arch,seed,train_key,eval_key,k,task_mean_auc,n_tasks mlc,1,c4bad817b40f45ac,001cfb73ad9e6d91,5,0.8775319462595327,36 mlc,1,c4bad817b40f45ac,15db0883bfe61b79,10,0.9075560819059814,36 mlc,1,c4bad817b40f45ac,4995df4d0dccc9ca,20,0.9301649501090553,36 mlc,1,c4bad817b40f45ac,ae7e2aa654f4652a,40,0.945885841605121,36 mlc,1,c4bad817b40f45ac,f9c6fe539475345f,80,0.9551747616115938,36 mlc,1,c4bad817b40f45ac,69dcd4a01c10e545,160,0.9591793531125914,36 mlc,1,c4bad817b40f45ac,b9a7ab73777cda81,320,0.9571970783527547,36 mlc,1,c4bad817b40f45ac,d36481703c477a6c,640,0.9521606349079204,36 mlc,2,f07bcad7d9f197d2,a4489f642f42d148,5,0.872171574744815,36 mlc,2,f07bcad7d9f197d2,5bcf62db16403897,10,0.9086409368791113,36 mlc,2,f07bcad7d9f197d2,6e00472f0751be89,20,0.9312480606441252,36 mlc,2,f07bcad7d9f197d2,06030b7f248b110b,40,0.9471417303490843,36 mlc,2,f07bcad7d9f197d2,e73cd521a99cc660,80,0.9555373488587343,36 mlc,2,f07bcad7d9f197d2,a214ea88d9e29caf,160,0.9585207712441548,36 mlc,2,f07bcad7d9f197d2,d14b5b3f36de69c2,320,0.9566840828529556,36 mlc,2,f07bcad7d9f197d2,54bbcc9c32f63469,640,0.953121438736403,36 mlc,42,c5b18a75a0db4994,d1d5c1ac067b50e3,5,0.87099515720842,36 mlc,42,c5b18a75a0db4994,ebe723ec80457f8e,10,0.9030189762594603,36 mlc,42,c5b18a75a0db4994,4c6d4b4c3b567356,20,0.931826206222492,36 mlc,42,c5b18a75a0db4994,dc328bd96699b1b5,40,0.9482266598228096,36 mlc,42,c5b18a75a0db4994,b1bf730a5a2c52aa,80,0.9548291547007284,36 mlc,42,c5b18a75a0db4994,ae6e66acff3468d0,160,0.9582596218090889,36 mlc,42,c5b18a75a0db4994,9a61a2d0b850c32e,320,0.9555894223321085,36 mlc,42,c5b18a75a0db4994,fee0926aa3197a46,640,0.953471619016533,36 tfa,1,8ff472709e89083f,d0f08553e15802d0,5,0.654694341922896,36 tfa,1,8ff472709e89083f,2de550b4bcf5eb44,10,0.68590339531149,36 tfa,1,8ff472709e89083f,2e3825a96a77e723,20,0.7329618955221573,36 tfa,1,8ff472709e89083f,42615081aa8fec6a,40,0.766535273552519,36 tfa,1,8ff472709e89083f,8cbfa7d4828db3c7,80,0.8054898811110758,36 tfa,1,8ff472709e89083f,50788383a841f5d7,160,0.8308899319334094,36 tfa,1,8ff472709e89083f,cb63772b5f836643,320,0.8509171463429199,36 tfa,1,8ff472709e89083f,3a616d9c774a441b,640,0.8690432217566924,36 tfa,2,0679d79278d95663,7a19493004339e32,5,0.717021740158813,36 tfa,2,0679d79278d95663,84462cdfbe6beeac,10,0.7527163021300164,36 tfa,2,0679d79278d95663,7a059284343139c0,20,0.777405807969241,36 tfa,2,0679d79278d95663,dd09298bf6aae91a,40,0.8101108236950743,36 tfa,2,0679d79278d95663,d65327831cd3365f,80,0.8353823953646777,36 tfa,2,0679d79278d95663,430d0d4709af10d1,160,0.859013096131773,36 tfa,2,0679d79278d95663,db58d3b322c16998,320,0.876407266427061,36 tfa,2,0679d79278d95663,0cc2fe804ef42f99,640,0.8877846399459108,36 tfa,42,61da0670ea629ca4,361d94c2a6fbb5a8,5,0.6394385434540044,36 