678.358624,2658.45902,-198678.358624,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,178751.85646,2965.595641,-178751.85646,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,187801.04802,4409.684187,-187801.04802,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,157483.034517,4432.507609,-157483.034517,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,TabFM (TAR),TabFM,tar,root_mean_squared_error,162355.353957,6037.643397,-162355.353957,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,170765.44766,3881.494906,-170765.44766,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,183735.543713,6602.882223,-183735.543713,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,TabM (Frozen),TabM,frozen,root_mean_squared_error,183413.720456,2559.394551,-183413.720456,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,TabM (TAR),TabM,tar,root_mean_squared_error,191982.713145,4437.156501,-191982.713145,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,198778.302719,3956.662776,-198778.302719,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,204017.623105,6687.583874,-204017.623105,6,10000.0
-REG_IMAGE_SOCAL_HOUSES,extended,regression,image-text,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-text,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-text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.988766,0.050032,-0.988766,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.989198,0.024914,-0.989198,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.880119,0.046228,-0.880119,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.896244,0.03172,-0.896244,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,0.859996,0.037981,-0.859996,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,0.874267,0.037434,-0.874267,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,0.861845,0.042123,-0.861845,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,0.886395,0.033098,-0.886395,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,1.027713,0.056846,-1.027713,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,1.027243,0.045215,-1.027243,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,1.052907,0.043179,-1.052907,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,1.076348,0.032628,-1.076348,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,1.105115,0.030893,-1.105115,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,1.113943,0.047267,-1.113943,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,1.071629,0.040494,-1.071629,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,TabDPT (TAR),TabDPT,tar,root_mean_squared_error,1.059312,0.012015,-1.059312,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,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-text,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-text,TabFM (Frozen),TabFM,frozen,root_mean_squared_error,0.882342,0.048569,-0.882342,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,TabFM (TAR),TabFM,tar,root_mean_squared_error,0.9047,0.031742,-0.9047,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,TabICLv2 (Frozen),TabICLv2,frozen,root_mean_squared_error,0.901457,0.04306,-0.901457,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,TabICLv2 (TAR),TabICLv2,tar,root_mean_squared_error,0.907819,0.046606,-0.907819,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,TabM (Frozen),TabM,frozen,root_mean_squared_error,0.981936,0.056992,-0.981936,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,TabM (TAR),TabM,tar,root_mean_squared_error,0.98224,0.049174,-0.98224,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,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-text,XGBoost (Frozen),XGBoost,frozen,root_mean_squared_error,1.082134,0.020131,-1.082134,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,XGBoost (TAR),XGBoost,tar,root_mean_squared_error,1.076357,0.0205,-1.076357,6,798.0
-REG_IMAGE_TOKOPEDIA_WEIGHT,extended,regression,image-text,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-text,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-text,CatBoost (Frozen),CatBoost,frozen,root_mean_squared_error,0.370784,0.07296,-0.370784,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,CatBoost (TAR),CatBoost,tar,root_mean_squared_error,0.379475,0.067762,-0.379475,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,Causilo (Frozen),Causilo,frozen,root_mean_squared_error,0.283665,0.069027,-0.283665,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,Causilo (TAR),Causilo,tar,root_mean_squared_error,0.302998,0.054258,-0.302998,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,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-text,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-text,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-text,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-text,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-text,Kumo-Tabular-Medium (Frozen),Kumo-Tabular-Medium,frozen,root_mean_squared_error,0.28498,0.069415,-0.28498,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,Kumo-Tabular-Medium (TAR),Kumo-Tabular-Medium,tar,root_mean_squared_error,0.305757,0.054903,-0.305757,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,Kumo-Tabular-Small (Frozen),Kumo-Tabular-Small,frozen,root_mean_squared_error,0.284317,0.071817,-0.284317,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,Kumo-Tabular-Small (TAR),Kumo-Tabular-Small,tar,root_mean_squared_error,0.307845,0.054874,-0.307845,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,LightGBM (Frozen),LightGBM,frozen,root_mean_squared_error,0.354231,0.064172,-0.354231,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,LightGBM (TAR),LightGBM,tar,root_mean_squared_error,0.367831,0.05688,-0.367831,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,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-text,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-text,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-text,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-text,RandomForest (Frozen),RandomForest,frozen,root_mean_squared_error,0.40927,0.071392,-0.40927,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,RandomForest (TAR),RandomForest,tar,root_mean_squared_error,0.418614,0.052169,-0.418614,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,RealMLP (Frozen),RealMLP,frozen,root_mean_squared_error,0.334141,0.060871,-0.334141,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,RealMLP (TAR),RealMLP,tar,root_mean_squared_error,0.345768,0.061769,-0.345768,6,840.0
-REG_IMAGE_WATCH_TIER,extended,regression,image-text,TabDPT (Frozen),TabDPT,frozen,root_mean_squared_error,0.340619,0.074643,-0.340619,6,840.0
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 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