Encoding 1,Encoding 2,Metric,N Training Points,N Encoding 1 > Encoding 2,N Encoding 1 == Encoding 2,N Encoding 2 > Encoding 1,% Encoding 1 > Encoding 2,% Encoding 1 == Encoding 2,% Encoding 2 > Encoding 1
OneHot,OneHot,NDCG,384,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,NDCG,48,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,NDCG,24,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,NDCG-384,384,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,NDCG-384,48,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,NDCG-384,24,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,NDCG-1536,384,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,NDCG-1536,48,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,NDCG-1536,24,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,Max Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,Max Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,Max Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,Mean Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,Mean Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
OneHot,OneHot,Mean Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
OneHot,Georgiev,NDCG,384,176,0,1824,8.799999999999999,0.0,91.2
OneHot,Georgiev,NDCG,48,517,0,1483,25.85,0.0,74.15
OneHot,Georgiev,NDCG,24,721,4,1275,36.05,0.2,63.74999999999999
OneHot,Georgiev,NDCG-384,384,365,0,1635,18.25,0.0,81.75
OneHot,Georgiev,NDCG-384,48,591,0,1409,29.549999999999997,0.0,70.45
OneHot,Georgiev,NDCG-384,24,727,4,1269,36.35,0.2,63.449999999999996
OneHot,Georgiev,NDCG-1536,384,258,0,1742,12.9,0.0,87.1
OneHot,Georgiev,NDCG-1536,48,611,0,1389,30.55,0.0,69.45
OneHot,Georgiev,NDCG-1536,24,716,4,1280,35.8,0.2,64.0
OneHot,Georgiev,Max Fitness Achieved,384,424,709,867,21.2,35.449999999999996,43.35
OneHot,Georgiev,Max Fitness Achieved,48,574,529,897,28.7,26.450000000000003,44.85
OneHot,Georgiev,Max Fitness Achieved,24,602,575,823,30.099999999999998,28.749999999999996,41.15
OneHot,Georgiev,Mean Fitness Achieved,384,491,0,1509,24.55,0.0,75.44999999999999
OneHot,Georgiev,Mean Fitness Achieved,48,750,0,1250,37.5,0.0,62.5
OneHot,Georgiev,Mean Fitness Achieved,24,834,6,1160,41.699999999999996,0.3,57.99999999999999
OneHot,Bepler,NDCG,384,549,0,1451,27.450000000000003,0.0,72.55
OneHot,Bepler,NDCG,48,918,0,1082,45.9,0.0,54.1
OneHot,Bepler,NDCG,24,871,1,1128,43.55,0.05,56.39999999999999
OneHot,Bepler,NDCG-384,384,854,0,1146,42.699999999999996,0.0,57.3
OneHot,Bepler,NDCG-384,48,1027,0,973,51.349999999999994,0.0,48.65
OneHot,Bepler,NDCG-384,24,980,1,1019,49.0,0.05,50.949999999999996
OneHot,Bepler,NDCG-1536,384,572,0,1428,28.599999999999998,0.0,71.39999999999999
OneHot,Bepler,NDCG-1536,48,1066,0,934,53.300000000000004,0.0,46.7
OneHot,Bepler,NDCG-1536,24,970,1,1029,48.5,0.05,51.449999999999996
OneHot,Bepler,Max Fitness Achieved,384,1233,272,495,61.650000000000006,13.600000000000001,24.75
OneHot,Bepler,Max Fitness Achieved,48,1071,125,804,53.55,6.25,40.2
OneHot,Bepler,Max Fitness Achieved,24,1061,111,828,53.05,5.55,41.4
OneHot,Bepler,Mean Fitness Achieved,384,1138,0,862,56.89999999999999,0.0,43.1
OneHot,Bepler,Mean Fitness Achieved,48,1150,0,850,57.49999999999999,0.0,42.5
OneHot,Bepler,Mean Fitness Achieved,24,1106,1,893,55.300000000000004,0.05,44.65
OneHot,ResNet,NDCG,384,516,0,1484,25.8,0.0,74.2
OneHot,ResNet,NDCG,48,1018,0,982,50.9,0.0,49.1
OneHot,ResNet,NDCG,24,994,2,1004,49.7,0.1,50.2
OneHot,ResNet,NDCG-384,384,619,0,1381,30.95,0.0,69.05
OneHot,ResNet,NDCG-384,48,936,0,1064,46.800000000000004,0.0,53.2
OneHot,ResNet,NDCG-384,24,940,2,1058,47.0,0.1,52.900000000000006
OneHot,ResNet,NDCG-1536,384,447,0,1553,22.35,0.0,77.64999999999999
OneHot,ResNet,NDCG-1536,48,1049,0,951,52.449999999999996,0.0,47.55
OneHot,ResNet,NDCG-1536,24,976,2,1022,48.8,0.1,51.1
OneHot,ResNet,Max Fitness Achieved,384,891,227,882,44.55,11.35,44.1
OneHot,ResNet,Max Fitness Achieved,48,944,119,937,47.199999999999996,5.949999999999999,46.85
OneHot,ResNet,Max Fitness Achieved,24,963,93,944,48.15,4.65,47.199999999999996
OneHot,ResNet,Mean Fitness Achieved,384,801,0,1199,40.050000000000004,0.0,59.95
OneHot,ResNet,Mean Fitness Achieved,48,995,0,1005,49.75,0.0,50.24999999999999
OneHot,ResNet,Mean Fitness Achieved,24,972,2,1026,48.6,0.1,51.300000000000004
OneHot,UniRep,NDCG,384,154,0,1846,7.7,0.0,92.30000000000001
OneHot,UniRep,NDCG,48,738,0,1262,36.9,0.0,63.1
OneHot,UniRep,NDCG,24,884,0,1116,44.2,0.0,55.800000000000004
OneHot,UniRep,NDCG-384,384,726,0,1274,36.3,0.0,63.7
OneHot,UniRep,NDCG-384,48,960,0,1040,48.0,0.0,52.0
OneHot,UniRep,NDCG-384,24,1034,0,966,51.7,0.0,48.3
OneHot,UniRep,NDCG-1536,384,284,0,1716,14.2,0.0,85.8
OneHot,UniRep,NDCG-1536,48,935,0,1065,46.75,0.0,53.25
OneHot,UniRep,NDCG-1536,24,1014,0,986,50.7,0.0,49.3
OneHot,UniRep,Max Fitness Achieved,384,1201,219,580,60.050000000000004,10.95,28.999999999999996
OneHot,UniRep,Max Fitness Achieved,48,920,196,884,46.0,9.8,44.2
OneHot,UniRep,Max Fitness Achieved,24,903,211,886,45.15,10.549999999999999,44.3
OneHot,UniRep,Mean Fitness Achieved,384,1084,0,916,54.2,0.0,45.800000000000004
OneHot,UniRep,Mean Fitness Achieved,48,1067,0,933,53.349999999999994,0.0,46.650000000000006
OneHot,UniRep,Mean Fitness Achieved,24,1041,0,959,52.05,0.0,47.949999999999996
OneHot,TAPE-Transformer,NDCG,384,73,0,1927,3.65,0.0,96.35000000000001
OneHot,TAPE-Transformer,NDCG,48,347,0,1653,17.349999999999998,0.0,82.65
OneHot,TAPE-Transformer,NDCG,24,618,2,1380,30.9,0.1,69.0
OneHot,TAPE-Transformer,NDCG-384,384,337,0,1663,16.85,0.0,83.15
OneHot,TAPE-Transformer,NDCG-384,48,575,0,1425,28.749999999999996,0.0,71.25
OneHot,TAPE-Transformer,NDCG-384,24,765,2,1233,38.25,0.1,61.650000000000006
OneHot,TAPE-Transformer,NDCG-1536,384,130,0,1870,6.5,0.0,93.5
OneHot,TAPE-Transformer,NDCG-1536,48,542,0,1458,27.1,0.0,72.89999999999999
OneHot,TAPE-Transformer,NDCG-1536,24,719,2,1279,35.949999999999996,0.1,63.949999999999996
OneHot,TAPE-Transformer,Max Fitness Achieved,384,780,245,975,39.0,12.25,48.75
OneHot,TAPE-Transformer,Max Fitness Achieved,48,818,121,1061,40.9,6.05,53.05
OneHot,TAPE-Transformer,Max Fitness Achieved,24,959,92,949,47.949999999999996,4.6,47.449999999999996
OneHot,TAPE-Transformer,Mean Fitness Achieved,384,584,0,1416,29.2,0.0,70.8
OneHot,TAPE-Transformer,Mean Fitness Achieved,48,769,0,1231,38.45,0.0,61.550000000000004
OneHot,TAPE-Transformer,Mean Fitness Achieved,24,908,2,1090,45.4,0.1,54.50000000000001
OneHot,LSTM,NDCG,384,42,0,1958,2.1,0.0,97.89999999999999
OneHot,LSTM,NDCG,48,663,0,1337,33.15,0.0,66.85
OneHot,LSTM,NDCG,24,734,0,1266,36.7,0.0,63.3
OneHot,LSTM,NDCG-384,384,331,0,1669,16.55,0.0,83.45
OneHot,LSTM,NDCG-384,48,821,0,1179,41.05,0.0,58.95
OneHot,LSTM,NDCG-384,24,846,0,1154,42.3,0.0,57.699999999999996
OneHot,LSTM,NDCG-1536,384,115,0,1885,5.75,0.0,94.25
OneHot,LSTM,NDCG-1536,48,805,0,1195,40.25,0.0,59.75
OneHot,LSTM,NDCG-1536,24,826,0,1174,41.3,0.0,58.699999999999996
OneHot,LSTM,Max Fitness Achieved,384,1002,280,718,50.1,14.000000000000002,35.9
OneHot,LSTM,Max Fitness Achieved,48,985,142,873,49.25,7.1,43.65
OneHot,LSTM,Max Fitness Achieved,24,989,120,891,49.45,6.0,44.55
OneHot,LSTM,Mean Fitness Achieved,384,572,0,1428,28.599999999999998,0.0,71.39999999999999
OneHot,LSTM,Mean Fitness Achieved,48,924,0,1076,46.2,0.0,53.800000000000004
OneHot,LSTM,Mean Fitness Achieved,24,956,0,1044,47.8,0.0,52.2
OneHot,ProtBert-BFD,NDCG,384,91,0,1909,4.55,0.0,95.45
OneHot,ProtBert-BFD,NDCG,48,754,0,1246,37.7,0.0,62.3
OneHot,ProtBert-BFD,NDCG,24,917,1,1082,45.85,0.05,54.1
OneHot,ProtBert-BFD,NDCG-384,384,508,0,1492,25.4,0.0,74.6
OneHot,ProtBert-BFD,NDCG-384,48,881,0,1119,44.05,0.0,55.95
OneHot,ProtBert-BFD,NDCG-384,24,923,1,1076,46.150000000000006,0.05,53.800000000000004
OneHot,ProtBert-BFD,NDCG-1536,384,136,0,1864,6.800000000000001,0.0,93.2
OneHot,ProtBert-BFD,NDCG-1536,48,892,0,1108,44.6,0.0,55.400000000000006
OneHot,ProtBert-BFD,NDCG-1536,24,953,1,1046,47.65,0.05,52.300000000000004
OneHot,ProtBert-BFD,Max Fitness Achieved,384,939,368,693,46.949999999999996,18.4,34.65
OneHot,ProtBert-BFD,Max Fitness Achieved,48,852,220,928,42.6,11.0,46.400000000000006
OneHot,ProtBert-BFD,Max Fitness Achieved,24,874,219,907,43.7,10.95,45.35
OneHot,ProtBert-BFD,Mean Fitness Achieved,384,969,0,1031,48.449999999999996,0.0,51.55
OneHot,ProtBert-BFD,Mean Fitness Achieved,48,1007,0,993,50.349999999999994,0.0,49.65
OneHot,ProtBert-BFD,Mean Fitness Achieved,24,1006,1,993,50.3,0.05,49.65
OneHot,ESM1b,NDCG,384,25,0,1975,1.25,0.0,98.75
OneHot,ESM1b,NDCG,48,585,0,1415,29.25,0.0,70.75
OneHot,ESM1b,NDCG,24,795,0,1205,39.75,0.0,60.25
OneHot,ESM1b,NDCG-384,384,218,0,1782,10.9,0.0,89.1
OneHot,ESM1b,NDCG-384,48,747,0,1253,37.35,0.0,62.64999999999999
OneHot,ESM1b,NDCG-384,24,894,0,1106,44.7,0.0,55.300000000000004
OneHot,ESM1b,NDCG-1536,384,79,0,1921,3.95,0.0,96.05
OneHot,ESM1b,NDCG-1536,48,742,0,1258,37.1,0.0,62.9
OneHot,ESM1b,NDCG-1536,24,855,0,1145,42.75,0.0,57.25
OneHot,ESM1b,Max Fitness Achieved,384,824,391,785,41.199999999999996,19.55,39.25
OneHot,ESM1b,Max Fitness Achieved,48,800,240,960,40.0,12.0,48.0
OneHot,ESM1b,Max Fitness Achieved,24,833,245,922,41.65,12.25,46.1
OneHot,ESM1b,Mean Fitness Achieved,384,465,0,1535,23.25,0.0,76.75
OneHot,ESM1b,Mean Fitness Achieved,48,869,0,1131,43.45,0.0,56.55
OneHot,ESM1b,Mean Fitness Achieved,24,961,0,1039,48.05,0.0,51.949999999999996
OneHot,MSA Transformer,NDCG,384,43,0,1957,2.15,0.0,97.85000000000001
OneHot,MSA Transformer,NDCG,48,349,0,1651,17.45,0.0,82.55
OneHot,MSA Transformer,NDCG,24,503,0,1497,25.15,0.0,74.85000000000001
OneHot,MSA Transformer,NDCG-384,384,210,0,1790,10.5,0.0,89.5
OneHot,MSA Transformer,NDCG-384,48,568,0,1432,28.4,0.0,71.6
OneHot,MSA Transformer,NDCG-384,24,648,0,1352,32.4,0.0,67.60000000000001
OneHot,MSA Transformer,NDCG-1536,384,92,0,1908,4.6,0.0,95.39999999999999
OneHot,MSA Transformer,NDCG-1536,48,527,0,1473,26.35,0.0,73.65
OneHot,MSA Transformer,NDCG-1536,24,634,0,1366,31.7,0.0,68.30000000000001
OneHot,MSA Transformer,Max Fitness Achieved,384,530,335,1135,26.5,16.75,56.75
OneHot,MSA Transformer,Max Fitness Achieved,48,583,231,1186,29.15,11.55,59.3
OneHot,MSA Transformer,Max Fitness Achieved,24,615,216,1169,30.75,10.8,58.45
OneHot,MSA Transformer,Mean Fitness Achieved,384,370,0,1630,18.5,0.0,81.5
OneHot,MSA Transformer,Mean Fitness Achieved,48,669,0,1331,33.45,0.0,66.55
OneHot,MSA Transformer,Mean Fitness Achieved,24,713,0,1287,35.65,0.0,64.35
Georgiev,OneHot,NDCG,384,1824,0,176,91.2,0.0,8.799999999999999
Georgiev,OneHot,NDCG,48,1483,0,517,74.15,0.0,25.85
Georgiev,OneHot,NDCG,24,1275,4,721,63.74999999999999,0.2,36.05
Georgiev,OneHot,NDCG-384,384,1635,0,365,81.75,0.0,18.25
Georgiev,OneHot,NDCG-384,48,1409,0,591,70.45,0.0,29.549999999999997
Georgiev,OneHot,NDCG-384,24,1269,4,727,63.449999999999996,0.2,36.35
Georgiev,OneHot,NDCG-1536,384,1742,0,258,87.1,0.0,12.9
Georgiev,OneHot,NDCG-1536,48,1389,0,611,69.45,0.0,30.55
Georgiev,OneHot,NDCG-1536,24,1280,4,716,64.0,0.2,35.8
Georgiev,OneHot,Max Fitness Achieved,384,867,709,424,43.35,35.449999999999996,21.2
Georgiev,OneHot,Max Fitness Achieved,48,897,529,574,44.85,26.450000000000003,28.7
Georgiev,OneHot,Max Fitness Achieved,24,823,575,602,41.15,28.749999999999996,30.099999999999998
Georgiev,OneHot,Mean Fitness Achieved,384,1509,0,491,75.44999999999999,0.0,24.55
Georgiev,OneHot,Mean Fitness Achieved,48,1250,0,750,62.5,0.0,37.5
Georgiev,OneHot,Mean Fitness Achieved,24,1160,6,834,57.99999999999999,0.3,41.699999999999996
Georgiev,Georgiev,NDCG,384,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,NDCG,48,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,NDCG,24,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,NDCG-384,384,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,NDCG-384,48,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,NDCG-384,24,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,NDCG-1536,384,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,NDCG-1536,48,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,NDCG-1536,24,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,Max Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,Max Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,Max Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,Mean Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,Mean Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
Georgiev,Georgiev,Mean Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
Georgiev,Bepler,NDCG,384,1534,0,466,76.7,0.0,23.3
Georgiev,Bepler,NDCG,48,1237,1,762,61.85000000000001,0.05,38.1
Georgiev,Bepler,NDCG,24,1048,9,943,52.400000000000006,0.44999999999999996,47.15
Georgiev,Bepler,NDCG-384,384,1556,0,444,77.8,0.0,22.2
Georgiev,Bepler,NDCG-384,48,1357,1,642,67.85,0.05,32.1
Georgiev,Bepler,NDCG-384,24,1165,9,826,58.25,0.44999999999999996,41.3
Georgiev,Bepler,NDCG-1536,384,1429,0,571,71.45,0.0,28.549999999999997
Georgiev,Bepler,NDCG-1536,48,1300,1,699,65.0,0.05,34.949999999999996
Georgiev,Bepler,NDCG-1536,24,1135,9,856,56.75,0.44999999999999996,42.8
Georgiev,Bepler,Max Fitness Achieved,384,1409,263,328,70.45,13.15,16.400000000000002
Georgiev,Bepler,Max Fitness Achieved,48,1218,137,645,60.9,6.8500000000000005,32.25