tfa,42,61da0670ea629ca4,3840df15b90af032,10,0.6574410393388669,36 tfa,42,61da0670ea629ca4,6f0bff8ffd00c682,20,0.6895857211775263,36 tfa,42,61da0670ea629ca4,4effd1e9ef50da36,40,0.7328324740610523,36 tfa,42,61da0670ea629ca4,8c5ee59bc370a77f,80,0.7744105684553356,36 tfa,42,61da0670ea629ca4,7facf014ca4037ae,160,0.8087897070470907,36 tfa,42,61da0670ea629ca4,cbb1f99c7b77e36a,320,0.8314667889822711,36 tfa,42,61da0670ea629ca4,39d412e806467f82,640,0.8532574071908354,36 topk_sae,1,05363678579ff7cf,6fe7a53af6d9db15,5,0.8488855111338421,36 topk_sae,1,05363678579ff7cf,4c125d39ea6ceec4,10,0.8807916627562926,36 topk_sae,1,05363678579ff7cf,0990842d70d275c8,20,0.9106946790731202,36 topk_sae,1,05363678579ff7cf,d5fa335ba9963c3d,40,0.9277400094354649,36 topk_sae,1,05363678579ff7cf,19f0ef0de3b010e3,80,0.9377646959465138,36 topk_sae,1,05363678579ff7cf,ba9b324379d7a5a5,160,0.9419959471177729,36 topk_sae,1,05363678579ff7cf,1ba086b10f5cac34,320,0.9394619860178854,36 topk_sae,1,05363678579ff7cf,4114d040faf539d8,640,0.9351770991752087,36 topk_sae,2,7e3c6d83e985d4f5,84353f4de97a0251,5,0.854103103100792,36 topk_sae,2,7e3c6d83e985d4f5,0cf76b965c6bb4b3,10,0.8849928719608944,36 topk_sae,2,7e3c6d83e985d4f5,61413144848ef0b0,20,0.9088188106339855,36 topk_sae,2,7e3c6d83e985d4f5,2902c2edb0e6c2bb,40,0.9267800644445857,36 topk_sae,2,7e3c6d83e985d4f5,ddf413e200f15da9,80,0.9353450016382883,36 topk_sae,2,7e3c6d83e985d4f5,f49002f483fbb2fd,160,0.939485694311086,36 topk_sae,2,7e3c6d83e985d4f5,518ec1e0d0e5ed2d,320,0.9385757828680232,36 topk_sae,2,7e3c6d83e985d4f5,c23bcf4a51ab0bb4,640,0.9346188186994829,36 topk_sae,42,fe7feb76c9e510ae,9b607be737c0f0e8,5,0.850852054237836,36 topk_sae,42,fe7feb76c9e510ae,fd459ca52df11ec2,10,0.8866273979655637,36 topk_sae,42,fe7feb76c9e510ae,a54a0fd15a9686ed,20,0.91247482991356,36 topk_sae,42,fe7feb76c9e510ae,67027e95bf4eee9b,40,0.9295555158167617,36 topk_sae,42,fe7feb76c9e510ae,36870bb1f3ff4758,80,0.9385232745860858,36 topk_sae,42,fe7feb76c9e510ae,ccd829aee09a5673,160,0.941858107055564,36 topk_sae,42,fe7feb76c9e510ae,28aa54282cc8287e,320,0.9403484892855362,36 topk_sae,42,fe7feb76c9e510ae,ba3176098c866467,640,0.9345157253053298,36 tsae_paper,1,e8f3355683e0a25f,ccb9bc5c00e6b85d,5,0.8788653743639062,36 tsae_paper,1,e8f3355683e0a25f,0390b0b02692d38b,10,0.8998963453600861,36 tsae_paper,1,e8f3355683e0a25f,d02be4d5c3a2895b,20,0.9249637527723009,36 tsae_paper,1,e8f3355683e0a25f,e72bbc792a19b224,40,0.938809182144772,36 tsae_paper,1,e8f3355683e0a25f,e8c52ba28f968891,80,0.9473969004546784,36 tsae_paper,1,e8f3355683e0a25f,93e020fd0ab39eb0,160,0.9522442873815242,36 tsae_paper,1,e8f3355683e0a25f,c14068fdbd0b3bc7,320,0.9534759320766066,36 tsae_paper,1,e8f3355683e0a25f,4c5ef97cace13bf5,640,0.9503299768214591,36 