Updating leaderboard_results.csv

leaderboard_results.csv

@@ -1,37 +1,38 @@
-Method,sim_sparse_MF_correlation,sim_sparse_CC_correlation,sim_sparse_BP_correlation,sim_sparse_Ave_correlation,sim_200_MF_correlation,sim_200_CC_correlation,sim_200_BP_correlation,sim_200_Ave_correlation,sim_500_MF_correlation,sim_500_CC_correlation,sim_500_BP_correlation,sim_500_Ave_correlation,func_MF_accuracy,func_MF_F1,func_MF_precision,func_MF_recall,func_BP_accuracy,func_BP_F1,func_BP_precision,func_BP_recall,func_CC_accuracy,func_CC_F1,func_CC_precision,func_CC_recall,func_Ave_accuracy,func_Ave_F1,func_Ave_precision,func_Ave_recall,fam_nc_f1_ave,fam_nc_accuracy_ave,fam_nc_mcc_ave,fam_uc30_f1_ave,fam_uc30_accuracy_ave,fam_uc30_mcc_ave,fam_uc50_f1_ave,fam_uc50_accuracy_ave,fam_uc50_mcc_ave,fam_mm15_f1_ave,fam_mm15_accuracy_ave,fam_mm15_mcc_ave,aff_mse_ave,aff_mae_ave,aff_corr_ave
-AAC,-0.0121,0.0912,0.2141,0.0978,,,,,,,,,0.3881,0.4097,0.4867,0.443,0.1611,0.1872,0.3225,0.1976,0.2394,0.2322,0.2829,0.2819,0.2629,0.2764,0.364,0.3075,0.6178,0.6013,0.4607,0.5459,0.5508,0.435,0.5578,0.5505,0.4354,0.5868,0.5675,0.4167,1.8478,10.5931,0.4605
-APAAC,0.1717,0.2409,0.2736,0.2287,,,,,,,,,0.471,0.5828,0.6744,0.5989,0.2239,0.3447,0.423,0.4093,0.2396,0.3953,0.4525,0.4603,0.3115,0.4409,0.5166,0.4895,0.4636,0.4722,0.3556,0.2315,0.2661,0.2398,0.3843,0.3888,0.2965,0.3779,0.3854,0.2879,1.7901,10.2267,0.4772
-LEARNED-VEC,0.41,0.3052,0.2987,0.338,,,,,,,,,0.5858,0.6755,0.7205,0.6822,0.3066,0.3917,0.4774,0.387,0.3162,0.4089,0.4695,0.4221,0.4029,0.492,0.5558,0.4971,0.6879,0.6754,0.5398,0.6814,0.6705,0.5323,0.6921,0.6817,0.5387,0.6564,0.6366,0.4873,1.1848,8.1308,0.7034
-PROTVEC,0.1854,0.2058,0.2953,0.2288,,,,,,,,,0.5189,0.6367,0.6806,0.6692,0.2383,0.3624,0.4098,0.4215,0.2428,0.3808,0.4526,0.4208,0.3333,0.46,0.5143,0.5038,0.4383,0.4301,0.3518,0.4565,0.4486,0.3565,0.5457,0.5312,0.4064,0.5372,0.5368,0.4098,1.1341,8.0889,0.7191
-K-SEP,0.2222,0.2944,0.2924,0.2697,,,,,,,,,0.7068,0.809,0.848,0.8124,0.359,0.5169,0.5932,0.5497,0.3445,0.5023,0.5819,0.5385,0.4701,0.6094,0.6744,0.6335,0.7496,0.7277,0.6548,0.769,0.7695,0.6933,0.8079,0.8001,0.7068,0.7254,0.71,0.607,0.9705,7.2073,0.7613
-MUT2VEC,0.5462,0.3949,0.5799,0.507,,,,,,,,,0.4887,0.5731,0.6264,0.5738,0.3273,0.4271,0.4931,0.4205,0.3604,0.4616,0.5288,0.4561,0.3922,0.4873,0.5495,0.4835,0.5755,0.5542,0.3694,0.5786,0.5583,0.3655,0.5813,0.5618,0.3662,0.5894,0.5724,0.3617,,,
-GENE2VEC,0.1756,0.3596,0.408,0.3144,,,,,,,,,0.444,0.5311,0.5932,0.5266,0.3116,0.4385,0.4921,0.4214,0.374,0.5016,0.5499,0.5009,0.3765,0.4904,0.5451,0.483,0.4978,0.4668,0.2701,0.5044,0.4736,0.2709,0.4887,0.4569,0.2629,0.454,0.4135,0.2167,,,