Georgiev,Bepler,Max Fitness Achieved,24,1184,118,698,59.199999999999996,5.8999999999999995,34.9
Georgiev,Bepler,Mean Fitness Achieved,384,1604,0,396,80.2,0.0,19.8
Georgiev,Bepler,Mean Fitness Achieved,48,1361,1,638,68.05,0.05,31.900000000000002
Georgiev,Bepler,Mean Fitness Achieved,24,1228,9,763,61.4,0.44999999999999996,38.15
Georgiev,ResNet,NDCG,384,1416,0,584,70.8,0.0,29.2
Georgiev,ResNet,NDCG,48,1319,0,681,65.95,0.0,34.050000000000004
Georgiev,ResNet,NDCG,24,1178,9,813,58.9,0.44999999999999996,40.65
Georgiev,ResNet,NDCG-384,384,1247,0,753,62.35000000000001,0.0,37.65
Georgiev,ResNet,NDCG-384,48,1240,0,760,62.0,0.0,38.0
Georgiev,ResNet,NDCG-384,24,1130,9,861,56.49999999999999,0.44999999999999996,43.05
Georgiev,ResNet,NDCG-1536,384,1245,0,755,62.25000000000001,0.0,37.75
Georgiev,ResNet,NDCG-1536,48,1295,0,705,64.75,0.0,35.25
Georgiev,ResNet,NDCG-1536,24,1163,9,828,58.15,0.44999999999999996,41.4
Georgiev,ResNet,Max Fitness Achieved,384,1092,276,632,54.6,13.8,31.6
Georgiev,ResNet,Max Fitness Achieved,48,1123,123,754,56.15,6.15,37.7
Georgiev,ResNet,Max Fitness Achieved,24,1043,115,842,52.15,5.75,42.1
Georgiev,ResNet,Mean Fitness Achieved,384,1256,0,744,62.8,0.0,37.2
Georgiev,ResNet,Mean Fitness Achieved,48,1193,0,807,59.650000000000006,0.0,40.35
Georgiev,ResNet,Mean Fitness Achieved,24,1126,9,865,56.3,0.44999999999999996,43.25
Georgiev,UniRep,NDCG,384,854,0,1146,42.699999999999996,0.0,57.3
Georgiev,UniRep,NDCG,48,1056,0,944,52.800000000000004,0.0,47.199999999999996
Georgiev,UniRep,NDCG,24,1058,4,938,52.900000000000006,0.2,46.9
Georgiev,UniRep,NDCG-384,384,1397,0,603,69.85,0.0,30.15
Georgiev,UniRep,NDCG-384,48,1264,0,736,63.2,0.0,36.8
Georgiev,UniRep,NDCG-384,24,1234,4,762,61.7,0.2,38.1
Georgiev,UniRep,NDCG-1536,384,1030,0,970,51.5,0.0,48.5
Georgiev,UniRep,NDCG-1536,48,1186,0,814,59.3,0.0,40.699999999999996
Georgiev,UniRep,NDCG-1536,24,1196,4,800,59.8,0.2,40.0
Georgiev,UniRep,Max Fitness Achieved,384,1396,243,361,69.8,12.15,18.05
Georgiev,UniRep,Max Fitness Achieved,48,1093,196,711,54.65,9.8,35.55
Georgiev,UniRep,Max Fitness Achieved,24,1036,214,750,51.800000000000004,10.7,37.5
Georgiev,UniRep,Mean Fitness Achieved,384,1514,0,486,75.7,0.0,24.3
Georgiev,UniRep,Mean Fitness Achieved,48,1280,0,720,64.0,0.0,36.0
Georgiev,UniRep,Mean Fitness Achieved,24,1212,4,784,60.6,0.2,39.2
Georgiev,TAPE-Transformer,NDCG,384,577,0,1423,28.849999999999998,0.0,71.15
Georgiev,TAPE-Transformer,NDCG,48,570,0,1430,28.499999999999996,0.0,71.5
Georgiev,TAPE-Transformer,NDCG,24,731,5,1264,36.55,0.25,63.2
Georgiev,TAPE-Transformer,NDCG-384,384,903,0,1097,45.15,0.0,54.85
Georgiev,TAPE-Transformer,NDCG-384,48,826,0,1174,41.3,0.0,58.699999999999996
Georgiev,TAPE-Transformer,NDCG-384,24,934,5,1061,46.7,0.25,53.05
Georgiev,TAPE-Transformer,NDCG-1536,384,718,0,1282,35.9,0.0,64.1
Georgiev,TAPE-Transformer,NDCG-1536,48,715,0,1285,35.75,0.0,64.25
Georgiev,TAPE-Transformer,NDCG-1536,24,870,5,1125,43.5,0.25,56.25
Georgiev,TAPE-Transformer,Max Fitness Achieved,384,944,318,738,47.199999999999996,15.9,36.9
Georgiev,TAPE-Transformer,Max Fitness Achieved,48,934,158,908,46.7,7.9,45.4
Georgiev,TAPE-Transformer,Max Fitness Achieved,24,1041,112,847,52.05,5.6000000000000005,42.35
Georgiev,TAPE-Transformer,Mean Fitness Achieved,384,1046,0,954,52.300000000000004,0.0,47.699999999999996
Georgiev,TAPE-Transformer,Mean Fitness Achieved,48,962,0,1038,48.1,0.0,51.9
Georgiev,TAPE-Transformer,Mean Fitness Achieved,24,1053,5,942,52.65,0.25,47.099999999999994
Georgiev,LSTM,NDCG,384,393,0,1607,19.650000000000002,0.0,80.35
Georgiev,LSTM,NDCG,48,964,0,1036,48.199999999999996,0.0,51.800000000000004
Georgiev,LSTM,NDCG,24,896,2,1102,44.800000000000004,0.1,55.1
Georgiev,LSTM,NDCG-384,384,858,0,1142,42.9,0.0,57.099999999999994
Georgiev,LSTM,NDCG-384,48,1120,0,880,56.00000000000001,0.0,44.0
Georgiev,LSTM,NDCG-384,24,1043,2,955,52.15,0.1,47.75
Georgiev,LSTM,NDCG-1536,384,624,0,1376,31.2,0.0,68.8
Georgiev,LSTM,NDCG-1536,48,1060,0,940,53.0,0.0,47.0
Georgiev,LSTM,NDCG-1536,24,1036,2,962,51.800000000000004,0.1,48.1
Georgiev,LSTM,Max Fitness Achieved,384,1223,289,488,61.150000000000006,14.45,24.4
Georgiev,LSTM,Max Fitness Achieved,48,1136,158,706,56.8,7.9,35.3
Georgiev,LSTM,Max Fitness Achieved,24,1101,156,743,55.05,7.8,37.15
Georgiev,LSTM,Mean Fitness Achieved,384,993,0,1007,49.65,0.0,50.349999999999994
Georgiev,LSTM,Mean Fitness Achieved,48,1139,0,861,56.95,0.0,43.05
Georgiev,LSTM,Mean Fitness Achieved,24,1118,2,880,55.900000000000006,0.1,44.0
Georgiev,ProtBert-BFD,NDCG,384,709,0,1291,35.449999999999996,0.0,64.55
Georgiev,ProtBert-BFD,NDCG,48,1062,0,938,53.1,0.0,46.9
Georgiev,ProtBert-BFD,NDCG,24,1071,7,922,53.55,0.35000000000000003,46.1
Georgiev,ProtBert-BFD,NDCG-384,384,1184,0,816,59.199999999999996,0.0,40.8
Georgiev,ProtBert-BFD,NDCG-384,48,1208,0,792,60.4,0.0,39.6
Georgiev,ProtBert-BFD,NDCG-384,24,1136,7,857,56.8,0.35000000000000003,42.85
Georgiev,ProtBert-BFD,NDCG-1536,384,695,0,1305,34.75,0.0,65.25
Georgiev,ProtBert-BFD,NDCG-1536,48,1166,0,834,58.3,0.0,41.699999999999996
Georgiev,ProtBert-BFD,NDCG-1536,24,1157,7,836,57.85,0.35000000000000003,41.8
Georgiev,ProtBert-BFD,Max Fitness Achieved,384,1155,381,464,57.75,19.05,23.200000000000003
Georgiev,ProtBert-BFD,Max Fitness Achieved,48,991,276,733,49.55,13.8,36.65
Georgiev,ProtBert-BFD,Max Fitness Achieved,24,977,238,785,48.85,11.899999999999999,39.25
Georgiev,ProtBert-BFD,Mean Fitness Achieved,384,1390,0,610,69.5,0.0,30.5
Georgiev,ProtBert-BFD,Mean Fitness Achieved,48,1239,0,761,61.95,0.0,38.05
Georgiev,ProtBert-BFD,Mean Fitness Achieved,24,1168,7,825,58.4,0.35000000000000003,41.25
Georgiev,ESM1b,NDCG,384,233,0,1767,11.65,0.0,88.35
Georgiev,ESM1b,NDCG,48,880,0,1120,44.0,0.0,56.00000000000001
Georgiev,ESM1b,NDCG,24,960,1,1039,48.0,0.05,51.949999999999996
Georgiev,ESM1b,NDCG-384,384,610,0,1390,30.5,0.0,69.5
Georgiev,ESM1b,NDCG-384,48,1051,0,949,52.55,0.0,47.449999999999996
Georgiev,ESM1b,NDCG-384,24,1058,1,941,52.900000000000006,0.05,47.05
Georgiev,ESM1b,NDCG-1536,384,348,0,1652,17.4,0.0,82.6
Georgiev,ESM1b,NDCG-1536,48,999,0,1001,49.95,0.0,50.05
Georgiev,ESM1b,NDCG-1536,24,1053,1,946,52.65,0.05,47.3
Georgiev,ESM1b,Max Fitness Achieved,384,1037,418,545,51.849999999999994,20.9,27.250000000000004
Georgiev,ESM1b,Max Fitness Achieved,48,944,253,803,47.199999999999996,12.65,40.150000000000006
Georgiev,ESM1b,Max Fitness Achieved,24,936,271,793,46.800000000000004,13.55,39.65
Georgiev,ESM1b,Mean Fitness Achieved,384,841,0,1159,42.05,0.0,57.95
Georgiev,ESM1b,Mean Fitness Achieved,48,1080,0,920,54.0,0.0,46.0
Georgiev,ESM1b,Mean Fitness Achieved,24,1099,1,900,54.949999999999996,0.05,45.0
Georgiev,MSA Transformer,NDCG,384,396,0,1604,19.8,0.0,80.2
Georgiev,MSA Transformer,NDCG,48,581,0,1419,29.049999999999997,0.0,70.95
Georgiev,MSA Transformer,NDCG,24,639,5,1356,31.95,0.25,67.80000000000001
Georgiev,MSA Transformer,NDCG-384,384,597,0,1403,29.849999999999998,0.0,70.15
Georgiev,MSA Transformer,NDCG-384,48,783,0,1217,39.15,0.0,60.85
Georgiev,MSA Transformer,NDCG-384,24,797,5,1198,39.85,0.25,59.9
Georgiev,MSA Transformer,NDCG-1536,384,497,0,1503,24.85,0.0,75.14999999999999
Georgiev,MSA Transformer,NDCG-1536,48,772,0,1228,38.6,0.0,61.4
Georgiev,MSA Transformer,NDCG-1536,24,805,5,1190,40.25,0.25,59.5
Georgiev,MSA Transformer,Max Fitness Achieved,384,716,401,883,35.8,20.05,44.15
Georgiev,MSA Transformer,Max Fitness Achieved,48,706,268,1026,35.3,13.4,51.300000000000004
Georgiev,MSA Transformer,Max Fitness Achieved,24,711,233,1056,35.55,11.65,52.800000000000004
Georgiev,MSA Transformer,Mean Fitness Achieved,384,715,0,1285,35.75,0.0,64.25
Georgiev,MSA Transformer,Mean Fitness Achieved,48,850,0,1150,42.5,0.0,57.49999999999999
Georgiev,MSA Transformer,Mean Fitness Achieved,24,853,5,1142,42.65,0.25,57.099999999999994
Bepler,OneHot,NDCG,384,1451,0,549,72.55,0.0,27.450000000000003
Bepler,OneHot,NDCG,48,1082,0,918,54.1,0.0,45.9
Bepler,OneHot,NDCG,24,1128,1,871,56.39999999999999,0.05,43.55
Bepler,OneHot,NDCG-384,384,1146,0,854,57.3,0.0,42.699999999999996
Bepler,OneHot,NDCG-384,48,973,0,1027,48.65,0.0,51.349999999999994
Bepler,OneHot,NDCG-384,24,1019,1,980,50.949999999999996,0.05,49.0
Bepler,OneHot,NDCG-1536,384,1428,0,572,71.39999999999999,0.0,28.599999999999998
Bepler,OneHot,NDCG-1536,48,934,0,1066,46.7,0.0,53.300000000000004
Bepler,OneHot,NDCG-1536,24,1029,1,970,51.449999999999996,0.05,48.5
Bepler,OneHot,Max Fitness Achieved,384,495,272,1233,24.75,13.600000000000001,61.650000000000006
Bepler,OneHot,Max Fitness Achieved,48,804,125,1071,40.2,6.25,53.55
Bepler,OneHot,Max Fitness Achieved,24,828,111,1061,41.4,5.55,53.05
Bepler,OneHot,Mean Fitness Achieved,384,862,0,1138,43.1,0.0,56.89999999999999
Bepler,OneHot,Mean Fitness Achieved,48,850,0,1150,42.5,0.0,57.49999999999999
Bepler,OneHot,Mean Fitness Achieved,24,893,1,1106,44.65,0.05,55.300000000000004
Bepler,Georgiev,NDCG,384,466,0,1534,23.3,0.0,76.7
Bepler,Georgiev,NDCG,48,762,1,1237,38.1,0.05,61.85000000000001
Bepler,Georgiev,NDCG,24,943,9,1048,47.15,0.44999999999999996,52.400000000000006
Bepler,Georgiev,NDCG-384,384,444,0,1556,22.2,0.0,77.8
Bepler,Georgiev,NDCG-384,48,642,1,1357,32.1,0.05,67.85
Bepler,Georgiev,NDCG-384,24,826,9,1165,41.3,0.44999999999999996,58.25
Bepler,Georgiev,NDCG-1536,384,571,0,1429,28.549999999999997,0.0,71.45
Bepler,Georgiev,NDCG-1536,48,699,1,1300,34.949999999999996,0.05,65.0
Bepler,Georgiev,NDCG-1536,24,856,9,1135,42.8,0.44999999999999996,56.75
Bepler,Georgiev,Max Fitness Achieved,384,328,263,1409,16.400000000000002,13.15,70.45
Bepler,Georgiev,Max Fitness Achieved,48,645,137,1218,32.25,6.8500000000000005,60.9
Bepler,Georgiev,Max Fitness Achieved,24,698,118,1184,34.9,5.8999999999999995,59.199999999999996
Bepler,Georgiev,Mean Fitness Achieved,384,396,0,1604,19.8,0.0,80.2
Bepler,Georgiev,Mean Fitness Achieved,48,638,1,1361,31.900000000000002,0.05,68.05
Bepler,Georgiev,Mean Fitness Achieved,24,763,9,1228,38.15,0.44999999999999996,61.4
Bepler,Bepler,NDCG,384,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,NDCG,48,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,NDCG,24,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,NDCG-384,384,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,NDCG-384,48,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,NDCG-384,24,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,NDCG-1536,384,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,NDCG-1536,48,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,NDCG-1536,24,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,Max Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,Max Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,Max Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,Mean Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,Mean Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
Bepler,Bepler,Mean Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
Bepler,ResNet,NDCG,384,855,0,1145,42.75,0.0,57.25
Bepler,ResNet,NDCG,48,1074,0,926,53.7,0.0,46.300000000000004
Bepler,ResNet,NDCG,24,1110,13,877,55.50000000000001,0.65,43.85
Bepler,ResNet,NDCG-384,384,591,0,1409,29.549999999999997,0.0,70.45
Bepler,ResNet,NDCG-384,48,849,0,1151,42.449999999999996,0.0,57.550000000000004
Bepler,ResNet,NDCG-384,24,918,13,1069,45.9,0.65,53.449999999999996
Bepler,ResNet,NDCG-1536,384,719,0,1281,35.949999999999996,0.0,64.05
Bepler,ResNet,NDCG-1536,48,965,0,1035,48.25,0.0,51.74999999999999
Bepler,ResNet,NDCG-1536,24,1001,13,986,50.05,0.65,49.3
Bepler,ResNet,Max Fitness Achieved,384,525,271,1204,26.25,13.55,60.199999999999996
Bepler,ResNet,Max Fitness Achieved,48,780,102,1118,39.0,5.1,55.900000000000006
Bepler,ResNet,Max Fitness Achieved,24,841,104,1055,42.05,5.2,52.75
Bepler,ResNet,Mean Fitness Achieved,384,569,0,1431,28.449999999999996,0.0,71.55
Bepler,ResNet,Mean Fitness Achieved,48,838,0,1162,41.9,0.0,58.099999999999994
Bepler,ResNet,Mean Fitness Achieved,24,883,13,1104,44.15,0.65,55.2
Bepler,UniRep,NDCG,384,285,0,1715,14.249999999999998,0.0,85.75
Bepler,UniRep,NDCG,48,825,0,1175,41.25,0.0,58.75
Bepler,UniRep,NDCG,24,1026,2,972,51.300000000000004,0.1,48.6
Bepler,UniRep,NDCG-384,384,744,0,1256,37.2,0.0,62.8
Bepler,UniRep,NDCG-384,48,910,0,1090,45.5,0.0,54.50000000000001
Bepler,UniRep,NDCG-384,24,1087,2,911,54.35,0.1,45.550000000000004
Bepler,UniRep,NDCG-1536,384,475,0,1525,23.75,0.0,76.25
Bepler,UniRep,NDCG-1536,48,891,0,1109,44.55,0.0,55.45
Bepler,UniRep,NDCG-1536,24,1063,2,935,53.15,0.1,46.75
Bepler,UniRep,Max Fitness Achieved,384,805,319,876,40.25,15.950000000000001,43.8
Bepler,UniRep,Max Fitness Achieved,48,823,104,1073,41.15,5.2,53.65
Bepler,UniRep,Max Fitness Achieved,24,870,101,1029,43.5,5.050000000000001,51.449999999999996
Bepler,UniRep,Mean Fitness Achieved,384,892,0,1108,44.6,0.0,55.400000000000006
Bepler,UniRep,Mean Fitness Achieved,48,923,0,1077,46.150000000000006,0.0,53.849999999999994
Bepler,UniRep,Mean Fitness Achieved,24,1000,2,998,50.0,0.1,49.9
Bepler,TAPE-Transformer,NDCG,384,165,0,1835,8.25,0.0,91.75
Bepler,TAPE-Transformer,NDCG,48,448,0,1552,22.400000000000002,0.0,77.60000000000001