tsae_paper,2,8f717f87f3f9464a,23c3a24f8390a103,5,0.85721745445749,36 tsae_paper,2,8f717f87f3f9464a,03d9b432f654bf95,10,0.8981651291021159,36 tsae_paper,2,8f717f87f3f9464a,36655f1078f86aa2,20,0.9279432185512508,36 tsae_paper,2,8f717f87f3f9464a,3a0763232dcb42d7,40,0.9410981247441809,36 tsae_paper,2,8f717f87f3f9464a,cab6f0c401ee131d,80,0.9493608849066086,36 tsae_paper,2,8f717f87f3f9464a,360ff3ad04347f70,160,0.952759093494749,36 tsae_paper,2,8f717f87f3f9464a,f87470b3a8a18e80,320,0.9525806305582576,36 tsae_paper,2,8f717f87f3f9464a,0ce3d67e87b0308e,640,0.9492471357486167,36 tsae_paper,42,06053869c2b7e72b,400ccad753b350e1,5,0.8516524695135659,36 tsae_paper,42,06053869c2b7e72b,7d5b696e453ca46d,10,0.8907211045985522,36 tsae_paper,42,06053869c2b7e72b,d8e353c71c85138a,20,0.9231261881512602,36 tsae_paper,42,06053869c2b7e72b,46f732714d33f0cf,40,0.9354166405790839,36 tsae_paper,42,06053869c2b7e72b,2c34fb03a2d653fe,80,0.9463881475276339,36 tsae_paper,42,06053869c2b7e72b,09c4488c8c37d9b1,160,0.9500836580398101,36 tsae_paper,42,06053869c2b7e72b,3cebd705ad1c6472,320,0.9515878714671058,36 tsae_paper,42,06053869c2b7e72b,70ff45b229f66342,640,0.9500919355394972,36 txc_base_T10,1,af4308a3e7ae60c3,46a3ca24285e5593,5,0.8695587352895762,36 txc_base_T10,1,af4308a3e7ae60c3,bdc89ac74a6d1e0a,10,0.9012525730401474,36 txc_base_T10,1,af4308a3e7ae60c3,fc22ec3bca08b7ec,20,0.9276025336083419,36 txc_base_T10,1,af4308a3e7ae60c3,e7c035c3aa572109,40,0.9416312210395708,36 txc_base_T10,1,af4308a3e7ae60c3,e761a4f3d9890eb2,80,0.9514933506405607,36 txc_base_T10,1,af4308a3e7ae60c3,44cbd613f180578b,160,0.9571655350315156,36 txc_base_T10,1,af4308a3e7ae60c3,24dbd5692f4f4d57,320,0.9561858123329687,36 txc_base_T10,1,af4308a3e7ae60c3,716e38dbbd6621b8,640,0.9499203351795004,36 txc_base_T10,2,a4c123a8a15353c4,4ee4c355633f1ea5,5,0.859118843981262,36 txc_base_T10,2,a4c123a8a15353c4,f36e186cf17f4299,10,0.9006752108224214,36 txc_base_T10,2,a4c123a8a15353c4,7d5fd83774e28a63,20,0.9236897994827319,36 txc_base_T10,2,a4c123a8a15353c4,2433fc0b3dac4fdb,40,0.9428760899786708,36 txc_base_T10,2,a4c123a8a15353c4,8e3642eb734e2509,80,0.9517543994438525,36 txc_base_T10,2,a4c123a8a15353c4,7f8cf2d7b0a62a73,160,0.9543798890358817,36 txc_base_T10,2,a4c123a8a15353c4,df3d3bb6a5448cab,320,0.9542744678834343,36 txc_base_T10,2,a4c123a8a15353c4,eddc1dbaee03a051,640,0.948579432982881,36 txc_base_T10,42,27567c69685778af,93bbd8d037cdaaec,5,0.861290192118213,36 txc_base_T10,42,27567c69685778af,92aa4cd92ce02fe5,10,0.8917588614335903,36 txc_base_T10,42,27567c69685778af,e228c18cd8660b26,20,0.9217121239611016,36 txc_base_T10,42,27567c69685778af,c2a8672669fb3ec7,40,0.9405666134167547,36 txc_base_T10,42,27567c69685778af,baf54e8e003d8509,80,0.9508749833576267,36 