-TCGA-EMBEDDING,0.0375,0.5033,0.4822,0.341,,,,,,,,,0.3026,0.3439,0.4061,0.3573,0.2366,0.3205,0.4167,0.3173,0.3416,0.4119,0.4955,0.4396,0.2936,0.3588,0.4395,0.3714,0.4831,0.4659,0.2476,0.4749,0.459,0.2444,0.4848,0.4668,0.2493,0.453,0.4342,0.1985,,,
-PFAM,0.3489,0.5107,0.4222,0.4273,,,,,,,,,0.8148,0.8644,0.9292,0.8366,0.4794,0.5572,0.6724,0.5176,0.5037,0.5806,0.7127,0.5397,0.5993,0.6674,0.7714,0.6313,0.9193,0.9233,0.875,0.9155,0.92,0.8696,0.9166,0.9204,0.8701,0.8432,0.8493,0.761,2.2579,11.6927,0.1917
-CPC-PROT,0.0605,-0.087,0.1091,0.0275,,,,,,,,,0.5183,0.6545,0.7049,0.6819,0.2688,0.3955,0.5084,0.4087,0.3214,0.4352,0.5207,0.4555,0.3695,0.495,0.578,0.5153,0.7234,0.7117,0.5852,0.711,0.696,0.5716,0.7433,0.7351,0.6058,0.7159,0.7102,0.5676,0.7299,6.2609,0.8309
-ESM1B,0.3847,0.3732,0.4152,0.391,,,,,,,,,0.7657,0.8324,0.8653,0.8376,0.4152,0.5333,0.6412,0.5463,0.4682,0.6098,0.7013,0.6317,0.5497,0.6585,0.7359,0.6719,0.9336,0.9321,0.8951,0.9359,0.9339,0.8965,0.8978,0.8864,0.8423,0.9151,0.9149,0.8636,0.4828,5.0019,0.8915
-BERT-BFD,0.2919,0.4157,0.3235,0.3437,,,,,,,,,0.7667,0.8482,0.8727,0.8417,0.4867,0.6116,0.6996,0.5894,0.5062,0.6221,0.6941,0.6224,0.5865,0.6939,0.7555,0.6845,0.879,0.8748,0.8076,0.8762,0.8721,0.8046,0.8805,0.8767,0.8101,0.8561,0.8491,0.7728,0.5736,5.2118,0.874
-BERT-PFAM,0.4965,0.2218,0.2068,0.3084,,,,,,,,,0.7823,0.8466,0.8594,0.8533,0.4048,0.5351,0.6125,0.5465,0.4518,0.5811,0.6603,0.5823,0.5463,0.6543,0.7107,0.6607,0.8329,0.8226,0.7505,0.8393,0.8327,0.7558,0.8223,0.8104,0.7297,0.7868,0.7716,0.68,,,
-ALBERT,0.2219,0.3181,0.369,0.303,,,,,,,,,0.8345,0.8854,0.9133,0.8735,0.5106,0.6255,0.7063,0.6011,0.5135,0.6355,0.7256,0.6129,0.6195,0.7155,0.7817,0.6958,0.9419,0.9414,0.9059,0.9395,0.9398,0.9026,0.9364,0.936,0.8976,0.9033,0.9038,0.8437,0.4183,4.5728,0.9071
-BLAST,0.1127,0.0885,0.3432,0.1815,,,,,,,,,0.8421,0.8749,0.9219,0.8571,0.4616,0.5559,0.6807,0.502,0.4851,0.5731,0.6969,0.5298,0.5963,0.668,0.7665,0.6296,0.8899,0.8837,0.8296,0.8676,0.8537,0.7958,0.8783,0.8678,0.8101,0.7742,0.7458,0.6719,,,
-HMMER,0.1374,0.3219,0.1577,0.2056,,,,,,,,,0.8579,0.8908,0.9115,0.888,0.5022,0.611,0.6448,0.6037,0.491,0.5957,0.6451,0.5868,0.6171,0.6992,0.7338,0.6928,0.8886,0.8821,0.8257,0.8786,0.8704,0.8104,0.8847,0.8775,0.8191,0.8048,0.7875,0.7075,,,
-UNIREP,0.4213,0.3248,0.4695,0.4052,,,,,,,,,0.7499,0.8232,0.8599,0.8237,0.376,0.4795,0.5962,0.4915,0.3803,0.5325,0.5883,0.5722,0.502,0.6117,0.6815,0.6291,0.7739,0.7633,0.6871,0.8253,0.8168,0.7271,0.8064,0.7961,0.7094,0.7034,0.6829,0.6069,0.7321,6.3874,0.8299