Bepler,TAPE-Transformer,NDCG,24,694,3,1303,34.699999999999996,0.15,65.14999999999999
Bepler,TAPE-Transformer,NDCG-384,384,319,0,1681,15.950000000000001,0.0,84.05
Bepler,TAPE-Transformer,NDCG-384,48,528,0,1472,26.400000000000002,0.0,73.6
Bepler,TAPE-Transformer,NDCG-384,24,795,3,1202,39.75,0.15,60.099999999999994
Bepler,TAPE-Transformer,NDCG-1536,384,279,0,1721,13.950000000000001,0.0,86.05000000000001
Bepler,TAPE-Transformer,NDCG-1536,48,515,0,1485,25.75,0.0,74.25
Bepler,TAPE-Transformer,NDCG-1536,24,783,3,1214,39.15,0.15,60.699999999999996
Bepler,TAPE-Transformer,Max Fitness Achieved,384,424,252,1324,21.2,12.6,66.2
Bepler,TAPE-Transformer,Max Fitness Achieved,48,704,92,1204,35.199999999999996,4.6,60.199999999999996
Bepler,TAPE-Transformer,Max Fitness Achieved,24,848,66,1086,42.4,3.3000000000000003,54.300000000000004
Bepler,TAPE-Transformer,Mean Fitness Achieved,384,412,0,1588,20.599999999999998,0.0,79.4
Bepler,TAPE-Transformer,Mean Fitness Achieved,48,606,0,1394,30.3,0.0,69.69999999999999
Bepler,TAPE-Transformer,Mean Fitness Achieved,24,848,3,1149,42.4,0.15,57.45
Bepler,LSTM,NDCG,384,82,0,1918,4.1000000000000005,0.0,95.89999999999999
Bepler,LSTM,NDCG,48,725,0,1275,36.25,0.0,63.74999999999999
Bepler,LSTM,NDCG,24,850,6,1144,42.5,0.3,57.199999999999996
Bepler,LSTM,NDCG-384,384,226,0,1774,11.3,0.0,88.7
Bepler,LSTM,NDCG-384,48,742,0,1258,37.1,0.0,62.9
Bepler,LSTM,NDCG-384,24,833,6,1161,41.65,0.3,58.050000000000004
Bepler,LSTM,NDCG-1536,384,204,0,1796,10.2,0.0,89.8
Bepler,LSTM,NDCG-1536,48,725,0,1275,36.25,0.0,63.74999999999999
Bepler,LSTM,NDCG-1536,24,829,6,1165,41.449999999999996,0.3,58.25
Bepler,LSTM,Max Fitness Achieved,384,552,344,1104,27.6,17.2,55.2
Bepler,LSTM,Max Fitness Achieved,48,837,113,1050,41.85,5.65,52.5
Bepler,LSTM,Max Fitness Achieved,24,852,115,1033,42.6,5.75,51.65
Bepler,LSTM,Mean Fitness Achieved,384,314,0,1686,15.7,0.0,84.3
Bepler,LSTM,Mean Fitness Achieved,48,782,0,1218,39.1,0.0,60.9
Bepler,LSTM,Mean Fitness Achieved,24,840,6,1154,42.0,0.3,57.699999999999996
Bepler,ProtBert-BFD,NDCG,384,240,0,1760,12.0,0.0,88.0
Bepler,ProtBert-BFD,NDCG,48,849,0,1151,42.449999999999996,0.0,57.550000000000004
Bepler,ProtBert-BFD,NDCG,24,1039,5,956,51.949999999999996,0.25,47.8
Bepler,ProtBert-BFD,NDCG-384,384,534,0,1466,26.700000000000003,0.0,73.3
Bepler,ProtBert-BFD,NDCG-384,48,828,0,1172,41.4,0.0,58.599999999999994
Bepler,ProtBert-BFD,NDCG-384,24,992,5,1003,49.6,0.25,50.14999999999999
Bepler,ProtBert-BFD,NDCG-1536,384,297,0,1703,14.85,0.0,85.15
Bepler,ProtBert-BFD,NDCG-1536,48,854,0,1146,42.699999999999996,0.0,57.3
Bepler,ProtBert-BFD,NDCG-1536,24,1014,5,981,50.7,0.25,49.05
Bepler,ProtBert-BFD,Max Fitness Achieved,384,571,340,1089,28.549999999999997,17.0,54.449999999999996
Bepler,ProtBert-BFD,Max Fitness Achieved,48,758,114,1128,37.9,5.7,56.39999999999999
Bepler,ProtBert-BFD,Max Fitness Achieved,24,841,82,1077,42.05,4.1000000000000005,53.849999999999994
Bepler,ProtBert-BFD,Mean Fitness Achieved,384,774,0,1226,38.7,0.0,61.3
Bepler,ProtBert-BFD,Mean Fitness Achieved,48,852,0,1148,42.6,0.0,57.4
Bepler,ProtBert-BFD,Mean Fitness Achieved,24,945,5,1050,47.25,0.25,52.5
Bepler,ESM1b,NDCG,384,62,0,1938,3.1,0.0,96.89999999999999
Bepler,ESM1b,NDCG,48,708,0,1292,35.4,0.0,64.60000000000001
Bepler,ESM1b,NDCG,24,932,2,1066,46.6,0.1,53.300000000000004
Bepler,ESM1b,NDCG-384,384,165,0,1835,8.25,0.0,91.75
Bepler,ESM1b,NDCG-384,48,717,0,1283,35.85,0.0,64.14999999999999
Bepler,ESM1b,NDCG-384,24,914,2,1084,45.7,0.1,54.2
Bepler,ESM1b,NDCG-1536,384,140,0,1860,7.000000000000001,0.0,93.0
Bepler,ESM1b,NDCG-1536,48,751,0,1249,37.55,0.0,62.45
Bepler,ESM1b,NDCG-1536,24,938,2,1060,46.9,0.1,53.0
Bepler,ESM1b,Max Fitness Achieved,384,470,326,1204,23.5,16.3,60.199999999999996
Bepler,ESM1b,Max Fitness Achieved,48,702,109,1189,35.099999999999994,5.45,59.45
Bepler,ESM1b,Max Fitness Achieved,24,810,99,1091,40.5,4.95,54.55
Bepler,ESM1b,Mean Fitness Achieved,384,289,0,1711,14.45,0.0,85.55
Bepler,ESM1b,Mean Fitness Achieved,48,715,0,1285,35.75,0.0,64.25
Bepler,ESM1b,Mean Fitness Achieved,24,893,2,1105,44.65,0.1,55.25
Bepler,MSA Transformer,NDCG,384,113,0,1887,5.65,0.0,94.35
Bepler,MSA Transformer,NDCG,48,459,0,1541,22.95,0.0,77.05
Bepler,MSA Transformer,NDCG,24,619,1,1380,30.95,0.05,69.0
Bepler,MSA Transformer,NDCG-384,384,195,0,1805,9.75,0.0,90.25
Bepler,MSA Transformer,NDCG-384,48,546,0,1454,27.3,0.0,72.7
Bepler,MSA Transformer,NDCG-384,24,656,1,1343,32.800000000000004,0.05,67.15
Bepler,MSA Transformer,NDCG-1536,384,205,0,1795,10.25,0.0,89.75
Bepler,MSA Transformer,NDCG-1536,48,544,0,1456,27.200000000000003,0.0,72.8
Bepler,MSA Transformer,NDCG-1536,24,682,1,1317,34.1,0.05,65.85
Bepler,MSA Transformer,Max Fitness Achieved,384,276,221,1503,13.8,11.05,75.14999999999999
Bepler,MSA Transformer,Max Fitness Achieved,48,540,79,1381,27.0,3.95,69.05
Bepler,MSA Transformer,Max Fitness Achieved,24,601,67,1332,30.049999999999997,3.35,66.60000000000001
Bepler,MSA Transformer,Mean Fitness Achieved,384,228,0,1772,11.4,0.0,88.6
Bepler,MSA Transformer,Mean Fitness Achieved,48,547,0,1453,27.35,0.0,72.65
Bepler,MSA Transformer,Mean Fitness Achieved,24,669,1,1330,33.45,0.05,66.5
ResNet,OneHot,NDCG,384,1484,0,516,74.2,0.0,25.8
ResNet,OneHot,NDCG,48,982,0,1018,49.1,0.0,50.9
ResNet,OneHot,NDCG,24,1004,2,994,50.2,0.1,49.7
ResNet,OneHot,NDCG-384,384,1381,0,619,69.05,0.0,30.95
ResNet,OneHot,NDCG-384,48,1064,0,936,53.2,0.0,46.800000000000004
ResNet,OneHot,NDCG-384,24,1058,2,940,52.900000000000006,0.1,47.0
ResNet,OneHot,NDCG-1536,384,1553,0,447,77.64999999999999,0.0,22.35
ResNet,OneHot,NDCG-1536,48,951,0,1049,47.55,0.0,52.449999999999996
ResNet,OneHot,NDCG-1536,24,1022,2,976,51.1,0.1,48.8
ResNet,OneHot,Max Fitness Achieved,384,882,227,891,44.1,11.35,44.55
ResNet,OneHot,Max Fitness Achieved,48,937,119,944,46.85,5.949999999999999,47.199999999999996
ResNet,OneHot,Max Fitness Achieved,24,944,93,963,47.199999999999996,4.65,48.15
ResNet,OneHot,Mean Fitness Achieved,384,1199,0,801,59.95,0.0,40.050000000000004
ResNet,OneHot,Mean Fitness Achieved,48,1005,0,995,50.24999999999999,0.0,49.75
ResNet,OneHot,Mean Fitness Achieved,24,1026,2,972,51.300000000000004,0.1,48.6
ResNet,Georgiev,NDCG,384,584,0,1416,29.2,0.0,70.8
ResNet,Georgiev,NDCG,48,681,0,1319,34.050000000000004,0.0,65.95
ResNet,Georgiev,NDCG,24,813,9,1178,40.65,0.44999999999999996,58.9
ResNet,Georgiev,NDCG-384,384,753,0,1247,37.65,0.0,62.35000000000001
ResNet,Georgiev,NDCG-384,48,760,0,1240,38.0,0.0,62.0
ResNet,Georgiev,NDCG-384,24,861,9,1130,43.05,0.44999999999999996,56.49999999999999
ResNet,Georgiev,NDCG-1536,384,755,0,1245,37.75,0.0,62.25000000000001
ResNet,Georgiev,NDCG-1536,48,705,0,1295,35.25,0.0,64.75
ResNet,Georgiev,NDCG-1536,24,828,9,1163,41.4,0.44999999999999996,58.15
ResNet,Georgiev,Max Fitness Achieved,384,632,276,1092,31.6,13.8,54.6
ResNet,Georgiev,Max Fitness Achieved,48,754,123,1123,37.7,6.15,56.15
ResNet,Georgiev,Max Fitness Achieved,24,842,115,1043,42.1,5.75,52.15
ResNet,Georgiev,Mean Fitness Achieved,384,744,0,1256,37.2,0.0,62.8
ResNet,Georgiev,Mean Fitness Achieved,48,807,0,1193,40.35,0.0,59.650000000000006
ResNet,Georgiev,Mean Fitness Achieved,24,865,9,1126,43.25,0.44999999999999996,56.3
ResNet,Bepler,NDCG,384,1145,0,855,57.25,0.0,42.75
ResNet,Bepler,NDCG,48,926,0,1074,46.300000000000004,0.0,53.7
ResNet,Bepler,NDCG,24,877,13,1110,43.85,0.65,55.50000000000001
ResNet,Bepler,NDCG-384,384,1409,0,591,70.45,0.0,29.549999999999997
ResNet,Bepler,NDCG-384,48,1151,0,849,57.550000000000004,0.0,42.449999999999996
ResNet,Bepler,NDCG-384,24,1069,13,918,53.449999999999996,0.65,45.9
ResNet,Bepler,NDCG-1536,384,1281,0,719,64.05,0.0,35.949999999999996
ResNet,Bepler,NDCG-1536,48,1035,0,965,51.74999999999999,0.0,48.25
ResNet,Bepler,NDCG-1536,24,986,13,1001,49.3,0.65,50.05
ResNet,Bepler,Max Fitness Achieved,384,1204,271,525,60.199999999999996,13.55,26.25
ResNet,Bepler,Max Fitness Achieved,48,1118,102,780,55.900000000000006,5.1,39.0
ResNet,Bepler,Max Fitness Achieved,24,1055,104,841,52.75,5.2,42.05
ResNet,Bepler,Mean Fitness Achieved,384,1431,0,569,71.55,0.0,28.449999999999996
ResNet,Bepler,Mean Fitness Achieved,48,1162,0,838,58.099999999999994,0.0,41.9
ResNet,Bepler,Mean Fitness Achieved,24,1104,13,883,55.2,0.65,44.15
ResNet,ResNet,NDCG,384,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,NDCG,48,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,NDCG,24,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,NDCG-384,384,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,NDCG-384,48,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,NDCG-384,24,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,NDCG-1536,384,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,NDCG-1536,48,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,NDCG-1536,24,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,Max Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,Max Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,Max Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,Mean Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,Mean Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
ResNet,ResNet,Mean Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
ResNet,UniRep,NDCG,384,350,0,1650,17.5,0.0,82.5
ResNet,UniRep,NDCG,48,755,0,1245,37.75,0.0,62.25000000000001
ResNet,UniRep,NDCG,24,946,3,1051,47.3,0.15,52.55
ResNet,UniRep,NDCG-384,384,1193,0,807,59.650000000000006,0.0,40.35
ResNet,UniRep,NDCG-384,48,1030,0,970,51.5,0.0,48.5
ResNet,UniRep,NDCG-384,24,1146,3,851,57.3,0.15,42.55
ResNet,UniRep,NDCG-1536,384,674,0,1326,33.7,0.0,66.3
ResNet,UniRep,NDCG-1536,48,942,0,1058,47.099999999999994,0.0,52.900000000000006
ResNet,UniRep,NDCG-1536,24,1079,3,918,53.949999999999996,0.15,45.9
ResNet,UniRep,Max Fitness Achieved,384,1170,298,532,58.5,14.899999999999999,26.6
ResNet,UniRep,Max Fitness Achieved,48,972,163,865,48.6,8.15,43.25
ResNet,UniRep,Max Fitness Achieved,24,984,149,867,49.2,7.449999999999999,43.35
ResNet,UniRep,Mean Fitness Achieved,384,1354,0,646,67.7,0.0,32.300000000000004
ResNet,UniRep,Mean Fitness Achieved,48,1090,0,910,54.50000000000001,0.0,45.5
ResNet,UniRep,Mean Fitness Achieved,24,1142,3,855,57.099999999999994,0.15,42.75
ResNet,TAPE-Transformer,NDCG,384,213,0,1787,10.65,0.0,89.35
ResNet,TAPE-Transformer,NDCG,48,379,0,1621,18.95,0.0,81.05
ResNet,TAPE-Transformer,NDCG,24,615,5,1380,30.75,0.25,69.0
ResNet,TAPE-Transformer,NDCG-384,384,660,0,1340,33.0,0.0,67.0
ResNet,TAPE-Transformer,NDCG-384,48,620,0,1380,31.0,0.0,69.0
ResNet,TAPE-Transformer,NDCG-384,24,805,5,1190,40.25,0.25,59.5
ResNet,TAPE-Transformer,NDCG-1536,384,431,0,1569,21.55,0.0,78.45
ResNet,TAPE-Transformer,NDCG-1536,48,526,0,1474,26.3,0.0,73.7
ResNet,TAPE-Transformer,NDCG-1536,24,747,5,1248,37.35,0.25,62.4
ResNet,TAPE-Transformer,Max Fitness Achieved,384,732,266,1002,36.6,13.3,50.1
ResNet,TAPE-Transformer,Max Fitness Achieved,48,807,102,1091,40.35,5.1,54.55
ResNet,TAPE-Transformer,Max Fitness Achieved,24,920,74,1006,46.0,3.6999999999999997,50.3
ResNet,TAPE-Transformer,Mean Fitness Achieved,384,790,0,1210,39.5,0.0,60.5
ResNet,TAPE-Transformer,Mean Fitness Achieved,48,783,0,1217,39.15,0.0,60.85
ResNet,TAPE-Transformer,Mean Fitness Achieved,24,919,5,1076,45.95,0.25,53.800000000000004
ResNet,LSTM,NDCG,384,120,0,1880,6.0,0.0,94.0
ResNet,LSTM,NDCG,48,659,0,1341,32.95,0.0,67.05
ResNet,LSTM,NDCG,24,744,3,1253,37.2,0.15,62.64999999999999
ResNet,LSTM,NDCG-384,384,576,0,1424,28.799999999999997,0.0,71.2
ResNet,LSTM,NDCG-384,48,857,0,1143,42.85,0.0,57.15
ResNet,LSTM,NDCG-384,24,929,3,1068,46.45,0.15,53.400000000000006
ResNet,LSTM,NDCG-1536,384,322,0,1678,16.1,0.0,83.89999999999999
ResNet,LSTM,NDCG-1536,48,795,0,1205,39.75,0.0,60.25
ResNet,LSTM,NDCG-1536,24,886,3,1111,44.3,0.15,55.55
ResNet,LSTM,Max Fitness Achieved,384,919,310,771,45.95,15.5,38.550000000000004
ResNet,LSTM,Max Fitness Achieved,48,974,152,874,48.699999999999996,7.6,43.7
ResNet,LSTM,Max Fitness Achieved,24,1009,104,887,50.449999999999996,5.2,44.35
ResNet,LSTM,Mean Fitness Achieved,384,722,0,1278,36.1,0.0,63.9
ResNet,LSTM,Mean Fitness Achieved,48,936,0,1064,46.800000000000004,0.0,53.2
ResNet,LSTM,Mean Fitness Achieved,24,974,3,1023,48.699999999999996,0.15,51.15
ResNet,ProtBert-BFD,NDCG,384,311,0,1689,15.55,0.0,84.45
ResNet,ProtBert-BFD,NDCG,48,762,0,1238,38.1,0.0,61.9
ResNet,ProtBert-BFD,NDCG,24,925,5,1070,46.25,0.25,53.5
ResNet,ProtBert-BFD,NDCG-384,384,983,0,1017,49.15,0.0,50.849999999999994
ResNet,ProtBert-BFD,NDCG-384,48,943,0,1057,47.15,0.0,52.849999999999994
ResNet,ProtBert-BFD,NDCG-384,24,1056,5,939,52.800000000000004,0.25,46.949999999999996
ResNet,ProtBert-BFD,NDCG-1536,384,456,0,1544,22.8,0.0,77.2
ResNet,ProtBert-BFD,NDCG-1536,48,906,0,1094,45.300000000000004,0.0,54.7
ResNet,ProtBert-BFD,NDCG-1536,24,1013,5,982,50.64999999999999,0.25,49.1
ResNet,ProtBert-BFD,Max Fitness Achieved,384,977,256,767,48.85,12.8,38.35
ResNet,ProtBert-BFD,Max Fitness Achieved,48,927,113,960,46.35,5.65,48.0
ResNet,ProtBert-BFD,Max Fitness Achieved,24,967,77,956,48.35,3.85,47.8
ResNet,ProtBert-BFD,Mean Fitness Achieved,384,1176,0,824,58.8,0.0,41.199999999999996
ResNet,ProtBert-BFD,Mean Fitness Achieved,48,1038,0,962,51.9,0.0,48.1
