,,,R@1,R@1,R@10,R@10,pair_acc,pair_acc ,,,mean,std,mean,std,mean,std config,kind,pair,,,,,, E,trained,H&E<->mIF (ORION),0.6748,0.0333,0.9843,0.0083,0.8992,0.0417 E,trained,H&E<->RNA (HEST),0.1921,0.0352,0.6129,0.1078,0.2463,0.0544 E,trained,H&E<->text (TCGA),0.2985,0.0085,0.808,0.0092,0.3244,0.0109 E,emergent,mIF<->RNA(virtual) (ORION),0.1414,0.0066,0.6565,0.0295,0.1943,0.0148 E,emergent,mIF<->text(synthetic) (ORION),0.0887,0.0081,0.4912,0.031,0.1043,0.0135 E,emergent,text<->RNA(virtual) (TCGA),0.0953,0.0055,0.4359,0.0159,0.1,0.0099 E,emergent,text<->mIF(MIPHEI) (TCGA),0.0465,0.0046,0.2707,0.014,0.0507,0.004 E,external,H&E<->RNA (DLPFC),0.0119,0.0018,0.1124,0.0068,0.0118,0.0032 EJ-frz,trained,H&E<->mIF (ORION),0.786,0.0469,0.9883,0.0067,0.9384,0.0298 EJ-frz,trained,H&E<->RNA (HEST),0.2018,0.0325,0.6252,0.1037,0.2535,0.0536 EJ-frz,trained,H&E<->text (TCGA),0.3053,0.0155,0.798,0.0209,0.3245,0.0227 EJ-frz,emergent,mIF<->RNA(virtual) (ORION),0.134,0.0109,0.6166,0.036,0.178,0.0199 EJ-frz,emergent,mIF<->text(synthetic) (ORION),0.0874,0.0073,0.464,0.0195,0.0997,0.0104 EJ-frz,emergent,text<->RNA(virtual) (TCGA),0.0953,0.0055,0.4359,0.0159,0.1,0.0099 EJ-frz,emergent,text<->mIF(MIPHEI) (TCGA),0.0418,0.0069,0.2545,0.0231,0.0442,0.0044 EJ-ad,trained,H&E<->mIF (ORION),0.7762,0.0405,0.9897,0.0072,0.9293,0.0387 EJ-ad,trained,H&E<->RNA (HEST),0.2014,0.0326,0.6254,0.0955,0.2563,0.0528 EJ-ad,trained,H&E<->text (TCGA),0.2993,0.0139,0.7927,0.0144,0.3134,0.0146 EJ-ad,emergent,mIF<->RNA(virtual) (ORION),0.1414,0.0066,0.6565,0.0295,0.1943,0.0148 EJ-ad,emergent,mIF<->text(synthetic) (ORION),0.0887,0.0081,0.4912,0.031,0.1043,0.0135 EJ-ad,emergent,text<->RNA(virtual) (TCGA),0.0953,0.0055,0.4359,0.0159,0.1,0.0099 EJ-ad,emergent,text<->mIF(MIPHEI) (TCGA),0.0465,0.0046,0.2707,0.014,0.0507,0.004 MV-E,trained,H&E<->mIF (ORION),0.6576,0.0424,0.98,0.0102,0.8497,0.0443 MV-E,trained,H&E<->RNA (HEST),0.1307,0.0231,0.5062,0.0763,0.1357,0.0273 MV-E,trained,H&E<->text (TCGA),0.2925,0.0172,0.7691,0.0133,0.3036,0.0151 MV-E,emergent,mIF<->RNA(virtual) (ORION),0.0805,0.0071,0.4645,0.0104,0.0952,0.0104 MV-E,emergent,mIF<->text(synthetic) (ORION),0.1128,0.0066,0.5431,0.0253,0.1372,0.0165 MV-E,emergent,text<->RNA(virtual) (TCGA),0.0564,0.0041,0.3321,0.0095,0.0557,0.007 MV-E,emergent,text<->mIF(MIPHEI) (TCGA),0.0524,0.0069,0.3064,0.014,0.0564,0.0086 MV-E,external,H&E<->RNA (DLPFC),0.0121,0.0017,0.1098,0.0065,0.0096,0.0007 EJ-frz+MV,trained,H&E<->mIF (ORION),0.8109,0.0396,0.9882,0.0068,0.941,0.034 EJ-frz+MV,trained,H&E<->RNA (HEST),0.2003,0.0331,0.6192,0.0968,0.2531,0.0491 EJ-frz+MV,trained,H&E<->text (TCGA),0.3074,0.0095,0.795,0.0239,0.327,0.0186 EJ-frz+MV,emergent,mIF<->RNA(virtual) (ORION),0.1247,0.0144,0.5802,0.0522,0.1608,0.03 EJ-frz+MV,emergent,mIF<->text(synthetic) (ORION),0.0838,0.01,0.4499,0.0294,0.0926,0.0138 EJ-frz+MV,emergent,text<->RNA(virtual) (TCGA),0.0953,0.0055,0.4359,0.0159,0.1,0.0099 EJ-frz+MV,emergent,text<->mIF(MIPHEI) (TCGA),0.0406,0.0058,0.2487,0.021,0.0445,0.0042 EJ-ad+MV,trained,H&E<->mIF (ORION),0.7916,0.0418,0.991,0.0065,0.9366,0.0351 EJ-ad+MV,trained,H&E<->RNA (HEST),0.1995,0.0335,0.6197,0.0977,0.2521,0.0534 EJ-ad+MV,trained,H&E<->text (TCGA),0.3152,0.0085,0.8074,0.0144,0.3379,0.0152 EJ-ad+MV,emergent,mIF<->RNA(virtual) (ORION),0.1414,0.0066,0.6565,0.0295,0.1943,0.0148 EJ-ad+MV,emergent,mIF<->text(synthetic) (ORION),0.0887,0.0081,0.4912,0.031,0.1043,0.0135 EJ-ad+MV,emergent,text<->RNA(virtual) (TCGA),0.0953,0.0055,0.4359,0.0159,0.1,0.0099 EJ-ad+MV,emergent,text<->mIF(MIPHEI) (TCGA),0.0465,0.0046,0.2707,0.014,0.0507,0.004 EJ-ad+RP,trained,H&E<->mIF (ORION),0.7781,0.0418,0.989,0.0078,0.9306,0.035 EJ-ad+RP,trained,H&E<->RNA (HEST),0.2018,0.0327,0.625,0.0968,0.2539,0.0531 EJ-ad+RP,trained,H&E<->text (TCGA),0.2983,0.0132,0.7866,0.0188,0.3158,0.0209 EJ-ad+RP,emergent,mIF<->RNA(virtual) (ORION),0.1414,0.0066,0.6565,0.0295,0.1943,0.0148 EJ-ad+RP,emergent,mIF<->text(synthetic) (ORION),0.0887,0.0081,0.4912,0.031,0.1043,0.0135 EJ-ad+RP,emergent,text<->RNA(virtual) (TCGA),0.0953,0.0055,0.4359,0.0159,0.1,0.0099 EJ-ad+RP,emergent,text<->mIF(MIPHEI) (TCGA),0.0465,0.0046,0.2707,0.014,0.0507,0.004