-XLNET,0.2271,0.2549,0.309,0.2637,,,,,,,,,0.7114,0.8158,0.8472,0.8248,0.3729,0.4996,0.612,0.5095,0.4466,0.5878,0.6673,0.5987,0.5103,0.6344,0.7088,0.6443,0.904,0.9018,0.849,0.8677,0.8586,0.7981,0.8511,0.8368,0.7857,0.8411,0.8272,0.7531,0.6068,5.7001,0.8615
-T5,0.5664,0.3985,0.2127,0.3925,,,,,,,,,0.8573,0.9013,0.9224,0.8921,0.5686,0.6558,0.7127,0.6316,0.5884,0.6803,0.7561,0.6616,0.6715,0.7458,0.797,0.7284,0.941,0.9399,0.9045,0.9409,0.9396,0.9042,0.9404,0.9388,0.9036,0.9237,0.9221,0.8769,0.6035,5.462,0.8666
-SEQVEC,0.4238,0.4242,0.2436,0.3639,,,,,,,,,0.8366,0.8857,0.9084,0.8779,0.5021,0.6003,0.647,0.5903,0.501,0.6065,0.6817,0.5918,0.6132,0.6975,0.7457,0.6867,0.915,0.913,0.863,0.9109,0.9092,0.8572,0.9102,0.908,0.8557,0.8865,0.8828,0.8175,0.5331,5.2423,0.8801
-ESM2,0.2978,0.2811,0.4274,0.3354,,,,,,,,,0.8321,0.8743,0.8979,0.8703,0.4671,0.5987,0.6671,0.5977,0.5319,0.6472,0.7147,0.6489,0.6104,0.7067,0.7599,0.7056,0.9328,0.9308,0.8927,0.9397,0.9389,0.9033,0.93,0.9289,0.889,0.9163,0.9174,0.8676,0.4759,4.9639,0.8931
-ESM3,0.5102,0.5762,0.4227,0.5031,,,,,,,,,0.6839,0.8076,0.8416,0.8261,0.3729,0.4988,0.6074,0.5303,0.3812,0.5176,0.5913,0.5507,0.4793,0.608,0.6801,0.6357,0.8444,0.8259,0.7794,0.8906,0.8819,0.826,0.8535,0.8378,0.7926,0.851,0.833,0.7775,0.5116,5.2333,0.8888
-SaProt,0.4032,0.3691,0.2419,0.338,,,,,,,,,0.7678,0.831,0.8557,0.8375,0.4591,0.5752,0.6842,0.5486,0.5095,0.6016,0.686,0.6024,0.5788,0.6693,0.742,0.6629,0.8955,0.8923,0.8328,0.8904,0.8866,0.8254,0.8982,0.8971,0.8376,0.8758,0.8727,0.8044,,,
-ProstT5,0.4474,0.4156,0.0806,0.3146,,,,,,,,,0.8127,0.8745,0.8999,0.8733,0.545,0.6459,0.7238,0.6259,0.5417,0.6435,0.6991,0.6335,0.6331,0.7213,0.7743,0.7109,0.9317,0.9304,0.8901,0.928,0.9266,0.8844,0.9266,0.9245,0.8827,0.9098,0.9064,0.8549,0.7844,5.8314,0.8292
-ProtHGT-TAPE-MF-func,,,,,,,,,,,,,0.7109514285714286,0.7840985714285714,0.8415357142857144,0.7763971428571429,0.43237,0.5608688888888889,0.6232233333333332,0.5613022222222221,0.4734324999999999,0.5836999999999999,0.6390262499999999,0.5921799999999999,0.5389179761904761,0.6428891534391533,0.7012617658730158,0.6432931216931217,0.902551662403582,0.9020656012170972,0.8435734563566999,0.8995090521103934,0.8995834368239226,0.840373974069896,0.8965867694515932,0.894773812610727,0.8337366369873861,0.8884840820291682,0.8872368584065026,0.8215023342478454,,,