ResNet,ProtBert-BFD,Mean Fitness Achieved,24,1097,5,898,54.85,0.25,44.9
ResNet,ESM1b,NDCG,384,80,0,1920,4.0,0.0,96.0
ResNet,ESM1b,NDCG,48,637,0,1363,31.85,0.0,68.15
ResNet,ESM1b,NDCG,24,865,2,1133,43.25,0.1,56.65
ResNet,ESM1b,NDCG-384,384,464,0,1536,23.200000000000003,0.0,76.8
ResNet,ESM1b,NDCG-384,48,852,0,1148,42.6,0.0,57.4
ResNet,ESM1b,NDCG-384,24,994,2,1004,49.7,0.1,50.2
ResNet,ESM1b,NDCG-1536,384,220,0,1780,11.0,0.0,89.0
ResNet,ESM1b,NDCG-1536,48,777,0,1223,38.85,0.0,61.150000000000006
ResNet,ESM1b,NDCG-1536,24,941,2,1057,47.05,0.1,52.849999999999994
ResNet,ESM1b,Max Fitness Achieved,384,879,234,887,43.95,11.700000000000001,44.35
ResNet,ESM1b,Max Fitness Achieved,48,870,112,1018,43.5,5.6000000000000005,50.9
ResNet,ESM1b,Max Fitness Achieved,24,916,89,995,45.800000000000004,4.45,49.75
ResNet,ESM1b,Mean Fitness Achieved,384,673,0,1327,33.650000000000006,0.0,66.35
ResNet,ESM1b,Mean Fitness Achieved,48,927,0,1073,46.35,0.0,53.65
ResNet,ESM1b,Mean Fitness Achieved,24,1020,2,978,51.0,0.1,48.9
ResNet,MSA Transformer,NDCG,384,147,0,1853,7.35,0.0,92.65
ResNet,MSA Transformer,NDCG,48,421,0,1579,21.05,0.0,78.95
ResNet,MSA Transformer,NDCG,24,570,3,1427,28.499999999999996,0.15,71.35000000000001
ResNet,MSA Transformer,NDCG-384,384,350,0,1650,17.5,0.0,82.5
ResNet,MSA Transformer,NDCG-384,48,634,0,1366,31.7,0.0,68.30000000000001
ResNet,MSA Transformer,NDCG-384,24,721,3,1276,36.05,0.15,63.800000000000004
ResNet,MSA Transformer,NDCG-1536,384,269,0,1731,13.450000000000001,0.0,86.55000000000001
ResNet,MSA Transformer,NDCG-1536,48,572,0,1428,28.599999999999998,0.0,71.39999999999999
ResNet,MSA Transformer,NDCG-1536,24,696,3,1301,34.8,0.15,65.05
ResNet,MSA Transformer,Max Fitness Achieved,384,566,180,1254,28.299999999999997,9.0,62.7
ResNet,MSA Transformer,Max Fitness Achieved,48,661,83,1256,33.050000000000004,4.15,62.8
ResNet,MSA Transformer,Max Fitness Achieved,24,698,68,1234,34.9,3.4000000000000004,61.7
ResNet,MSA Transformer,Mean Fitness Achieved,384,474,0,1526,23.7,0.0,76.3
ResNet,MSA Transformer,Mean Fitness Achieved,48,709,0,1291,35.449999999999996,0.0,64.55
ResNet,MSA Transformer,Mean Fitness Achieved,24,778,3,1219,38.9,0.15,60.95
UniRep,OneHot,NDCG,384,1846,0,154,92.30000000000001,0.0,7.7
UniRep,OneHot,NDCG,48,1262,0,738,63.1,0.0,36.9
UniRep,OneHot,NDCG,24,1116,0,884,55.800000000000004,0.0,44.2
UniRep,OneHot,NDCG-384,384,1274,0,726,63.7,0.0,36.3
UniRep,OneHot,NDCG-384,48,1040,0,960,52.0,0.0,48.0
UniRep,OneHot,NDCG-384,24,966,0,1034,48.3,0.0,51.7
UniRep,OneHot,NDCG-1536,384,1716,0,284,85.8,0.0,14.2
UniRep,OneHot,NDCG-1536,48,1065,0,935,53.25,0.0,46.75
UniRep,OneHot,NDCG-1536,24,986,0,1014,49.3,0.0,50.7
UniRep,OneHot,Max Fitness Achieved,384,580,219,1201,28.999999999999996,10.95,60.050000000000004
UniRep,OneHot,Max Fitness Achieved,48,884,196,920,44.2,9.8,46.0
UniRep,OneHot,Max Fitness Achieved,24,886,211,903,44.3,10.549999999999999,45.15
UniRep,OneHot,Mean Fitness Achieved,384,916,0,1084,45.800000000000004,0.0,54.2
UniRep,OneHot,Mean Fitness Achieved,48,933,0,1067,46.650000000000006,0.0,53.349999999999994
UniRep,OneHot,Mean Fitness Achieved,24,959,0,1041,47.949999999999996,0.0,52.05
UniRep,Georgiev,NDCG,384,1146,0,854,57.3,0.0,42.699999999999996
UniRep,Georgiev,NDCG,48,944,0,1056,47.199999999999996,0.0,52.800000000000004
UniRep,Georgiev,NDCG,24,938,4,1058,46.9,0.2,52.900000000000006
UniRep,Georgiev,NDCG-384,384,603,0,1397,30.15,0.0,69.85
UniRep,Georgiev,NDCG-384,48,736,0,1264,36.8,0.0,63.2
UniRep,Georgiev,NDCG-384,24,762,4,1234,38.1,0.2,61.7
UniRep,Georgiev,NDCG-1536,384,970,0,1030,48.5,0.0,51.5
UniRep,Georgiev,NDCG-1536,48,814,0,1186,40.699999999999996,0.0,59.3
UniRep,Georgiev,NDCG-1536,24,800,4,1196,40.0,0.2,59.8
UniRep,Georgiev,Max Fitness Achieved,384,361,243,1396,18.05,12.15,69.8
UniRep,Georgiev,Max Fitness Achieved,48,711,196,1093,35.55,9.8,54.65
UniRep,Georgiev,Max Fitness Achieved,24,750,214,1036,37.5,10.7,51.800000000000004
UniRep,Georgiev,Mean Fitness Achieved,384,486,0,1514,24.3,0.0,75.7
UniRep,Georgiev,Mean Fitness Achieved,48,720,0,1280,36.0,0.0,64.0
UniRep,Georgiev,Mean Fitness Achieved,24,784,4,1212,39.2,0.2,60.6
UniRep,Bepler,NDCG,384,1715,0,285,85.75,0.0,14.249999999999998
UniRep,Bepler,NDCG,48,1175,0,825,58.75,0.0,41.25
UniRep,Bepler,NDCG,24,972,2,1026,48.6,0.1,51.300000000000004
UniRep,Bepler,NDCG-384,384,1256,0,744,62.8,0.0,37.2
UniRep,Bepler,NDCG-384,48,1090,0,910,54.50000000000001,0.0,45.5
UniRep,Bepler,NDCG-384,24,911,2,1087,45.550000000000004,0.1,54.35
UniRep,Bepler,NDCG-1536,384,1525,0,475,76.25,0.0,23.75
UniRep,Bepler,NDCG-1536,48,1109,0,891,55.45,0.0,44.55
UniRep,Bepler,NDCG-1536,24,935,2,1063,46.75,0.1,53.15
UniRep,Bepler,Max Fitness Achieved,384,876,319,805,43.8,15.950000000000001,40.25
UniRep,Bepler,Max Fitness Achieved,48,1073,104,823,53.65,5.2,41.15
UniRep,Bepler,Max Fitness Achieved,24,1029,101,870,51.449999999999996,5.050000000000001,43.5
UniRep,Bepler,Mean Fitness Achieved,384,1108,0,892,55.400000000000006,0.0,44.6
UniRep,Bepler,Mean Fitness Achieved,48,1077,0,923,53.849999999999994,0.0,46.150000000000006
UniRep,Bepler,Mean Fitness Achieved,24,998,2,1000,49.9,0.1,50.0
UniRep,ResNet,NDCG,384,1650,0,350,82.5,0.0,17.5
UniRep,ResNet,NDCG,48,1245,0,755,62.25000000000001,0.0,37.75
UniRep,ResNet,NDCG,24,1051,3,946,52.55,0.15,47.3
UniRep,ResNet,NDCG-384,384,807,0,1193,40.35,0.0,59.650000000000006
UniRep,ResNet,NDCG-384,48,970,0,1030,48.5,0.0,51.5
UniRep,ResNet,NDCG-384,24,851,3,1146,42.55,0.15,57.3
UniRep,ResNet,NDCG-1536,384,1326,0,674,66.3,0.0,33.7
UniRep,ResNet,NDCG-1536,48,1058,0,942,52.900000000000006,0.0,47.099999999999994
UniRep,ResNet,NDCG-1536,24,918,3,1079,45.9,0.15,53.949999999999996
UniRep,ResNet,Max Fitness Achieved,384,532,298,1170,26.6,14.899999999999999,58.5
UniRep,ResNet,Max Fitness Achieved,48,865,163,972,43.25,8.15,48.6
UniRep,ResNet,Max Fitness Achieved,24,867,149,984,43.35,7.449999999999999,49.2
UniRep,ResNet,Mean Fitness Achieved,384,646,0,1354,32.300000000000004,0.0,67.7
UniRep,ResNet,Mean Fitness Achieved,48,910,0,1090,45.5,0.0,54.50000000000001
UniRep,ResNet,Mean Fitness Achieved,24,855,3,1142,42.75,0.15,57.099999999999994
UniRep,UniRep,NDCG,384,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,NDCG,48,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,NDCG,24,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,NDCG-384,384,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,NDCG-384,48,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,NDCG-384,24,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,NDCG-1536,384,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,NDCG-1536,48,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,NDCG-1536,24,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,Max Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,Max Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,Max Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,Mean Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,Mean Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
UniRep,UniRep,Mean Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
UniRep,TAPE-Transformer,NDCG,384,648,0,1352,32.4,0.0,67.60000000000001
UniRep,TAPE-Transformer,NDCG,48,541,0,1459,27.05,0.0,72.95
UniRep,TAPE-Transformer,NDCG,24,685,2,1313,34.25,0.1,65.64999999999999
UniRep,TAPE-Transformer,NDCG-384,384,431,0,1569,21.55,0.0,78.45
UniRep,TAPE-Transformer,NDCG-384,48,592,0,1408,29.599999999999998,0.0,70.39999999999999
UniRep,TAPE-Transformer,NDCG-384,24,720,2,1278,36.0,0.1,63.9
UniRep,TAPE-Transformer,NDCG-1536,384,602,0,1398,30.099999999999998,0.0,69.89999999999999
UniRep,TAPE-Transformer,NDCG-1536,48,583,0,1417,29.15,0.0,70.85000000000001
UniRep,TAPE-Transformer,NDCG-1536,24,721,2,1277,36.05,0.1,63.849999999999994
UniRep,TAPE-Transformer,Max Fitness Achieved,384,357,275,1368,17.849999999999998,13.750000000000002,68.4
UniRep,TAPE-Transformer,Max Fitness Achieved,48,753,167,1080,37.65,8.35,54.0
UniRep,TAPE-Transformer,Max Fitness Achieved,24,868,123,1009,43.4,6.15,50.449999999999996
UniRep,TAPE-Transformer,Mean Fitness Achieved,384,430,0,1570,21.5,0.0,78.5
UniRep,TAPE-Transformer,Mean Fitness Achieved,48,688,0,1312,34.4,0.0,65.60000000000001
UniRep,TAPE-Transformer,Mean Fitness Achieved,24,840,2,1158,42.0,0.1,57.9
UniRep,LSTM,NDCG,384,311,0,1689,15.55,0.0,84.45
UniRep,LSTM,NDCG,48,876,0,1124,43.8,0.0,56.2
UniRep,LSTM,NDCG,24,796,2,1202,39.800000000000004,0.1,60.099999999999994
UniRep,LSTM,NDCG-384,384,259,0,1741,12.950000000000001,0.0,87.05000000000001
UniRep,LSTM,NDCG-384,48,810,0,1190,40.5,0.0,59.5
UniRep,LSTM,NDCG-384,24,762,2,1236,38.1,0.1,61.8
UniRep,LSTM,NDCG-1536,384,397,0,1603,19.85,0.0,80.15
UniRep,LSTM,NDCG-1536,48,834,0,1166,41.699999999999996,0.0,58.3
UniRep,LSTM,NDCG-1536,24,800,2,1198,40.0,0.1,59.9
UniRep,LSTM,Max Fitness Achieved,384,386,597,1017,19.3,29.849999999999998,50.849999999999994
UniRep,LSTM,Max Fitness Achieved,48,863,278,859,43.15,13.900000000000002,42.95
UniRep,LSTM,Max Fitness Achieved,24,859,253,888,42.95,12.65,44.4
UniRep,LSTM,Mean Fitness Achieved,384,288,0,1712,14.399999999999999,0.0,85.6
UniRep,LSTM,Mean Fitness Achieved,48,838,0,1162,41.9,0.0,58.099999999999994
UniRep,LSTM,Mean Fitness Achieved,24,859,2,1139,42.95,0.1,56.95
UniRep,ProtBert-BFD,NDCG,384,823,0,1177,41.15,0.0,58.85
UniRep,ProtBert-BFD,NDCG,48,1050,0,950,52.5,0.0,47.5
UniRep,ProtBert-BFD,NDCG,24,1007,2,991,50.349999999999994,0.1,49.55
UniRep,ProtBert-BFD,NDCG-384,384,743,0,1257,37.15,0.0,62.849999999999994
UniRep,ProtBert-BFD,NDCG-384,48,899,0,1101,44.95,0.0,55.05
UniRep,ProtBert-BFD,NDCG-384,24,905,2,1093,45.25,0.1,54.65
UniRep,ProtBert-BFD,NDCG-1536,384,644,0,1356,32.2,0.0,67.80000000000001
UniRep,ProtBert-BFD,NDCG-1536,48,957,0,1043,47.85,0.0,52.15
UniRep,ProtBert-BFD,NDCG-1536,24,945,2,1053,47.25,0.1,52.65
UniRep,ProtBert-BFD,Max Fitness Achieved,384,578,375,1047,28.9,18.75,52.349999999999994
UniRep,ProtBert-BFD,Max Fitness Achieved,48,844,218,938,42.199999999999996,10.9,46.9
UniRep,ProtBert-BFD,Max Fitness Achieved,24,829,226,945,41.449999999999996,11.3,47.25
UniRep,ProtBert-BFD,Mean Fitness Achieved,384,852,0,1148,42.6,0.0,57.4
UniRep,ProtBert-BFD,Mean Fitness Achieved,48,922,0,1078,46.1,0.0,53.900000000000006
UniRep,ProtBert-BFD,Mean Fitness Achieved,24,932,2,1066,46.6,0.1,53.300000000000004
UniRep,ESM1b,NDCG,384,245,0,1755,12.25,0.0,87.75
UniRep,ESM1b,NDCG,48,852,0,1148,42.6,0.0,57.4
UniRep,ESM1b,NDCG,24,894,2,1104,44.7,0.1,55.2
UniRep,ESM1b,NDCG-384,384,244,0,1756,12.2,0.0,87.8
UniRep,ESM1b,NDCG-384,48,791,0,1209,39.550000000000004,0.0,60.45
UniRep,ESM1b,NDCG-384,24,816,2,1182,40.8,0.1,59.099999999999994
UniRep,ESM1b,NDCG-1536,384,255,0,1745,12.75,0.0,87.25
UniRep,ESM1b,NDCG-1536,48,861,0,1139,43.05,0.0,56.95
UniRep,ESM1b,NDCG-1536,24,883,2,1115,44.15,0.1,55.75
UniRep,ESM1b,Max Fitness Achieved,384,431,385,1184,21.55,19.25,59.199999999999996
UniRep,ESM1b,Max Fitness Achieved,48,745,248,1007,37.25,12.4,50.349999999999994
UniRep,ESM1b,Max Fitness Achieved,24,801,238,961,40.050000000000004,11.899999999999999,48.05
UniRep,ESM1b,Mean Fitness Achieved,384,305,0,1695,15.25,0.0,84.75
UniRep,ESM1b,Mean Fitness Achieved,48,781,0,1219,39.050000000000004,0.0,60.95
UniRep,ESM1b,Mean Fitness Achieved,24,868,2,1130,43.4,0.1,56.49999999999999
UniRep,MSA Transformer,NDCG,384,489,0,1511,24.45,0.0,75.55
UniRep,MSA Transformer,NDCG,48,579,0,1421,28.95,0.0,71.05
UniRep,MSA Transformer,NDCG,24,610,0,1390,30.5,0.0,69.5
UniRep,MSA Transformer,NDCG-384,384,260,0,1740,13.0,0.0,87.0
UniRep,MSA Transformer,NDCG-384,48,588,0,1412,29.4,0.0,70.6
UniRep,MSA Transformer,NDCG-384,24,611,0,1389,30.55,0.0,69.45
UniRep,MSA Transformer,NDCG-1536,384,415,0,1585,20.75,0.0,79.25
UniRep,MSA Transformer,NDCG-1536,48,610,0,1390,30.5,0.0,69.5
UniRep,MSA Transformer,NDCG-1536,24,613,0,1387,30.65,0.0,69.35
UniRep,MSA Transformer,Max Fitness Achieved,384,274,202,1524,13.700000000000001,10.100000000000001,76.2
UniRep,MSA Transformer,Max Fitness Achieved,48,605,151,1244,30.25,7.55,62.2
UniRep,MSA Transformer,Max Fitness Achieved,24,624,137,1239,31.2,6.8500000000000005,61.95
UniRep,MSA Transformer,Mean Fitness Achieved,384,250,0,1750,12.5,0.0,87.5
UniRep,MSA Transformer,Mean Fitness Achieved,48,615,0,1385,30.75,0.0,69.25
UniRep,MSA Transformer,Mean Fitness Achieved,24,670,0,1330,33.5,0.0,66.5
TAPE-Transformer,OneHot,NDCG,384,1927,0,73,96.35000000000001,0.0,3.65
TAPE-Transformer,OneHot,NDCG,48,1653,0,347,82.65,0.0,17.349999999999998
TAPE-Transformer,OneHot,NDCG,24,1380,2,618,69.0,0.1,30.9
TAPE-Transformer,OneHot,NDCG-384,384,1663,0,337,83.15,0.0,16.85
TAPE-Transformer,OneHot,NDCG-384,48,1425,0,575,71.25,0.0,28.749999999999996
TAPE-Transformer,OneHot,NDCG-384,24,1233,2,765,61.650000000000006,0.1,38.25
TAPE-Transformer,OneHot,NDCG-1536,384,1870,0,130,93.5,0.0,6.5
TAPE-Transformer,OneHot,NDCG-1536,48,1458,0,542,72.89999999999999,0.0,27.1
TAPE-Transformer,OneHot,NDCG-1536,24,1279,2,719,63.949999999999996,0.1,35.949999999999996
TAPE-Transformer,OneHot,Max Fitness Achieved,384,975,245,780,48.75,12.25,39.0
TAPE-Transformer,OneHot,Max Fitness Achieved,48,1061,121,818,53.05,6.05,40.9