txc_base_T10,42,27567c69685778af,30a5f3dc9262ad86,160,0.9549481527663486,36 txc_base_T10,42,27567c69685778af,8eeeeaba270e1eaa,320,0.9548022470080514,36 txc_base_T10,42,27567c69685778af,5149d83f81c80df4,640,0.9501159880876625,36 txc_base_T20,1,4b27b1c7bd02c4cc,adbd13f3b8850bc9,5,0.8695587352895762,36 txc_base_T20,1,4b27b1c7bd02c4cc,ad0f7f3d4442a35f,10,0.9012525730401474,36 txc_base_T20,1,4b27b1c7bd02c4cc,b39f722569a2fc0e,20,0.9276025336083419,36 txc_base_T20,1,4b27b1c7bd02c4cc,d34cbae211ede5a0,40,0.9416312210395708,36 txc_base_T20,1,4b27b1c7bd02c4cc,491cfa24b2ccf7ae,80,0.9514933506405607,36 txc_base_T20,1,4b27b1c7bd02c4cc,7ba91fc1c718297c,160,0.9571655350315156,36 txc_base_T20,1,4b27b1c7bd02c4cc,1023480a2893079c,320,0.9561858123329687,36 txc_base_T20,1,4b27b1c7bd02c4cc,8ce537816364062f,640,0.9499203351795004,36 txc_base_T20,2,5d226376aa2c9705,a81c7112bd28bbf3,5,0.859118843981262,36 txc_base_T20,2,5d226376aa2c9705,708c7909ece5a790,10,0.9006752108224214,36 txc_base_T20,2,5d226376aa2c9705,11edadd76fd3af77,20,0.9236897994827319,36 txc_base_T20,2,5d226376aa2c9705,988f6f12d6fe61d4,40,0.9428760899786708,36 txc_base_T20,2,5d226376aa2c9705,a519b891a4c8a480,80,0.9517543994438525,36 txc_base_T20,2,5d226376aa2c9705,00be1f8a358a7a84,160,0.9543798890358817,36 txc_base_T20,2,5d226376aa2c9705,d84563a6cf7bb963,320,0.9542744678834343,36 txc_base_T20,2,5d226376aa2c9705,5bacd6ca0815977b,640,0.948579432982881,36 txc_base_T20,42,a5c6ffcfb4b09cf7,7ad829781620f8e9,5,0.8668116051626447,36 txc_base_T20,42,a5c6ffcfb4b09cf7,751e028263bb28b8,10,0.9005360472924389,36 txc_base_T20,42,a5c6ffcfb4b09cf7,0889cf6cad799592,20,0.9298557453901358,36 txc_base_T20,42,a5c6ffcfb4b09cf7,a010bdd9fcfd2a6a,40,0.9440221626854128,36 txc_base_T20,42,a5c6ffcfb4b09cf7,5ec5d79e0b5b60a1,80,0.9549379667441963,36 txc_base_T20,42,a5c6ffcfb4b09cf7,cc1f15d4148472fd,160,0.9566459529614691,36 txc_base_T20,42,a5c6ffcfb4b09cf7,bc55ddeccbb45e9c,320,0.9555708137012109,36 txc_base_T20,42,a5c6ffcfb4b09cf7,7c34e63e13ebc800,640,0.949805696450203,36 txc_base_T5,1,196d4595f0f3b626,bb4d63957a63fc18,5,0.8643750460465386,36 txc_base_T5,1,196d4595f0f3b626,ec082b2111c1cd29,10,0.8982863579143793,36 txc_base_T5,1,196d4595f0f3b626,86618eba851aa61c,20,0.9265397506066207,36 txc_base_T5,1,196d4595f0f3b626,78de46f8439a2340,40,0.9410505362844169,36 txc_base_T5,1,196d4595f0f3b626,27b49e3ebc83d0a2,80,0.9498557048603455,36 txc_base_T5,1,196d4595f0f3b626,ce0fa1eca4b9bf71,160,0.953820043888091,36 txc_base_T5,1,196d4595f0f3b626,9dcf045f42c5bcc9,320,0.9532006969113499,36 txc_base_T5,1,196d4595f0f3b626,39345c083629498c,640,0.9489831599690732,36 txc_base_T5,2,93bd8e067d5bce80,9e7f8dd20560f2a6,5,0.859118843981262,36 txc_base_T5,2,93bd8e067d5bce80,3981949c02e61991,10,0.9006752108224214,36 