-ProtHGT-TAPE-CC-func,,,,,,,,,,,,,0.65759,0.7641171428571428,0.8074628571428573,0.7578128571428573,0.4776955555555556,0.6299611111111112,0.6985377777777777,0.6180755555555556,0.5264212500000001,0.6567299999999999,0.7075687500000001,0.6540575,0.5539022685185185,0.6836027513227513,0.7378564616402117,0.6766486375661375,0.772404662637896,0.7669528254343638,0.6507509634515324,0.7616769140181574,0.7531626706230651,0.6373459111270877,0.7664553454152191,0.7603607372689793,0.6412147388111021,0.7520693089140218,0.7422149253492748,0.6276737529323523,,,
-ProtHGT-TAPE-BP-func,,,,,,,,,,,,,0.7993385714285715,0.8599942857142857,0.9069914285714286,0.8456385714285715,0.6035533333333333,0.7224766666666665,0.7903366666666667,0.7140888888888888,0.5640324999999999,0.70560625,0.74672125,0.71735625,0.6556414682539683,0.7626924007936507,0.8146831150793651,0.7590279034391534,0.8795421523301851,0.8755489750909282,0.8088708173956827,0.8820139220787693,0.8773574547448899,0.8123928254671604,0.8801033286764894,0.8747161754602958,0.809076045421455,0.8667805714347697,0.8612835578330926,0.7899194533412344,,,
-ProtHGT-TAPE-family,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9300995756898768,0.928842689125402,0.8861314102144295,0.9254681579392798,0.9251294284772832,0.8803837740656311,0.9273562896770352,0.926640440199604,0.8826212041118685,0.9133679654397376,0.9115503177690938,0.8604841527923828,,,
-ProtHGT-ProtT5-MF-func,,,,,,,,,,,,,0.74092,0.8384,0.8708742857142856,0.8271485714285713,0.4905455555555555,0.6392011111111111,0.700411111111111,0.6392333333333333,0.4784225,0.60629375,0.6603137499999999,0.6153837500000001,0.5699626851851852,0.6946316203703704,0.7438663822751321,0.693921884920635,0.8859677760731761,0.8862304277104686,0.8193905571695836,0.8890527164181264,0.8897688432199841,0.8250599831322875,0.8921688622429134,0.8915928139117909,0.826736890301131,0.8752768076867297,0.8741695074553204,0.8023875505340717,,,
-ProtHGT-ProtT5-BP-func,,,,,,,,,,,,,0.7959714285714286,0.8574871428571428,0.90145,0.8412242857142858,0.5782022222222222,0.7059688888888888,0.7711711111111111,0.69007,0.5483837500000001,0.66051375,0.72105,0.65924,0.6408524669312169,0.7413232605820106,0.7978903703703705,0.7301780952380952,0.8972723878600581,0.8945921106952724,0.8346488433637799,0.9014630221641364,0.8998017050664199,0.8418864083473621,0.9014278167702632,0.8996657133012265,0.8420832578887145,0.8937784766741276,0.8920094532644441,0.8309162884371812,,,