TAPE-Transformer,OneHot,Max Fitness Achieved,24,949,92,959,47.449999999999996,4.6,47.949999999999996
TAPE-Transformer,OneHot,Mean Fitness Achieved,384,1416,0,584,70.8,0.0,29.2
TAPE-Transformer,OneHot,Mean Fitness Achieved,48,1231,0,769,61.550000000000004,0.0,38.45
TAPE-Transformer,OneHot,Mean Fitness Achieved,24,1090,2,908,54.50000000000001,0.1,45.4
TAPE-Transformer,Georgiev,NDCG,384,1423,0,577,71.15,0.0,28.849999999999998
TAPE-Transformer,Georgiev,NDCG,48,1430,0,570,71.5,0.0,28.499999999999996
TAPE-Transformer,Georgiev,NDCG,24,1264,5,731,63.2,0.25,36.55
TAPE-Transformer,Georgiev,NDCG-384,384,1097,0,903,54.85,0.0,45.15
TAPE-Transformer,Georgiev,NDCG-384,48,1174,0,826,58.699999999999996,0.0,41.3
TAPE-Transformer,Georgiev,NDCG-384,24,1061,5,934,53.05,0.25,46.7
TAPE-Transformer,Georgiev,NDCG-1536,384,1282,0,718,64.1,0.0,35.9
TAPE-Transformer,Georgiev,NDCG-1536,48,1285,0,715,64.25,0.0,35.75
TAPE-Transformer,Georgiev,NDCG-1536,24,1125,5,870,56.25,0.25,43.5
TAPE-Transformer,Georgiev,Max Fitness Achieved,384,738,318,944,36.9,15.9,47.199999999999996
TAPE-Transformer,Georgiev,Max Fitness Achieved,48,908,158,934,45.4,7.9,46.7
TAPE-Transformer,Georgiev,Max Fitness Achieved,24,847,112,1041,42.35,5.6000000000000005,52.05
TAPE-Transformer,Georgiev,Mean Fitness Achieved,384,954,0,1046,47.699999999999996,0.0,52.300000000000004
TAPE-Transformer,Georgiev,Mean Fitness Achieved,48,1038,0,962,51.9,0.0,48.1
TAPE-Transformer,Georgiev,Mean Fitness Achieved,24,942,5,1053,47.099999999999994,0.25,52.65
TAPE-Transformer,Bepler,NDCG,384,1835,0,165,91.75,0.0,8.25
TAPE-Transformer,Bepler,NDCG,48,1552,0,448,77.60000000000001,0.0,22.400000000000002
TAPE-Transformer,Bepler,NDCG,24,1303,3,694,65.14999999999999,0.15,34.699999999999996
TAPE-Transformer,Bepler,NDCG-384,384,1681,0,319,84.05,0.0,15.950000000000001
TAPE-Transformer,Bepler,NDCG-384,48,1472,0,528,73.6,0.0,26.400000000000002
TAPE-Transformer,Bepler,NDCG-384,24,1202,3,795,60.099999999999994,0.15,39.75
TAPE-Transformer,Bepler,NDCG-1536,384,1721,0,279,86.05000000000001,0.0,13.950000000000001
TAPE-Transformer,Bepler,NDCG-1536,48,1485,0,515,74.25,0.0,25.75
TAPE-Transformer,Bepler,NDCG-1536,24,1214,3,783,60.699999999999996,0.15,39.15
TAPE-Transformer,Bepler,Max Fitness Achieved,384,1324,252,424,66.2,12.6,21.2
TAPE-Transformer,Bepler,Max Fitness Achieved,48,1204,92,704,60.199999999999996,4.6,35.199999999999996
TAPE-Transformer,Bepler,Max Fitness Achieved,24,1086,66,848,54.300000000000004,3.3000000000000003,42.4
TAPE-Transformer,Bepler,Mean Fitness Achieved,384,1588,0,412,79.4,0.0,20.599999999999998
TAPE-Transformer,Bepler,Mean Fitness Achieved,48,1394,0,606,69.69999999999999,0.0,30.3
TAPE-Transformer,Bepler,Mean Fitness Achieved,24,1149,3,848,57.45,0.15,42.4
TAPE-Transformer,ResNet,NDCG,384,1787,0,213,89.35,0.0,10.65
TAPE-Transformer,ResNet,NDCG,48,1621,0,379,81.05,0.0,18.95
TAPE-Transformer,ResNet,NDCG,24,1380,5,615,69.0,0.25,30.75
TAPE-Transformer,ResNet,NDCG-384,384,1340,0,660,67.0,0.0,33.0
TAPE-Transformer,ResNet,NDCG-384,48,1380,0,620,69.0,0.0,31.0
TAPE-Transformer,ResNet,NDCG-384,24,1190,5,805,59.5,0.25,40.25
TAPE-Transformer,ResNet,NDCG-1536,384,1569,0,431,78.45,0.0,21.55
TAPE-Transformer,ResNet,NDCG-1536,48,1474,0,526,73.7,0.0,26.3
TAPE-Transformer,ResNet,NDCG-1536,24,1248,5,747,62.4,0.25,37.35
TAPE-Transformer,ResNet,Max Fitness Achieved,384,1002,266,732,50.1,13.3,36.6
TAPE-Transformer,ResNet,Max Fitness Achieved,48,1091,102,807,54.55,5.1,40.35
TAPE-Transformer,ResNet,Max Fitness Achieved,24,1006,74,920,50.3,3.6999999999999997,46.0
TAPE-Transformer,ResNet,Mean Fitness Achieved,384,1210,0,790,60.5,0.0,39.5
TAPE-Transformer,ResNet,Mean Fitness Achieved,48,1217,0,783,60.85,0.0,39.15
TAPE-Transformer,ResNet,Mean Fitness Achieved,24,1076,5,919,53.800000000000004,0.25,45.95
TAPE-Transformer,UniRep,NDCG,384,1352,0,648,67.60000000000001,0.0,32.4
TAPE-Transformer,UniRep,NDCG,48,1459,0,541,72.95,0.0,27.05
TAPE-Transformer,UniRep,NDCG,24,1313,2,685,65.64999999999999,0.1,34.25
TAPE-Transformer,UniRep,NDCG-384,384,1569,0,431,78.45,0.0,21.55
TAPE-Transformer,UniRep,NDCG-384,48,1408,0,592,70.39999999999999,0.0,29.599999999999998
TAPE-Transformer,UniRep,NDCG-384,24,1278,2,720,63.9,0.1,36.0
TAPE-Transformer,UniRep,NDCG-1536,384,1398,0,602,69.89999999999999,0.0,30.099999999999998
TAPE-Transformer,UniRep,NDCG-1536,48,1417,0,583,70.85000000000001,0.0,29.15
TAPE-Transformer,UniRep,NDCG-1536,24,1277,2,721,63.849999999999994,0.1,36.05
TAPE-Transformer,UniRep,Max Fitness Achieved,384,1368,275,357,68.4,13.750000000000002,17.849999999999998
TAPE-Transformer,UniRep,Max Fitness Achieved,48,1080,167,753,54.0,8.35,37.65
TAPE-Transformer,UniRep,Max Fitness Achieved,24,1009,123,868,50.449999999999996,6.15,43.4
TAPE-Transformer,UniRep,Mean Fitness Achieved,384,1570,0,430,78.5,0.0,21.5
TAPE-Transformer,UniRep,Mean Fitness Achieved,48,1312,0,688,65.60000000000001,0.0,34.4
TAPE-Transformer,UniRep,Mean Fitness Achieved,24,1158,2,840,57.9,0.1,42.0
TAPE-Transformer,TAPE-Transformer,NDCG,384,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,NDCG,48,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,NDCG,24,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,NDCG-384,384,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,NDCG-384,48,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,NDCG-384,24,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,NDCG-1536,384,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,NDCG-1536,48,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,NDCG-1536,24,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,Max Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,Max Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,Max Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,Mean Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,Mean Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,TAPE-Transformer,Mean Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
TAPE-Transformer,LSTM,NDCG,384,649,0,1351,32.45,0.0,67.55
TAPE-Transformer,LSTM,NDCG,48,1416,0,584,70.8,0.0,29.2
TAPE-Transformer,LSTM,NDCG,24,1193,3,804,59.650000000000006,0.15,40.2
TAPE-Transformer,LSTM,NDCG-384,384,918,0,1082,45.9,0.0,54.1
TAPE-Transformer,LSTM,NDCG-384,48,1269,0,731,63.449999999999996,0.0,36.55
TAPE-Transformer,LSTM,NDCG-384,24,1092,3,905,54.6,0.15,45.25
TAPE-Transformer,LSTM,NDCG-1536,384,843,0,1157,42.15,0.0,57.85
TAPE-Transformer,LSTM,NDCG-1536,48,1329,0,671,66.45,0.0,33.550000000000004
TAPE-Transformer,LSTM,NDCG-1536,24,1137,3,860,56.85,0.15,43.0
TAPE-Transformer,LSTM,Max Fitness Achieved,384,1150,395,455,57.49999999999999,19.75,22.75
TAPE-Transformer,LSTM,Max Fitness Achieved,48,1096,134,770,54.800000000000004,6.7,38.5
TAPE-Transformer,LSTM,Max Fitness Achieved,24,1020,111,869,51.0,5.55,43.45
TAPE-Transformer,LSTM,Mean Fitness Achieved,384,921,0,1079,46.050000000000004,0.0,53.949999999999996
TAPE-Transformer,LSTM,Mean Fitness Achieved,48,1163,0,837,58.15,0.0,41.85
TAPE-Transformer,LSTM,Mean Fitness Achieved,24,1032,3,965,51.6,0.15,48.25
TAPE-Transformer,ProtBert-BFD,NDCG,384,1203,0,797,60.150000000000006,0.0,39.85
TAPE-Transformer,ProtBert-BFD,NDCG,48,1490,0,510,74.5,0.0,25.5
TAPE-Transformer,ProtBert-BFD,NDCG,24,1324,4,672,66.2,0.2,33.6
TAPE-Transformer,ProtBert-BFD,NDCG-384,384,1398,0,602,69.89999999999999,0.0,30.099999999999998
TAPE-Transformer,ProtBert-BFD,NDCG-384,48,1354,0,646,67.7,0.0,32.300000000000004
TAPE-Transformer,ProtBert-BFD,NDCG-384,24,1249,4,747,62.45,0.2,37.35
TAPE-Transformer,ProtBert-BFD,NDCG-1536,384,1055,0,945,52.75,0.0,47.25
TAPE-Transformer,ProtBert-BFD,NDCG-1536,48,1412,0,588,70.6,0.0,29.4
TAPE-Transformer,ProtBert-BFD,NDCG-1536,24,1260,4,736,63.0,0.2,36.8
TAPE-Transformer,ProtBert-BFD,Max Fitness Achieved,384,1058,459,483,52.900000000000006,22.95,24.15
TAPE-Transformer,ProtBert-BFD,Max Fitness Achieved,48,1026,172,802,51.300000000000004,8.6,40.1
TAPE-Transformer,ProtBert-BFD,Max Fitness Achieved,24,987,113,900,49.35,5.65,45.0
TAPE-Transformer,ProtBert-BFD,Mean Fitness Achieved,384,1461,0,539,73.05,0.0,26.950000000000003
TAPE-Transformer,ProtBert-BFD,Mean Fitness Achieved,48,1213,0,787,60.650000000000006,0.0,39.35
TAPE-Transformer,ProtBert-BFD,Mean Fitness Achieved,24,1152,4,844,57.599999999999994,0.2,42.199999999999996
TAPE-Transformer,ESM1b,NDCG,384,381,0,1619,19.05,0.0,80.95
TAPE-Transformer,ESM1b,NDCG,48,1345,0,655,67.25,0.0,32.75
TAPE-Transformer,ESM1b,NDCG,24,1233,3,764,61.650000000000006,0.15,38.2
TAPE-Transformer,ESM1b,NDCG-384,384,684,0,1316,34.2,0.0,65.8
TAPE-Transformer,ESM1b,NDCG-384,48,1251,0,749,62.55,0.0,37.45
TAPE-Transformer,ESM1b,NDCG-384,24,1125,3,872,56.25,0.15,43.6
TAPE-Transformer,ESM1b,NDCG-1536,384,458,0,1542,22.900000000000002,0.0,77.10000000000001
TAPE-Transformer,ESM1b,NDCG-1536,48,1299,0,701,64.95,0.0,35.05
TAPE-Transformer,ESM1b,NDCG-1536,24,1173,3,824,58.650000000000006,0.15,41.199999999999996
TAPE-Transformer,ESM1b,Max Fitness Achieved,384,990,419,591,49.5,20.95,29.549999999999997
TAPE-Transformer,ESM1b,Max Fitness Achieved,48,993,144,863,49.65,7.199999999999999,43.15
TAPE-Transformer,ESM1b,Max Fitness Achieved,24,939,112,949,46.949999999999996,5.6000000000000005,47.449999999999996
TAPE-Transformer,ESM1b,Mean Fitness Achieved,384,831,0,1169,41.55,0.0,58.45
TAPE-Transformer,ESM1b,Mean Fitness Achieved,48,1135,0,865,56.75,0.0,43.25
TAPE-Transformer,ESM1b,Mean Fitness Achieved,24,1064,3,933,53.2,0.15,46.650000000000006
TAPE-Transformer,MSA Transformer,NDCG,384,690,0,1310,34.5,0.0,65.5
TAPE-Transformer,MSA Transformer,NDCG,48,1070,0,930,53.5,0.0,46.5
TAPE-Transformer,MSA Transformer,NDCG,24,971,3,1026,48.55,0.15,51.300000000000004
TAPE-Transformer,MSA Transformer,NDCG-384,384,667,0,1333,33.35,0.0,66.64999999999999
TAPE-Transformer,MSA Transformer,NDCG-384,48,988,0,1012,49.4,0.0,50.6
TAPE-Transformer,MSA Transformer,NDCG-384,24,908,3,1089,45.4,0.15,54.449999999999996
TAPE-Transformer,MSA Transformer,NDCG-1536,384,669,0,1331,33.45,0.0,66.55
TAPE-Transformer,MSA Transformer,NDCG-1536,48,1074,0,926,53.7,0.0,46.300000000000004
TAPE-Transformer,MSA Transformer,NDCG-1536,24,948,3,1049,47.4,0.15,52.449999999999996
TAPE-Transformer,MSA Transformer,Max Fitness Achieved,384,693,194,1113,34.65,9.700000000000001,55.65
TAPE-Transformer,MSA Transformer,Max Fitness Achieved,48,769,126,1105,38.45,6.3,55.25
TAPE-Transformer,MSA Transformer,Max Fitness Achieved,24,709,75,1216,35.449999999999996,3.75,60.8
TAPE-Transformer,MSA Transformer,Mean Fitness Achieved,384,677,0,1323,33.85,0.0,66.14999999999999
TAPE-Transformer,MSA Transformer,Mean Fitness Achieved,48,900,0,1100,45.0,0.0,55.00000000000001
TAPE-Transformer,MSA Transformer,Mean Fitness Achieved,24,844,3,1153,42.199999999999996,0.15,57.65
LSTM,OneHot,NDCG,384,1958,0,42,97.89999999999999,0.0,2.1
LSTM,OneHot,NDCG,48,1337,0,663,66.85,0.0,33.15
LSTM,OneHot,NDCG,24,1266,0,734,63.3,0.0,36.7
LSTM,OneHot,NDCG-384,384,1669,0,331,83.45,0.0,16.55
LSTM,OneHot,NDCG-384,48,1179,0,821,58.95,0.0,41.05
LSTM,OneHot,NDCG-384,24,1154,0,846,57.699999999999996,0.0,42.3
LSTM,OneHot,NDCG-1536,384,1885,0,115,94.25,0.0,5.75
LSTM,OneHot,NDCG-1536,48,1195,0,805,59.75,0.0,40.25
LSTM,OneHot,NDCG-1536,24,1174,0,826,58.699999999999996,0.0,41.3
LSTM,OneHot,Max Fitness Achieved,384,718,280,1002,35.9,14.000000000000002,50.1
LSTM,OneHot,Max Fitness Achieved,48,873,142,985,43.65,7.1,49.25
LSTM,OneHot,Max Fitness Achieved,24,891,120,989,44.55,6.0,49.45
LSTM,OneHot,Mean Fitness Achieved,384,1428,0,572,71.39999999999999,0.0,28.599999999999998
LSTM,OneHot,Mean Fitness Achieved,48,1076,0,924,53.800000000000004,0.0,46.2
LSTM,OneHot,Mean Fitness Achieved,24,1044,0,956,52.2,0.0,47.8
LSTM,Georgiev,NDCG,384,1607,0,393,80.35,0.0,19.650000000000002
LSTM,Georgiev,NDCG,48,1036,0,964,51.800000000000004,0.0,48.199999999999996
LSTM,Georgiev,NDCG,24,1102,2,896,55.1,0.1,44.800000000000004
LSTM,Georgiev,NDCG-384,384,1142,0,858,57.099999999999994,0.0,42.9
LSTM,Georgiev,NDCG-384,48,880,0,1120,44.0,0.0,56.00000000000001
LSTM,Georgiev,NDCG-384,24,955,2,1043,47.75,0.1,52.15
LSTM,Georgiev,NDCG-1536,384,1376,0,624,68.8,0.0,31.2
LSTM,Georgiev,NDCG-1536,48,940,0,1060,47.0,0.0,53.0
LSTM,Georgiev,NDCG-1536,24,962,2,1036,48.1,0.1,51.800000000000004
LSTM,Georgiev,Max Fitness Achieved,384,488,289,1223,24.4,14.45,61.150000000000006
LSTM,Georgiev,Max Fitness Achieved,48,706,158,1136,35.3,7.9,56.8
LSTM,Georgiev,Max Fitness Achieved,24,743,156,1101,37.15,7.8,55.05
LSTM,Georgiev,Mean Fitness Achieved,384,1007,0,993,50.349999999999994,0.0,49.65
LSTM,Georgiev,Mean Fitness Achieved,48,861,0,1139,43.05,0.0,56.95
LSTM,Georgiev,Mean Fitness Achieved,24,880,2,1118,44.0,0.1,55.900000000000006
LSTM,Bepler,NDCG,384,1918,0,82,95.89999999999999,0.0,4.1000000000000005
LSTM,Bepler,NDCG,48,1275,0,725,63.74999999999999,0.0,36.25
LSTM,Bepler,NDCG,24,1144,6,850,57.199999999999996,0.3,42.5
LSTM,Bepler,NDCG-384,384,1774,0,226,88.7,0.0,11.3
LSTM,Bepler,NDCG-384,48,1258,0,742,62.9,0.0,37.1
LSTM,Bepler,NDCG-384,24,1161,6,833,58.050000000000004,0.3,41.65
LSTM,Bepler,NDCG-1536,384,1796,0,204,89.8,0.0,10.2
LSTM,Bepler,NDCG-1536,48,1275,0,725,63.74999999999999,0.0,36.25