txc_base_T5,2,93bd8e067d5bce80,b6491e73bb0fc5b5,20,0.9236897994827319,36 txc_base_T5,2,93bd8e067d5bce80,f10c06b7c9ad79ea,40,0.9428760899786708,36 txc_base_T5,2,93bd8e067d5bce80,fdcef13c5bc472ed,80,0.9517543994438525,36 txc_base_T5,2,93bd8e067d5bce80,6fd5ad4d0fd42187,160,0.9543798890358817,36 txc_base_T5,2,93bd8e067d5bce80,8e0fbb6abac2f4ba,320,0.9542744678834343,36 txc_base_T5,2,93bd8e067d5bce80,b06dc92673784331,640,0.948579432982881,36 txc_base_T5,42,25321cac962bbe12,c55ede9992017d99,5,0.8540387571572138,36 txc_base_T5,42,25321cac962bbe12,d835d96a04d3fab3,10,0.8897325959963349,36 txc_base_T5,42,25321cac962bbe12,6998f09b8d0ef5e3,20,0.9191302781402496,36 txc_base_T5,42,25321cac962bbe12,8abcc3b48515ea9a,40,0.9421527568967982,36 txc_base_T5,42,25321cac962bbe12,06c7e00a44c4337a,80,0.9525388325314196,36 txc_base_T5,42,25321cac962bbe12,db436841f1ff99a4,160,0.9556623554670362,36 txc_base_T5,42,25321cac962bbe12,20428d6341ba3599,320,0.9551143928055069,36 txc_base_T5,42,25321cac962bbe12,5b0efb15154e8def,640,0.9509964161515414,36 txc_pro,1,1b029e5d45c45611,519e6596b61bdf26,5,0.8543283365282816,36 txc_pro,1,1b029e5d45c45611,9a5f933c5e10f967,10,0.8870749087360128,36 txc_pro,1,1b029e5d45c45611,bacc6f9ae39bd9e8,20,0.9132891250765666,36 txc_pro,1,1b029e5d45c45611,3a742475c024105d,40,0.9365441591226938,36 txc_pro,1,1b029e5d45c45611,5ad79fb45884a27b,80,0.9483295893943235,36 txc_pro,1,1b029e5d45c45611,106f27309bc51b39,160,0.95162145983016,36 txc_pro,1,1b029e5d45c45611,3d69f61bab71921f,320,0.9484823605557783,36 txc_pro,1,1b029e5d45c45611,ef7f63a4c1ac1b15,640,0.941148430161229,36 txc_pro,2,6af5d868f65c4a6c,ab9e5422d914b01c,5,0.8836363183542107,36 txc_pro,2,6af5d868f65c4a6c,1c404ea5dc9db8ee,10,0.9091927844967854,36 txc_pro,2,6af5d868f65c4a6c,2dd81e42bda9721c,20,0.9291337414360108,36 txc_pro,2,6af5d868f65c4a6c,feeff44a44d74986,40,0.9410554588403178,36 txc_pro,2,6af5d868f65c4a6c,d603eced35e02928,80,0.9481714910871891,36 txc_pro,2,6af5d868f65c4a6c,8c3e0b30e05fc8a0,160,0.9524007459922537,36 txc_pro,2,6af5d868f65c4a6c,e302436e07295e7f,320,0.9500173682080506,36 txc_pro,2,6af5d868f65c4a6c,551333cff0aca7f2,640,0.9440107141710576,36 txc_pro,42,4da1b28fc5032194,e715ee71a34b5bff,5,0.8679282552798459,36 txc_pro,42,4da1b28fc5032194,dc3a01ae0cbf38e7,10,0.9022162338522971,36 txc_pro,42,4da1b28fc5032194,cb668c4249c43b10,20,0.9277705765559863,36 txc_pro,42,4da1b28fc5032194,f43bc6d2b3755834,40,0.9407074420319731,36 txc_pro,42,4da1b28fc5032194,5c45b61661e56b83,80,0.9503051069712543,36 txc_pro,42,4da1b28fc5032194,772ae9e1f66921e6,160,0.9522717640799894,36 txc_pro,42,4da1b28fc5032194,0518ab37bcb2ba80,320,0.9511768560869401,36 txc_pro,42,4da1b28fc5032194,2590fccbf8d6c28a,640,0.9431104087726382,36