-ProtHGT-ProtT5-CC-func,,,,,,,,,,,,,0.6418999999999999,0.7468985714285715,0.8053642857142858,0.7308385714285714,0.4776011111111111,0.614531111111111,0.6669877777777776,0.6042788888888889,0.53560875,0.6774825,0.7148375,0.6893825000000001,0.551703287037037,0.6796373941798941,0.7290631878306879,0.6748333201058202,0.8064380876172251,0.8021582421849043,0.697735199839909,0.8018337619558883,0.7986231335848879,0.6939574995511564,0.8029099641356368,0.7976537865353763,0.6922448019654163,0.7869354937819889,0.7839427065928478,0.675260344246072,,,
-ProtHGT-ProtT5-family,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9235427641755146,0.9233325213941512,0.877014908121318,0.920276620529226,0.9195975257312146,0.8718743318512567,0.9198339742949978,0.9182504565871348,0.870482574918651,0.9110840318220428,0.9097094291432648,0.8575229328324461,,,
-ProtHGT-ESM2-BP-func,,,,,,,,,,,,,0.8274642857142859,0.8828214285714286,0.9219628571428572,0.8648371428571429,0.6250544444444445,0.74983,0.8051,0.7429722222222223,0.57408625,0.6806575,0.7440375000000001,0.67525,0.6755349933862435,0.7711029761904763,0.8237001190476191,0.7610197883597883,0.8881007547774917,0.8858141691046025,0.8211098395742701,0.8818252153045515,0.8796201861860018,0.8123907559399859,0.8855804839884239,0.8832987683437263,0.8170366937128545,0.8796074848205512,0.8776734109600239,0.8088437131200523,,,
-ProtHGT-ESM2-MF-func,,,,,,,,,,,,,0.7352271428571429,0.8144542857142857,0.8483042857142857,0.8074157142857142,0.4733011111111111,0.6153666666666666,0.6603466666666667,0.6315666666666666,0.42975375,0.5718512499999999,0.63801125,0.5779925,0.5460940013227513,0.6672240674603174,0.7155540674603175,0.6723249603174604,0.8964676720660478,0.8958556525161159,0.8351190718435136,0.8969595570663946,0.8965420688722177,0.8360563729223142,0.8998945178317937,0.8991356088708544,0.8399435373566642,0.8885049961894109,0.8888358071906028,0.8245936142232916,,,
-ProtHGT-ESM2-CC-func,,,,,,,,,,,,,0.62646,0.7541814285714287,0.7964728571428573,0.7510199999999999,0.4435455555555556,0.6200422222222222,0.6787188888888889,0.6251877777777778,0.5211925,0.6706987500000001,0.72478875,0.66903875,0.5303993518518518,0.6816408002645503,0.733326832010582,0.6817488425925925,0.7520874435102824,0.7381051120280552,0.6230449917350936,0.7576242424400197,0.7497047753987988,0.63303346485266,0.7617984928120712,0.7555589696280988,0.6365483188213416,0.7231019819960258,0.7117395556765701,0.5859915400549831,,,
-ProtHGT-ESM2-family,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9185791555890315,0.917709403272282,0.8689518785669348,0.9149206550613418,0.914836677084353,0.8643511806261271,0.916864736534041,0.9166098245611825,0.8671683575339445,0.9069520215899691,0.9057421277687145,0.8518072518997502,,,