LSTM,Bepler,NDCG-1536,24,1165,6,829,58.25,0.3,41.449999999999996
LSTM,Bepler,Max Fitness Achieved,384,1104,344,552,55.2,17.2,27.6
LSTM,Bepler,Max Fitness Achieved,48,1050,113,837,52.5,5.65,41.85
LSTM,Bepler,Max Fitness Achieved,24,1033,115,852,51.65,5.75,42.6
LSTM,Bepler,Mean Fitness Achieved,384,1686,0,314,84.3,0.0,15.7
LSTM,Bepler,Mean Fitness Achieved,48,1218,0,782,60.9,0.0,39.1
LSTM,Bepler,Mean Fitness Achieved,24,1154,6,840,57.699999999999996,0.3,42.0
LSTM,ResNet,NDCG,384,1880,0,120,94.0,0.0,6.0
LSTM,ResNet,NDCG,48,1341,0,659,67.05,0.0,32.95
LSTM,ResNet,NDCG,24,1253,3,744,62.64999999999999,0.15,37.2
LSTM,ResNet,NDCG-384,384,1424,0,576,71.2,0.0,28.799999999999997
LSTM,ResNet,NDCG-384,48,1143,0,857,57.15,0.0,42.85
LSTM,ResNet,NDCG-384,24,1068,3,929,53.400000000000006,0.15,46.45
LSTM,ResNet,NDCG-1536,384,1678,0,322,83.89999999999999,0.0,16.1
LSTM,ResNet,NDCG-1536,48,1205,0,795,60.25,0.0,39.75
LSTM,ResNet,NDCG-1536,24,1111,3,886,55.55,0.15,44.3
LSTM,ResNet,Max Fitness Achieved,384,771,310,919,38.550000000000004,15.5,45.95
LSTM,ResNet,Max Fitness Achieved,48,874,152,974,43.7,7.6,48.699999999999996
LSTM,ResNet,Max Fitness Achieved,24,887,104,1009,44.35,5.2,50.449999999999996
LSTM,ResNet,Mean Fitness Achieved,384,1278,0,722,63.9,0.0,36.1
LSTM,ResNet,Mean Fitness Achieved,48,1064,0,936,53.2,0.0,46.800000000000004
LSTM,ResNet,Mean Fitness Achieved,24,1023,3,974,51.15,0.15,48.699999999999996
LSTM,UniRep,NDCG,384,1689,0,311,84.45,0.0,15.55
LSTM,UniRep,NDCG,48,1124,0,876,56.2,0.0,43.8
LSTM,UniRep,NDCG,24,1202,2,796,60.099999999999994,0.1,39.800000000000004
LSTM,UniRep,NDCG-384,384,1741,0,259,87.05000000000001,0.0,12.950000000000001
LSTM,UniRep,NDCG-384,48,1190,0,810,59.5,0.0,40.5
LSTM,UniRep,NDCG-384,24,1236,2,762,61.8,0.1,38.1
LSTM,UniRep,NDCG-1536,384,1603,0,397,80.15,0.0,19.85
LSTM,UniRep,NDCG-1536,48,1166,0,834,58.3,0.0,41.699999999999996
LSTM,UniRep,NDCG-1536,24,1198,2,800,59.9,0.1,40.0
LSTM,UniRep,Max Fitness Achieved,384,1017,597,386,50.849999999999994,29.849999999999998,19.3
LSTM,UniRep,Max Fitness Achieved,48,859,278,863,42.95,13.900000000000002,43.15
LSTM,UniRep,Max Fitness Achieved,24,888,253,859,44.4,12.65,42.95
LSTM,UniRep,Mean Fitness Achieved,384,1712,0,288,85.6,0.0,14.399999999999999
LSTM,UniRep,Mean Fitness Achieved,48,1162,0,838,58.099999999999994,0.0,41.9
LSTM,UniRep,Mean Fitness Achieved,24,1139,2,859,56.95,0.1,42.95
LSTM,TAPE-Transformer,NDCG,384,1351,0,649,67.55,0.0,32.45
LSTM,TAPE-Transformer,NDCG,48,584,0,1416,29.2,0.0,70.8
LSTM,TAPE-Transformer,NDCG,24,804,3,1193,40.2,0.15,59.650000000000006
LSTM,TAPE-Transformer,NDCG-384,384,1082,0,918,54.1,0.0,45.9
LSTM,TAPE-Transformer,NDCG-384,48,731,0,1269,36.55,0.0,63.449999999999996
LSTM,TAPE-Transformer,NDCG-384,24,905,3,1092,45.25,0.15,54.6
LSTM,TAPE-Transformer,NDCG-1536,384,1157,0,843,57.85,0.0,42.15
LSTM,TAPE-Transformer,NDCG-1536,48,671,0,1329,33.550000000000004,0.0,66.45
LSTM,TAPE-Transformer,NDCG-1536,24,860,3,1137,43.0,0.15,56.85
LSTM,TAPE-Transformer,Max Fitness Achieved,384,455,395,1150,22.75,19.75,57.49999999999999
LSTM,TAPE-Transformer,Max Fitness Achieved,48,770,134,1096,38.5,6.7,54.800000000000004
LSTM,TAPE-Transformer,Max Fitness Achieved,24,869,111,1020,43.45,5.55,51.0
LSTM,TAPE-Transformer,Mean Fitness Achieved,384,1079,0,921,53.949999999999996,0.0,46.050000000000004
LSTM,TAPE-Transformer,Mean Fitness Achieved,48,837,0,1163,41.85,0.0,58.15
LSTM,TAPE-Transformer,Mean Fitness Achieved,24,965,3,1032,48.25,0.15,51.6
LSTM,LSTM,NDCG,384,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,NDCG,48,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,NDCG,24,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,NDCG-384,384,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,NDCG-384,48,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,NDCG-384,24,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,NDCG-1536,384,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,NDCG-1536,48,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,NDCG-1536,24,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,Max Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,Max Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,Max Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,Mean Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,Mean Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
LSTM,LSTM,Mean Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
LSTM,ProtBert-BFD,NDCG,384,1511,0,489,75.55,0.0,24.45
LSTM,ProtBert-BFD,NDCG,48,1119,0,881,55.95,0.0,44.05
LSTM,ProtBert-BFD,NDCG,24,1176,2,822,58.8,0.1,41.099999999999994
LSTM,ProtBert-BFD,NDCG-384,384,1410,0,590,70.5,0.0,29.5
LSTM,ProtBert-BFD,NDCG-384,48,1103,0,897,55.15,0.0,44.85
LSTM,ProtBert-BFD,NDCG-384,24,1138,2,860,56.89999999999999,0.1,43.0
LSTM,ProtBert-BFD,NDCG-1536,384,1193,0,807,59.650000000000006,0.0,40.35
LSTM,ProtBert-BFD,NDCG-1536,48,1117,0,883,55.85,0.0,44.15
LSTM,ProtBert-BFD,NDCG-1536,24,1136,2,862,56.8,0.1,43.1
LSTM,ProtBert-BFD,Max Fitness Achieved,384,773,444,783,38.65,22.2,39.15
LSTM,ProtBert-BFD,Max Fitness Achieved,48,845,162,993,42.25,8.1,49.65
LSTM,ProtBert-BFD,Max Fitness Achieved,24,845,154,1001,42.25,7.7,50.05
LSTM,ProtBert-BFD,Mean Fitness Achieved,384,1470,0,530,73.5,0.0,26.5
LSTM,ProtBert-BFD,Mean Fitness Achieved,48,1060,0,940,53.0,0.0,47.0
LSTM,ProtBert-BFD,Mean Fitness Achieved,24,1113,2,885,55.65,0.1,44.25
LSTM,ESM1b,NDCG,384,710,0,1290,35.5,0.0,64.5
LSTM,ESM1b,NDCG,48,913,0,1087,45.65,0.0,54.35
LSTM,ESM1b,NDCG,24,1046,1,953,52.300000000000004,0.05,47.65
LSTM,ESM1b,NDCG-384,384,750,0,1250,37.5,0.0,62.5
LSTM,ESM1b,NDCG-384,48,913,0,1087,45.65,0.0,54.35
LSTM,ESM1b,NDCG-384,24,1044,1,955,52.2,0.05,47.75
LSTM,ESM1b,NDCG-1536,384,587,0,1413,29.349999999999998,0.0,70.65
LSTM,ESM1b,NDCG-1536,48,945,0,1055,47.25,0.0,52.75
LSTM,ESM1b,NDCG-1536,24,1053,1,946,52.65,0.05,47.3
LSTM,ESM1b,Max Fitness Achieved,384,629,479,892,31.45,23.95,44.6
LSTM,ESM1b,Max Fitness Achieved,48,780,171,1049,39.0,8.55,52.449999999999996
LSTM,ESM1b,Max Fitness Achieved,24,811,168,1021,40.550000000000004,8.4,51.05
LSTM,ESM1b,Mean Fitness Achieved,384,905,0,1095,45.25,0.0,54.75
LSTM,ESM1b,Mean Fitness Achieved,48,951,0,1049,47.55,0.0,52.449999999999996
LSTM,ESM1b,Mean Fitness Achieved,24,1022,1,977,51.1,0.05,48.85
LSTM,MSA Transformer,NDCG,384,995,0,1005,49.75,0.0,50.24999999999999
LSTM,MSA Transformer,NDCG,48,632,0,1368,31.6,0.0,68.4
LSTM,MSA Transformer,NDCG,24,704,1,1295,35.199999999999996,0.05,64.75
LSTM,MSA Transformer,NDCG-384,384,726,0,1274,36.3,0.0,63.7
LSTM,MSA Transformer,NDCG-384,48,718,0,1282,35.9,0.0,64.1
LSTM,MSA Transformer,NDCG-384,24,785,1,1214,39.25,0.05,60.699999999999996
LSTM,MSA Transformer,NDCG-1536,384,819,0,1181,40.949999999999996,0.0,59.050000000000004
LSTM,MSA Transformer,NDCG-1536,48,718,0,1282,35.9,0.0,64.1
LSTM,MSA Transformer,NDCG-1536,24,769,1,1230,38.45,0.05,61.5
LSTM,MSA Transformer,Max Fitness Achieved,384,407,271,1322,20.349999999999998,13.55,66.10000000000001
LSTM,MSA Transformer,Max Fitness Achieved,48,602,111,1287,30.099999999999998,5.55,64.35
LSTM,MSA Transformer,Max Fitness Achieved,24,629,92,1279,31.45,4.6,63.949999999999996
LSTM,MSA Transformer,Mean Fitness Achieved,384,720,0,1280,36.0,0.0,64.0
LSTM,MSA Transformer,Mean Fitness Achieved,48,746,0,1254,37.3,0.0,62.7
LSTM,MSA Transformer,Mean Fitness Achieved,24,785,1,1214,39.25,0.05,60.699999999999996
ProtBert-BFD,OneHot,NDCG,384,1909,0,91,95.45,0.0,4.55
ProtBert-BFD,OneHot,NDCG,48,1246,0,754,62.3,0.0,37.7
ProtBert-BFD,OneHot,NDCG,24,1082,1,917,54.1,0.05,45.85
ProtBert-BFD,OneHot,NDCG-384,384,1492,0,508,74.6,0.0,25.4
ProtBert-BFD,OneHot,NDCG-384,48,1119,0,881,55.95,0.0,44.05
ProtBert-BFD,OneHot,NDCG-384,24,1076,1,923,53.800000000000004,0.05,46.150000000000006
ProtBert-BFD,OneHot,NDCG-1536,384,1864,0,136,93.2,0.0,6.800000000000001
ProtBert-BFD,OneHot,NDCG-1536,48,1108,0,892,55.400000000000006,0.0,44.6
ProtBert-BFD,OneHot,NDCG-1536,24,1046,1,953,52.300000000000004,0.05,47.65
ProtBert-BFD,OneHot,Max Fitness Achieved,384,693,368,939,34.65,18.4,46.949999999999996
ProtBert-BFD,OneHot,Max Fitness Achieved,48,928,220,852,46.400000000000006,11.0,42.6
ProtBert-BFD,OneHot,Max Fitness Achieved,24,907,219,874,45.35,10.95,43.7
ProtBert-BFD,OneHot,Mean Fitness Achieved,384,1031,0,969,51.55,0.0,48.449999999999996
ProtBert-BFD,OneHot,Mean Fitness Achieved,48,993,0,1007,49.65,0.0,50.349999999999994
ProtBert-BFD,OneHot,Mean Fitness Achieved,24,993,1,1006,49.65,0.05,50.3
ProtBert-BFD,Georgiev,NDCG,384,1291,0,709,64.55,0.0,35.449999999999996
ProtBert-BFD,Georgiev,NDCG,48,938,0,1062,46.9,0.0,53.1
ProtBert-BFD,Georgiev,NDCG,24,922,7,1071,46.1,0.35000000000000003,53.55
ProtBert-BFD,Georgiev,NDCG-384,384,816,0,1184,40.8,0.0,59.199999999999996
ProtBert-BFD,Georgiev,NDCG-384,48,792,0,1208,39.6,0.0,60.4
ProtBert-BFD,Georgiev,NDCG-384,24,857,7,1136,42.85,0.35000000000000003,56.8
ProtBert-BFD,Georgiev,NDCG-1536,384,1305,0,695,65.25,0.0,34.75
ProtBert-BFD,Georgiev,NDCG-1536,48,834,0,1166,41.699999999999996,0.0,58.3
ProtBert-BFD,Georgiev,NDCG-1536,24,836,7,1157,41.8,0.35000000000000003,57.85
ProtBert-BFD,Georgiev,Max Fitness Achieved,384,464,381,1155,23.200000000000003,19.05,57.75
ProtBert-BFD,Georgiev,Max Fitness Achieved,48,733,276,991,36.65,13.8,49.55
ProtBert-BFD,Georgiev,Max Fitness Achieved,24,785,238,977,39.25,11.899999999999999,48.85
ProtBert-BFD,Georgiev,Mean Fitness Achieved,384,610,0,1390,30.5,0.0,69.5
ProtBert-BFD,Georgiev,Mean Fitness Achieved,48,761,0,1239,38.05,0.0,61.95
ProtBert-BFD,Georgiev,Mean Fitness Achieved,24,825,7,1168,41.25,0.35000000000000003,58.4
ProtBert-BFD,Bepler,NDCG,384,1760,0,240,88.0,0.0,12.0
ProtBert-BFD,Bepler,NDCG,48,1151,0,849,57.550000000000004,0.0,42.449999999999996
ProtBert-BFD,Bepler,NDCG,24,956,5,1039,47.8,0.25,51.949999999999996
ProtBert-BFD,Bepler,NDCG-384,384,1466,0,534,73.3,0.0,26.700000000000003
ProtBert-BFD,Bepler,NDCG-384,48,1172,0,828,58.599999999999994,0.0,41.4
ProtBert-BFD,Bepler,NDCG-384,24,1003,5,992,50.14999999999999,0.25,49.6
ProtBert-BFD,Bepler,NDCG-1536,384,1703,0,297,85.15,0.0,14.85
ProtBert-BFD,Bepler,NDCG-1536,48,1146,0,854,57.3,0.0,42.699999999999996
ProtBert-BFD,Bepler,NDCG-1536,24,981,5,1014,49.05,0.25,50.7
ProtBert-BFD,Bepler,Max Fitness Achieved,384,1089,340,571,54.449999999999996,17.0,28.549999999999997
ProtBert-BFD,Bepler,Max Fitness Achieved,48,1128,114,758,56.39999999999999,5.7,37.9
ProtBert-BFD,Bepler,Max Fitness Achieved,24,1077,82,841,53.849999999999994,4.1000000000000005,42.05
ProtBert-BFD,Bepler,Mean Fitness Achieved,384,1226,0,774,61.3,0.0,38.7
ProtBert-BFD,Bepler,Mean Fitness Achieved,48,1148,0,852,57.4,0.0,42.6
ProtBert-BFD,Bepler,Mean Fitness Achieved,24,1050,5,945,52.5,0.25,47.25
ProtBert-BFD,ResNet,NDCG,384,1689,0,311,84.45,0.0,15.55
ProtBert-BFD,ResNet,NDCG,48,1238,0,762,61.9,0.0,38.1
ProtBert-BFD,ResNet,NDCG,24,1070,5,925,53.5,0.25,46.25
ProtBert-BFD,ResNet,NDCG-384,384,1017,0,983,50.849999999999994,0.0,49.15
ProtBert-BFD,ResNet,NDCG-384,48,1057,0,943,52.849999999999994,0.0,47.15
ProtBert-BFD,ResNet,NDCG-384,24,939,5,1056,46.949999999999996,0.25,52.800000000000004
ProtBert-BFD,ResNet,NDCG-1536,384,1544,0,456,77.2,0.0,22.8
ProtBert-BFD,ResNet,NDCG-1536,48,1094,0,906,54.7,0.0,45.300000000000004
ProtBert-BFD,ResNet,NDCG-1536,24,982,5,1013,49.1,0.25,50.64999999999999
ProtBert-BFD,ResNet,Max Fitness Achieved,384,767,256,977,38.35,12.8,48.85
ProtBert-BFD,ResNet,Max Fitness Achieved,48,960,113,927,48.0,5.65,46.35
ProtBert-BFD,ResNet,Max Fitness Achieved,24,956,77,967,47.8,3.85,48.35
ProtBert-BFD,ResNet,Mean Fitness Achieved,384,824,0,1176,41.199999999999996,0.0,58.8
ProtBert-BFD,ResNet,Mean Fitness Achieved,48,962,0,1038,48.1,0.0,51.9
ProtBert-BFD,ResNet,Mean Fitness Achieved,24,898,5,1097,44.9,0.25,54.85
ProtBert-BFD,UniRep,NDCG,384,1177,0,823,58.85,0.0,41.15
ProtBert-BFD,UniRep,NDCG,48,950,0,1050,47.5,0.0,52.5
ProtBert-BFD,UniRep,NDCG,24,991,2,1007,49.55,0.1,50.349999999999994
ProtBert-BFD,UniRep,NDCG-384,384,1257,0,743,62.849999999999994,0.0,37.15
ProtBert-BFD,UniRep,NDCG-384,48,1101,0,899,55.05,0.0,44.95
ProtBert-BFD,UniRep,NDCG-384,24,1093,2,905,54.65,0.1,45.25
ProtBert-BFD,UniRep,NDCG-1536,384,1356,0,644,67.80000000000001,0.0,32.2
ProtBert-BFD,UniRep,NDCG-1536,48,1043,0,957,52.15,0.0,47.85
ProtBert-BFD,UniRep,NDCG-1536,24,1053,2,945,52.65,0.1,47.25
ProtBert-BFD,UniRep,Max Fitness Achieved,384,1047,375,578,52.349999999999994,18.75,28.9
ProtBert-BFD,UniRep,Max Fitness Achieved,48,938,218,844,46.9,10.9,42.199999999999996
ProtBert-BFD,UniRep,Max Fitness Achieved,24,945,226,829,47.25,11.3,41.449999999999996
ProtBert-BFD,UniRep,Mean Fitness Achieved,384,1148,0,852,57.4,0.0,42.6
ProtBert-BFD,UniRep,Mean Fitness Achieved,48,1078,0,922,53.900000000000006,0.0,46.1
ProtBert-BFD,UniRep,Mean Fitness Achieved,24,1066,2,932,53.300000000000004,0.1,46.6
ProtBert-BFD,TAPE-Transformer,NDCG,384,797,0,1203,39.85,0.0,60.150000000000006
ProtBert-BFD,TAPE-Transformer,NDCG,48,510,0,1490,25.5,0.0,74.5
ProtBert-BFD,TAPE-Transformer,NDCG,24,672,4,1324,33.6,0.2,66.2
ProtBert-BFD,TAPE-Transformer,NDCG-384,384,602,0,1398,30.099999999999998,0.0,69.89999999999999
ProtBert-BFD,TAPE-Transformer,NDCG-384,48,646,0,1354,32.300000000000004,0.0,67.7
ProtBert-BFD,TAPE-Transformer,NDCG-384,24,747,4,1249,37.35,0.2,62.45
ProtBert-BFD,TAPE-Transformer,NDCG-1536,384,945,0,1055,47.25,0.0,52.75
ProtBert-BFD,TAPE-Transformer,NDCG-1536,48,588,0,1412,29.4,0.0,70.6
ProtBert-BFD,TAPE-Transformer,NDCG-1536,24,736,4,1260,36.8,0.2,63.0
ProtBert-BFD,TAPE-Transformer,Max Fitness Achieved,384,483,459,1058,24.15,22.95,52.900000000000006
ProtBert-BFD,TAPE-Transformer,Max Fitness Achieved,48,802,172,1026,40.1,8.6,51.300000000000004
ProtBert-BFD,TAPE-Transformer,Max Fitness Achieved,24,900,113,987,45.0,5.65,49.35
ProtBert-BFD,TAPE-Transformer,Mean Fitness Achieved,384,539,0,1461,26.950000000000003,0.0,73.05
ProtBert-BFD,TAPE-Transformer,Mean Fitness Achieved,48,787,0,1213,39.35,0.0,60.650000000000006
ProtBert-BFD,TAPE-Transformer,Mean Fitness Achieved,24,844,4,1152,42.199999999999996,0.2,57.599999999999994
ProtBert-BFD,LSTM,NDCG,384,489,0,1511,24.45,0.0,75.55
ProtBert-BFD,LSTM,NDCG,48,881,0,1119,44.05,0.0,55.95
ProtBert-BFD,LSTM,NDCG,24,822,2,1176,41.099999999999994,0.1,58.8
ProtBert-BFD,LSTM,NDCG-384,384,590,0,1410,29.5,0.0,70.5
ProtBert-BFD,LSTM,NDCG-384,48,897,0,1103,44.85,0.0,55.15
ProtBert-BFD,LSTM,NDCG-384,24,860,2,1138,43.0,0.1,56.89999999999999
ProtBert-BFD,LSTM,NDCG-1536,384,807,0,1193,40.35,0.0,59.650000000000006
ProtBert-BFD,LSTM,NDCG-1536,48,883,0,1117,44.15,0.0,55.85
ProtBert-BFD,LSTM,NDCG-1536,24,862,2,1136,43.1,0.1,56.8
ProtBert-BFD,LSTM,Max Fitness Achieved,384,783,444,773,39.15,22.2,38.65
ProtBert-BFD,LSTM,Max Fitness Achieved,48,993,162,845,49.65,8.1,42.25
ProtBert-BFD,LSTM,Max Fitness Achieved,24,1001,154,845,50.05,7.7,42.25
ProtBert-BFD,LSTM,Mean Fitness Achieved,384,530,0,1470,26.5,0.0,73.5
ProtBert-BFD,LSTM,Mean Fitness Achieved,48,940,0,1060,47.0,0.0,53.0
ProtBert-BFD,LSTM,Mean Fitness Achieved,24,885,2,1113,44.25,0.1,55.65
ProtBert-BFD,ProtBert-BFD,NDCG,384,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,NDCG,48,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,NDCG,24,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,NDCG-384,384,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,NDCG-384,48,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,NDCG-384,24,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,NDCG-1536,384,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,NDCG-1536,48,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,NDCG-1536,24,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,Max Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,Max Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,Max Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,Mean Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,Mean Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ProtBert-BFD,Mean Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
ProtBert-BFD,ESM1b,NDCG,384,204,0,1796,10.2,0.0,89.8
ProtBert-BFD,ESM1b,NDCG,48,810,0,1190,40.5,0.0,59.5
ProtBert-BFD,ESM1b,NDCG,24,854,3,1143,42.699999999999996,0.15,57.15
ProtBert-BFD,ESM1b,NDCG-384,384,205,0,1795,10.25,0.0,89.75
ProtBert-BFD,ESM1b,NDCG-384,48,864,0,1136,43.2,0.0,56.8
ProtBert-BFD,ESM1b,NDCG-384,24,894,3,1103,44.7,0.15,55.15
ProtBert-BFD,ESM1b,NDCG-1536,384,302,0,1698,15.1,0.0,84.89999999999999
ProtBert-BFD,ESM1b,NDCG-1536,48,840,0,1160,42.0,0.0,57.99999999999999
ProtBert-BFD,ESM1b,NDCG-1536,24,881,3,1116,44.05,0.15,55.800000000000004
ProtBert-BFD,ESM1b,Max Fitness Achieved,384,448,783,769,22.400000000000002,39.15,38.45
ProtBert-BFD,ESM1b,Max Fitness Achieved,48,793,311,896,39.65,15.55,44.800000000000004
ProtBert-BFD,ESM1b,Max Fitness Achieved,24,843,284,873,42.15,14.2,43.65
ProtBert-BFD,ESM1b,Mean Fitness Achieved,384,239,0,1761,11.95,0.0,88.05
ProtBert-BFD,ESM1b,Mean Fitness Achieved,48,853,0,1147,42.65,0.0,57.35
ProtBert-BFD,ESM1b,Mean Fitness Achieved,24,923,3,1074,46.150000000000006,0.15,53.7
ProtBert-BFD,MSA Transformer,NDCG,384,547,0,1453,27.35,0.0,72.65
ProtBert-BFD,MSA Transformer,NDCG,48,481,0,1519,24.05,0.0,75.94999999999999
ProtBert-BFD,MSA Transformer,NDCG,24,568,2,1430,28.4,0.1,71.5
ProtBert-BFD,MSA Transformer,NDCG-384,384,413,0,1587,20.65,0.0,79.35
ProtBert-BFD,MSA Transformer,NDCG-384,48,617,0,1383,30.85,0.0,69.15
ProtBert-BFD,MSA Transformer,NDCG-384,24,627,2,1371,31.35,0.1,68.55
ProtBert-BFD,MSA Transformer,NDCG-1536,384,621,0,1379,31.05,0.0,68.95
ProtBert-BFD,MSA Transformer,NDCG-1536,48,618,0,1382,30.9,0.0,69.1
ProtBert-BFD,MSA Transformer,NDCG-1536,24,626,2,1372,31.3,0.1,68.60000000000001
ProtBert-BFD,MSA Transformer,Max Fitness Achieved,384,391,335,1274,19.55,16.75,63.7
ProtBert-BFD,MSA Transformer,Max Fitness Achieved,48,611,193,1196,30.55,9.65,59.8
ProtBert-BFD,MSA Transformer,Max Fitness Achieved,24,622,150,1228,31.1,7.5,61.4
ProtBert-BFD,MSA Transformer,Mean Fitness Achieved,384,378,0,1622,18.9,0.0,81.10000000000001
ProtBert-BFD,MSA Transformer,Mean Fitness Achieved,48,658,0,1342,32.9,0.0,67.10000000000001
ProtBert-BFD,MSA Transformer,Mean Fitness Achieved,24,641,2,1357,32.05,0.1,67.85
ESM1b,OneHot,NDCG,384,1975,0,25,98.75,0.0,1.25
ESM1b,OneHot,NDCG,48,1415,0,585,70.75,0.0,29.25
ESM1b,OneHot,NDCG,24,1205,0,795,60.25,0.0,39.75
ESM1b,OneHot,NDCG-384,384,1782,0,218,89.1,0.0,10.9
ESM1b,OneHot,NDCG-384,48,1253,0,747,62.64999999999999,0.0,37.35
ESM1b,OneHot,NDCG-384,24,1106,0,894,55.300000000000004,0.0,44.7
ESM1b,OneHot,NDCG-1536,384,1921,0,79,96.05,0.0,3.95
ESM1b,OneHot,NDCG-1536,48,1258,0,742,62.9,0.0,37.1
ESM1b,OneHot,NDCG-1536,24,1145,0,855,57.25,0.0,42.75
ESM1b,OneHot,Max Fitness Achieved,384,785,391,824,39.25,19.55,41.199999999999996
ESM1b,OneHot,Max Fitness Achieved,48,960,240,800,48.0,12.0,40.0
ESM1b,OneHot,Max Fitness Achieved,24,922,245,833,46.1,12.25,41.65
ESM1b,OneHot,Mean Fitness Achieved,384,1535,0,465,76.75,0.0,23.25
ESM1b,OneHot,Mean Fitness Achieved,48,1131,0,869,56.55,0.0,43.45
ESM1b,OneHot,Mean Fitness Achieved,24,1039,0,961,51.949999999999996,0.0,48.05
ESM1b,Georgiev,NDCG,384,1767,0,233,88.35,0.0,11.65
ESM1b,Georgiev,NDCG,48,1120,0,880,56.00000000000001,0.0,44.0
ESM1b,Georgiev,NDCG,24,1039,1,960,51.949999999999996,0.05,48.0
ESM1b,Georgiev,NDCG-384,384,1390,0,610,69.5,0.0,30.5
ESM1b,Georgiev,NDCG-384,48,949,0,1051,47.449999999999996,0.0,52.55
ESM1b,Georgiev,NDCG-384,24,941,1,1058,47.05,0.05,52.900000000000006
ESM1b,Georgiev,NDCG-1536,384,1652,0,348,82.6,0.0,17.4
ESM1b,Georgiev,NDCG-1536,48,1001,0,999,50.05,0.0,49.95
ESM1b,Georgiev,NDCG-1536,24,946,1,1053,47.3,0.05,52.65
ESM1b,Georgiev,Max Fitness Achieved,384,545,418,1037,27.250000000000004,20.9,51.849999999999994
ESM1b,Georgiev,Max Fitness Achieved,48,803,253,944,40.150000000000006,12.65,47.199999999999996
ESM1b,Georgiev,Max Fitness Achieved,24,793,271,936,39.65,13.55,46.800000000000004
ESM1b,Georgiev,Mean Fitness Achieved,384,1159,0,841,57.95,0.0,42.05
ESM1b,Georgiev,Mean Fitness Achieved,48,920,0,1080,46.0,0.0,54.0
ESM1b,Georgiev,Mean Fitness Achieved,24,900,1,1099,45.0,0.05,54.949999999999996
ESM1b,Bepler,NDCG,384,1938,0,62,96.89999999999999,0.0,3.1
ESM1b,Bepler,NDCG,48,1292,0,708,64.60000000000001,0.0,35.4
ESM1b,Bepler,NDCG,24,1066,2,932,53.300000000000004,0.1,46.6
ESM1b,Bepler,NDCG-384,384,1835,0,165,91.75,0.0,8.25
ESM1b,Bepler,NDCG-384,48,1283,0,717,64.14999999999999,0.0,35.85
ESM1b,Bepler,NDCG-384,24,1084,2,914,54.2,0.1,45.7
ESM1b,Bepler,NDCG-1536,384,1860,0,140,93.0,0.0,7.000000000000001
ESM1b,Bepler,NDCG-1536,48,1249,0,751,62.45,0.0,37.55
ESM1b,Bepler,NDCG-1536,24,1060,2,938,53.0,0.1,46.9
ESM1b,Bepler,Max Fitness Achieved,384,1204,326,470,60.199999999999996,16.3,23.5
ESM1b,Bepler,Max Fitness Achieved,48,1189,109,702,59.45,5.45,35.099999999999994
ESM1b,Bepler,Max Fitness Achieved,24,1091,99,810,54.55,4.95,40.5
ESM1b,Bepler,Mean Fitness Achieved,384,1711,0,289,85.55,0.0,14.45
ESM1b,Bepler,Mean Fitness Achieved,48,1285,0,715,64.25,0.0,35.75
ESM1b,Bepler,Mean Fitness Achieved,24,1105,2,893,55.25,0.1,44.65
ESM1b,ResNet,NDCG,384,1920,0,80,96.0,0.0,4.0
ESM1b,ResNet,NDCG,48,1363,0,637,68.15,0.0,31.85
ESM1b,ResNet,NDCG,24,1133,2,865,56.65,0.1,43.25
ESM1b,ResNet,NDCG-384,384,1536,0,464,76.8,0.0,23.200000000000003
ESM1b,ResNet,NDCG-384,48,1148,0,852,57.4,0.0,42.6
ESM1b,ResNet,NDCG-384,24,1004,2,994,50.2,0.1,49.7
ESM1b,ResNet,NDCG-1536,384,1780,0,220,89.0,0.0,11.0
ESM1b,ResNet,NDCG-1536,48,1223,0,777,61.150000000000006,0.0,38.85
ESM1b,ResNet,NDCG-1536,24,1057,2,941,52.849999999999994,0.1,47.05
ESM1b,ResNet,Max Fitness Achieved,384,887,234,879,44.35,11.700000000000001,43.95
ESM1b,ResNet,Max Fitness Achieved,48,1018,112,870,50.9,5.6000000000000005,43.5
ESM1b,ResNet,Max Fitness Achieved,24,995,89,916,49.75,4.45,45.800000000000004
ESM1b,ResNet,Mean Fitness Achieved,384,1327,0,673,66.35,0.0,33.650000000000006
ESM1b,ResNet,Mean Fitness Achieved,48,1073,0,927,53.65,0.0,46.35
ESM1b,ResNet,Mean Fitness Achieved,24,978,2,1020,48.9,0.1,51.0
ESM1b,UniRep,NDCG,384,1755,0,245,87.75,0.0,12.25
ESM1b,UniRep,NDCG,48,1148,0,852,57.4,0.0,42.6
ESM1b,UniRep,NDCG,24,1104,2,894,55.2,0.1,44.7
ESM1b,UniRep,NDCG-384,384,1756,0,244,87.8,0.0,12.2
ESM1b,UniRep,NDCG-384,48,1209,0,791,60.45,0.0,39.550000000000004
ESM1b,UniRep,NDCG-384,24,1182,2,816,59.099999999999994,0.1,40.8
ESM1b,UniRep,NDCG-1536,384,1745,0,255,87.25,0.0,12.75
ESM1b,UniRep,NDCG-1536,48,1139,0,861,56.95,0.0,43.05
ESM1b,UniRep,NDCG-1536,24,1115,2,883,55.75,0.1,44.15
ESM1b,UniRep,Max Fitness Achieved,384,1184,385,431,59.199999999999996,19.25,21.55
ESM1b,UniRep,Max Fitness Achieved,48,1007,248,745,50.349999999999994,12.4,37.25
ESM1b,UniRep,Max Fitness Achieved,24,961,238,801,48.05,11.899999999999999,40.050000000000004
ESM1b,UniRep,Mean Fitness Achieved,384,1695,0,305,84.75,0.0,15.25
ESM1b,UniRep,Mean Fitness Achieved,48,1219,0,781,60.95,0.0,39.050000000000004
ESM1b,UniRep,Mean Fitness Achieved,24,1130,2,868,56.49999999999999,0.1,43.4
ESM1b,TAPE-Transformer,NDCG,384,1619,0,381,80.95,0.0,19.05
ESM1b,TAPE-Transformer,NDCG,48,655,0,1345,32.75,0.0,67.25
ESM1b,TAPE-Transformer,NDCG,24,764,3,1233,38.2,0.15,61.650000000000006
ESM1b,TAPE-Transformer,NDCG-384,384,1316,0,684,65.8,0.0,34.2
ESM1b,TAPE-Transformer,NDCG-384,48,749,0,1251,37.45,0.0,62.55
ESM1b,TAPE-Transformer,NDCG-384,24,872,3,1125,43.6,0.15,56.25
ESM1b,TAPE-Transformer,NDCG-1536,384,1542,0,458,77.10000000000001,0.0,22.900000000000002
ESM1b,TAPE-Transformer,NDCG-1536,48,701,0,1299,35.05,0.0,64.95
ESM1b,TAPE-Transformer,NDCG-1536,24,824,3,1173,41.199999999999996,0.15,58.650000000000006
ESM1b,TAPE-Transformer,Max Fitness Achieved,384,591,419,990,29.549999999999997,20.95,49.5
ESM1b,TAPE-Transformer,Max Fitness Achieved,48,863,144,993,43.15,7.199999999999999,49.65
ESM1b,TAPE-Transformer,Max Fitness Achieved,24,949,112,939,47.449999999999996,5.6000000000000005,46.949999999999996
ESM1b,TAPE-Transformer,Mean Fitness Achieved,384,1169,0,831,58.45,0.0,41.55
ESM1b,TAPE-Transformer,Mean Fitness Achieved,48,865,0,1135,43.25,0.0,56.75
ESM1b,TAPE-Transformer,Mean Fitness Achieved,24,933,3,1064,46.650000000000006,0.15,53.2
ESM1b,LSTM,NDCG,384,1290,0,710,64.5,0.0,35.5
ESM1b,LSTM,NDCG,48,1087,0,913,54.35,0.0,45.65
ESM1b,LSTM,NDCG,24,953,1,1046,47.65,0.05,52.300000000000004
ESM1b,LSTM,NDCG-384,384,1250,0,750,62.5,0.0,37.5
ESM1b,LSTM,NDCG-384,48,1087,0,913,54.35,0.0,45.65
ESM1b,LSTM,NDCG-384,24,955,1,1044,47.75,0.05,52.2
ESM1b,LSTM,NDCG-1536,384,1413,0,587,70.65,0.0,29.349999999999998
ESM1b,LSTM,NDCG-1536,48,1055,0,945,52.75,0.0,47.25
ESM1b,LSTM,NDCG-1536,24,946,1,1053,47.3,0.05,52.65
ESM1b,LSTM,Max Fitness Achieved,384,892,479,629,44.6,23.95,31.45
ESM1b,LSTM,Max Fitness Achieved,48,1049,171,780,52.449999999999996,8.55,39.0
ESM1b,LSTM,Max Fitness Achieved,24,1021,168,811,51.05,8.4,40.550000000000004
ESM1b,LSTM,Mean Fitness Achieved,384,1095,0,905,54.75,0.0,45.25
ESM1b,LSTM,Mean Fitness Achieved,48,1049,0,951,52.449999999999996,0.0,47.55
ESM1b,LSTM,Mean Fitness Achieved,24,977,1,1022,48.85,0.05,51.1
ESM1b,ProtBert-BFD,NDCG,384,1796,0,204,89.8,0.0,10.2
ESM1b,ProtBert-BFD,NDCG,48,1190,0,810,59.5,0.0,40.5
ESM1b,ProtBert-BFD,NDCG,24,1143,3,854,57.15,0.15,42.699999999999996
ESM1b,ProtBert-BFD,NDCG-384,384,1795,0,205,89.75,0.0,10.25
ESM1b,ProtBert-BFD,NDCG-384,48,1136,0,864,56.8,0.0,43.2
ESM1b,ProtBert-BFD,NDCG-384,24,1103,3,894,55.15,0.15,44.7
ESM1b,ProtBert-BFD,NDCG-1536,384,1698,0,302,84.89999999999999,0.0,15.1
ESM1b,ProtBert-BFD,NDCG-1536,48,1160,0,840,57.99999999999999,0.0,42.0
ESM1b,ProtBert-BFD,NDCG-1536,24,1116,3,881,55.800000000000004,0.15,44.05
ESM1b,ProtBert-BFD,Max Fitness Achieved,384,769,783,448,38.45,39.15,22.400000000000002
ESM1b,ProtBert-BFD,Max Fitness Achieved,48,896,311,793,44.800000000000004,15.55,39.65
ESM1b,ProtBert-BFD,Max Fitness Achieved,24,873,284,843,43.65,14.2,42.15
ESM1b,ProtBert-BFD,Mean Fitness Achieved,384,1761,0,239,88.05,0.0,11.95
ESM1b,ProtBert-BFD,Mean Fitness Achieved,48,1147,0,853,57.35,0.0,42.65
ESM1b,ProtBert-BFD,Mean Fitness Achieved,24,1074,3,923,53.7,0.15,46.150000000000006
ESM1b,ESM1b,NDCG,384,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,NDCG,48,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,NDCG,24,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,NDCG-384,384,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,NDCG-384,48,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,NDCG-384,24,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,NDCG-1536,384,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,NDCG-1536,48,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,NDCG-1536,24,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,Max Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,Max Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,Max Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,Mean Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,Mean Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
ESM1b,ESM1b,Mean Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
ESM1b,MSA Transformer,NDCG,384,1251,0,749,62.55,0.0,37.45
ESM1b,MSA Transformer,NDCG,48,656,0,1344,32.800000000000004,0.0,67.2
ESM1b,MSA Transformer,NDCG,24,660,2,1338,33.0,0.1,66.9
ESM1b,MSA Transformer,NDCG-384,384,939,0,1061,46.949999999999996,0.0,53.05
ESM1b,MSA Transformer,NDCG-384,48,725,0,1275,36.25,0.0,63.74999999999999
ESM1b,MSA Transformer,NDCG-384,24,723,2,1275,36.15,0.1,63.74999999999999
ESM1b,MSA Transformer,NDCG-1536,384,1189,0,811,59.45,0.0,40.550000000000004
ESM1b,MSA Transformer,NDCG-1536,48,729,0,1271,36.449999999999996,0.0,63.55
ESM1b,MSA Transformer,NDCG-1536,24,710,2,1288,35.5,0.1,64.4
ESM1b,MSA Transformer,Max Fitness Achieved,384,434,394,1172,21.7,19.7,58.599999999999994
ESM1b,MSA Transformer,Max Fitness Achieved,48,662,208,1130,33.1,10.4,56.49999999999999
ESM1b,MSA Transformer,Max Fitness Achieved,24,639,193,1168,31.95,9.65,58.4
ESM1b,MSA Transformer,Mean Fitness Achieved,384,826,0,1174,41.3,0.0,58.699999999999996
ESM1b,MSA Transformer,Mean Fitness Achieved,48,755,0,1245,37.75,0.0,62.25000000000001
ESM1b,MSA Transformer,Mean Fitness Achieved,24,733,2,1265,36.65,0.1,63.24999999999999
MSA Transformer,OneHot,NDCG,384,1957,0,43,97.85000000000001,0.0,2.15
MSA Transformer,OneHot,NDCG,48,1651,0,349,82.55,0.0,17.45
MSA Transformer,OneHot,NDCG,24,1497,0,503,74.85000000000001,0.0,25.15
MSA Transformer,OneHot,NDCG-384,384,1790,0,210,89.5,0.0,10.5
MSA Transformer,OneHot,NDCG-384,48,1432,0,568,71.6,0.0,28.4
MSA Transformer,OneHot,NDCG-384,24,1352,0,648,67.60000000000001,0.0,32.4
MSA Transformer,OneHot,NDCG-1536,384,1908,0,92,95.39999999999999,0.0,4.6
MSA Transformer,OneHot,NDCG-1536,48,1473,0,527,73.65,0.0,26.35
MSA Transformer,OneHot,NDCG-1536,24,1366,0,634,68.30000000000001,0.0,31.7
MSA Transformer,OneHot,Max Fitness Achieved,384,1135,335,530,56.75,16.75,26.5
MSA Transformer,OneHot,Max Fitness Achieved,48,1186,231,583,59.3,11.55,29.15
MSA Transformer,OneHot,Max Fitness Achieved,24,1169,216,615,58.45,10.8,30.75
MSA Transformer,OneHot,Mean Fitness Achieved,384,1630,0,370,81.5,0.0,18.5
MSA Transformer,OneHot,Mean Fitness Achieved,48,1331,0,669,66.55,0.0,33.45
MSA Transformer,OneHot,Mean Fitness Achieved,24,1287,0,713,64.35,0.0,35.65
MSA Transformer,Georgiev,NDCG,384,1604,0,396,80.2,0.0,19.8
MSA Transformer,Georgiev,NDCG,48,1419,0,581,70.95,0.0,29.049999999999997
MSA Transformer,Georgiev,NDCG,24,1356,5,639,67.80000000000001,0.25,31.95
MSA Transformer,Georgiev,NDCG-384,384,1403,0,597,70.15,0.0,29.849999999999998
MSA Transformer,Georgiev,NDCG-384,48,1217,0,783,60.85,0.0,39.15
MSA Transformer,Georgiev,NDCG-384,24,1198,5,797,59.9,0.25,39.85
MSA Transformer,Georgiev,NDCG-1536,384,1503,0,497,75.14999999999999,0.0,24.85
MSA Transformer,Georgiev,NDCG-1536,48,1228,0,772,61.4,0.0,38.6
MSA Transformer,Georgiev,NDCG-1536,24,1190,5,805,59.5,0.25,40.25
MSA Transformer,Georgiev,Max Fitness Achieved,384,883,401,716,44.15,20.05,35.8
MSA Transformer,Georgiev,Max Fitness Achieved,48,1026,268,706,51.300000000000004,13.4,35.3
MSA Transformer,Georgiev,Max Fitness Achieved,24,1056,233,711,52.800000000000004,11.65,35.55
MSA Transformer,Georgiev,Mean Fitness Achieved,384,1285,0,715,64.25,0.0,35.75
MSA Transformer,Georgiev,Mean Fitness Achieved,48,1150,0,850,57.49999999999999,0.0,42.5
MSA Transformer,Georgiev,Mean Fitness Achieved,24,1142,5,853,57.099999999999994,0.25,42.65
MSA Transformer,Bepler,NDCG,384,1887,0,113,94.35,0.0,5.65
MSA Transformer,Bepler,NDCG,48,1541,0,459,77.05,0.0,22.95
MSA Transformer,Bepler,NDCG,24,1380,1,619,69.0,0.05,30.95
MSA Transformer,Bepler,NDCG-384,384,1805,0,195,90.25,0.0,9.75
MSA Transformer,Bepler,NDCG-384,48,1454,0,546,72.7,0.0,27.3
MSA Transformer,Bepler,NDCG-384,24,1343,1,656,67.15,0.05,32.800000000000004
MSA Transformer,Bepler,NDCG-1536,384,1795,0,205,89.75,0.0,10.25
MSA Transformer,Bepler,NDCG-1536,48,1456,0,544,72.8,0.0,27.200000000000003
MSA Transformer,Bepler,NDCG-1536,24,1317,1,682,65.85,0.05,34.1
MSA Transformer,Bepler,Max Fitness Achieved,384,1503,221,276,75.14999999999999,11.05,13.8
MSA Transformer,Bepler,Max Fitness Achieved,48,1381,79,540,69.05,3.95,27.0
MSA Transformer,Bepler,Max Fitness Achieved,24,1332,67,601,66.60000000000001,3.35,30.049999999999997
MSA Transformer,Bepler,Mean Fitness Achieved,384,1772,0,228,88.6,0.0,11.4
MSA Transformer,Bepler,Mean Fitness Achieved,48,1453,0,547,72.65,0.0,27.35
MSA Transformer,Bepler,Mean Fitness Achieved,24,1330,1,669,66.5,0.05,33.45
MSA Transformer,ResNet,NDCG,384,1853,0,147,92.65,0.0,7.35
MSA Transformer,ResNet,NDCG,48,1579,0,421,78.95,0.0,21.05
MSA Transformer,ResNet,NDCG,24,1427,3,570,71.35000000000001,0.15,28.499999999999996
MSA Transformer,ResNet,NDCG-384,384,1650,0,350,82.5,0.0,17.5
MSA Transformer,ResNet,NDCG-384,48,1366,0,634,68.30000000000001,0.0,31.7
MSA Transformer,ResNet,NDCG-384,24,1276,3,721,63.800000000000004,0.15,36.05
MSA Transformer,ResNet,NDCG-1536,384,1731,0,269,86.55000000000001,0.0,13.450000000000001
MSA Transformer,ResNet,NDCG-1536,48,1428,0,572,71.39999999999999,0.0,28.599999999999998
MSA Transformer,ResNet,NDCG-1536,24,1301,3,696,65.05,0.15,34.8
MSA Transformer,ResNet,Max Fitness Achieved,384,1254,180,566,62.7,9.0,28.299999999999997
MSA Transformer,ResNet,Max Fitness Achieved,48,1256,83,661,62.8,4.15,33.050000000000004
MSA Transformer,ResNet,Max Fitness Achieved,24,1234,68,698,61.7,3.4000000000000004,34.9
MSA Transformer,ResNet,Mean Fitness Achieved,384,1526,0,474,76.3,0.0,23.7
MSA Transformer,ResNet,Mean Fitness Achieved,48,1291,0,709,64.55,0.0,35.449999999999996
MSA Transformer,ResNet,Mean Fitness Achieved,24,1219,3,778,60.95,0.15,38.9
MSA Transformer,UniRep,NDCG,384,1511,0,489,75.55,0.0,24.45
MSA Transformer,UniRep,NDCG,48,1421,0,579,71.05,0.0,28.95
MSA Transformer,UniRep,NDCG,24,1390,0,610,69.5,0.0,30.5
MSA Transformer,UniRep,NDCG-384,384,1740,0,260,87.0,0.0,13.0
MSA Transformer,UniRep,NDCG-384,48,1412,0,588,70.6,0.0,29.4
MSA Transformer,UniRep,NDCG-384,24,1389,0,611,69.45,0.0,30.55
MSA Transformer,UniRep,NDCG-1536,384,1585,0,415,79.25,0.0,20.75
MSA Transformer,UniRep,NDCG-1536,48,1390,0,610,69.5,0.0,30.5
MSA Transformer,UniRep,NDCG-1536,24,1387,0,613,69.35,0.0,30.65
MSA Transformer,UniRep,Max Fitness Achieved,384,1524,202,274,76.2,10.100000000000001,13.700000000000001
MSA Transformer,UniRep,Max Fitness Achieved,48,1244,151,605,62.2,7.55,30.25
MSA Transformer,UniRep,Max Fitness Achieved,24,1239,137,624,61.95,6.8500000000000005,31.2
MSA Transformer,UniRep,Mean Fitness Achieved,384,1750,0,250,87.5,0.0,12.5
MSA Transformer,UniRep,Mean Fitness Achieved,48,1385,0,615,69.25,0.0,30.75
MSA Transformer,UniRep,Mean Fitness Achieved,24,1330,0,670,66.5,0.0,33.5
MSA Transformer,TAPE-Transformer,NDCG,384,1310,0,690,65.5,0.0,34.5
MSA Transformer,TAPE-Transformer,NDCG,48,930,0,1070,46.5,0.0,53.5
MSA Transformer,TAPE-Transformer,NDCG,24,1026,3,971,51.300000000000004,0.15,48.55
MSA Transformer,TAPE-Transformer,NDCG-384,384,1333,0,667,66.64999999999999,0.0,33.35
MSA Transformer,TAPE-Transformer,NDCG-384,48,1012,0,988,50.6,0.0,49.4
MSA Transformer,TAPE-Transformer,NDCG-384,24,1089,3,908,54.449999999999996,0.15,45.4
MSA Transformer,TAPE-Transformer,NDCG-1536,384,1331,0,669,66.55,0.0,33.45
MSA Transformer,TAPE-Transformer,NDCG-1536,48,926,0,1074,46.300000000000004,0.0,53.7
MSA Transformer,TAPE-Transformer,NDCG-1536,24,1049,3,948,52.449999999999996,0.15,47.4
MSA Transformer,TAPE-Transformer,Max Fitness Achieved,384,1113,194,693,55.65,9.700000000000001,34.65
MSA Transformer,TAPE-Transformer,Max Fitness Achieved,48,1105,126,769,55.25,6.3,38.45
MSA Transformer,TAPE-Transformer,Max Fitness Achieved,24,1216,75,709,60.8,3.75,35.449999999999996
MSA Transformer,TAPE-Transformer,Mean Fitness Achieved,384,1323,0,677,66.14999999999999,0.0,33.85
MSA Transformer,TAPE-Transformer,Mean Fitness Achieved,48,1100,0,900,55.00000000000001,0.0,45.0
MSA Transformer,TAPE-Transformer,Mean Fitness Achieved,24,1153,3,844,57.65,0.15,42.199999999999996
MSA Transformer,LSTM,NDCG,384,1005,0,995,50.24999999999999,0.0,49.75
MSA Transformer,LSTM,NDCG,48,1368,0,632,68.4,0.0,31.6
MSA Transformer,LSTM,NDCG,24,1295,1,704,64.75,0.05,35.199999999999996
MSA Transformer,LSTM,NDCG-384,384,1274,0,726,63.7,0.0,36.3
MSA Transformer,LSTM,NDCG-384,48,1282,0,718,64.1,0.0,35.9
MSA Transformer,LSTM,NDCG-384,24,1214,1,785,60.699999999999996,0.05,39.25
MSA Transformer,LSTM,NDCG-1536,384,1181,0,819,59.050000000000004,0.0,40.949999999999996
MSA Transformer,LSTM,NDCG-1536,48,1282,0,718,64.1,0.0,35.9
MSA Transformer,LSTM,NDCG-1536,24,1230,1,769,61.5,0.05,38.45
MSA Transformer,LSTM,Max Fitness Achieved,384,1322,271,407,66.10000000000001,13.55,20.349999999999998
MSA Transformer,LSTM,Max Fitness Achieved,48,1287,111,602,64.35,5.55,30.099999999999998
MSA Transformer,LSTM,Max Fitness Achieved,24,1279,92,629,63.949999999999996,4.6,31.45
MSA Transformer,LSTM,Mean Fitness Achieved,384,1280,0,720,64.0,0.0,36.0
MSA Transformer,LSTM,Mean Fitness Achieved,48,1254,0,746,62.7,0.0,37.3
MSA Transformer,LSTM,Mean Fitness Achieved,24,1214,1,785,60.699999999999996,0.05,39.25
MSA Transformer,ProtBert-BFD,NDCG,384,1453,0,547,72.65,0.0,27.35
MSA Transformer,ProtBert-BFD,NDCG,48,1519,0,481,75.94999999999999,0.0,24.05
MSA Transformer,ProtBert-BFD,NDCG,24,1430,2,568,71.5,0.1,28.4
MSA Transformer,ProtBert-BFD,NDCG-384,384,1587,0,413,79.35,0.0,20.65
MSA Transformer,ProtBert-BFD,NDCG-384,48,1383,0,617,69.15,0.0,30.85
MSA Transformer,ProtBert-BFD,NDCG-384,24,1371,2,627,68.55,0.1,31.35
MSA Transformer,ProtBert-BFD,NDCG-1536,384,1379,0,621,68.95,0.0,31.05
MSA Transformer,ProtBert-BFD,NDCG-1536,48,1382,0,618,69.1,0.0,30.9
MSA Transformer,ProtBert-BFD,NDCG-1536,24,1372,2,626,68.60000000000001,0.1,31.3
MSA Transformer,ProtBert-BFD,Max Fitness Achieved,384,1274,335,391,63.7,16.75,19.55
MSA Transformer,ProtBert-BFD,Max Fitness Achieved,48,1196,193,611,59.8,9.65,30.55
MSA Transformer,ProtBert-BFD,Max Fitness Achieved,24,1228,150,622,61.4,7.5,31.1
MSA Transformer,ProtBert-BFD,Mean Fitness Achieved,384,1622,0,378,81.10000000000001,0.0,18.9
MSA Transformer,ProtBert-BFD,Mean Fitness Achieved,48,1342,0,658,67.10000000000001,0.0,32.9
MSA Transformer,ProtBert-BFD,Mean Fitness Achieved,24,1357,2,641,67.85,0.1,32.05
MSA Transformer,ESM1b,NDCG,384,749,0,1251,37.45,0.0,62.55
MSA Transformer,ESM1b,NDCG,48,1344,0,656,67.2,0.0,32.800000000000004
MSA Transformer,ESM1b,NDCG,24,1338,2,660,66.9,0.1,33.0
MSA Transformer,ESM1b,NDCG-384,384,1061,0,939,53.05,0.0,46.949999999999996
MSA Transformer,ESM1b,NDCG-384,48,1275,0,725,63.74999999999999,0.0,36.25
MSA Transformer,ESM1b,NDCG-384,24,1275,2,723,63.74999999999999,0.1,36.15
MSA Transformer,ESM1b,NDCG-1536,384,811,0,1189,40.550000000000004,0.0,59.45
MSA Transformer,ESM1b,NDCG-1536,48,1271,0,729,63.55,0.0,36.449999999999996
MSA Transformer,ESM1b,NDCG-1536,24,1288,2,710,64.4,0.1,35.5
MSA Transformer,ESM1b,Max Fitness Achieved,384,1172,394,434,58.599999999999994,19.7,21.7
MSA Transformer,ESM1b,Max Fitness Achieved,48,1130,208,662,56.49999999999999,10.4,33.1
MSA Transformer,ESM1b,Max Fitness Achieved,24,1168,193,639,58.4,9.65,31.95
MSA Transformer,ESM1b,Mean Fitness Achieved,384,1174,0,826,58.699999999999996,0.0,41.3
MSA Transformer,ESM1b,Mean Fitness Achieved,48,1245,0,755,62.25000000000001,0.0,37.75
MSA Transformer,ESM1b,Mean Fitness Achieved,24,1265,2,733,63.24999999999999,0.1,36.65
MSA Transformer,MSA Transformer,NDCG,384,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,NDCG,48,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,NDCG,24,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,NDCG-384,384,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,NDCG-384,48,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,NDCG-384,24,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,NDCG-1536,384,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,NDCG-1536,48,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,NDCG-1536,24,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,Max Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,Max Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,Max Fitness Achieved,24,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,Mean Fitness Achieved,384,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,Mean Fitness Achieved,48,0,2000,0,0.0,100.0,0.0
MSA Transformer,MSA Transformer,Mean Fitness Achieved,24,0,2000,0,0.0,100.0,0.0