+Method,sim_sparse_MF_correlation,sim_sparse_CC_correlation,sim_sparse_BP_correlation,sim_sparse_Ave_correlation,sim_200_MF_correlation,sim_200_CC_correlation,sim_200_BP_correlation,sim_200_Ave_correlation,sim_500_MF_correlation,sim_500_CC_correlation,sim_500_BP_correlation,sim_500_Ave_correlation,func_MF_accuracy,func_MF_F1,func_MF_precision,func_MF_recall,func_BP_accuracy,func_BP_F1,func_BP_precision,func_BP_recall,func_CC_accuracy,func_CC_F1,func_CC_precision,func_CC_recall,func_Ave_accuracy,func_Ave_F1,func_Ave_precision,func_Ave_recall,fam_nc_f1_ave,fam_nc_accuracy_ave,fam_nc_mcc_ave,fam_uc30_f1_ave,fam_uc30_accuracy_ave,fam_uc30_mcc_ave,fam_uc50_f1_ave,fam_uc50_accuracy_ave,fam_uc50_mcc_ave,fam_mm15_f1_ave,fam_mm15_accuracy_ave,fam_mm15_mcc_ave,aff_mse_ave,aff_mae_ave,aff_corr_ave,sim_sparse_MF_pvalue,sim_sparse_BP_pvalue,sim_sparse_CC_pvalue,sim_sparse_Ave_pvalue,sim_200_MF_pvalue,sim_200_BP_pvalue,sim_200_CC_pvalue,sim_200_Ave_pvalue,sim_500_MF_pvalue,sim_500_BP_pvalue,sim_500_CC_pvalue,sim_500_Ave_pvalue
+AAC,-0.0121,0.0912,0.2141,0.0978,,,,,,,,,0.3881,0.4097,0.4867,0.443,0.1611,0.1872,0.3225,0.1976,0.2394,0.2322,0.2829,0.2819,0.2629,0.2764,0.364,0.3075,0.6178,0.6013,0.4607,0.5459,0.5508,0.435,0.5578,0.5505,0.4354,0.5868,0.5675,0.4167,1.8478,10.5931,0.4605,,,,,,,,,,,,
+APAAC,0.1717,0.2409,0.2736,0.2287,,,,,,,,,0.471,0.5828,0.6744,0.5989,0.2239,0.3447,0.423,0.4093,0.2396,0.3953,0.4525,0.4603,0.3115,0.4409,0.5166,0.4895,0.4636,0.4722,0.3556,0.2315,0.2661,0.2398,0.3843,0.3888,0.2965,0.3779,0.3854,0.2879,1.7901,10.2267,0.4772,,,,,,,,,,,,
+LEARNED-VEC,0.41,0.3052,0.2987,0.338,,,,,,,,,0.5858,0.6755,0.7205,0.6822,0.3066,0.3917,0.4774,0.387,0.3162,0.4089,0.4695,0.4221,0.4029,0.492,0.5558,0.4971,0.6879,0.6754,0.5398,0.6814,0.6705,0.5323,0.6921,0.6817,0.5387,0.6564,0.6366,0.4873,1.1848,8.1308,0.7034,,,,,,,,,,,,
+PROTVEC,0.1854,0.2058,0.2953,0.2288,,,,,,,,,0.5189,0.6367,0.6806,0.6692,0.2383,0.3624,0.4098,0.4215,0.2428,0.3808,0.4526,0.4208,0.3333,0.46,0.5143,0.5038,0.4383,0.4301,0.3518,0.4565,0.4486,0.3565,0.5457,0.5312,0.4064,0.5372,0.5368,0.4098,1.1341,8.0889,0.7191,,,,,,,,,,,,
+K-SEP,0.2222,0.2944,0.2924,0.2697,,,,,,,,,0.7068,0.809,0.848,0.8124,0.359,0.5169,0.5932,0.5497,0.3445,0.5023,0.5819,0.5385,0.4701,0.6094,0.6744,0.6335,0.7496,0.7277,0.6548,0.769,0.7695,0.6933,0.8079,0.8001,0.7068,0.7254,0.71,0.607,0.9705,7.2073,0.7613,,,,,,,,,,,,
+MUT2VEC,0.5462,0.3949,0.5799,0.507,,,,,,,,,0.4887,0.5731,0.6264,0.5738,0.3273,0.4271,0.4931,0.4205,0.3604,0.4616,0.5288,0.4561,0.3922,0.4873,0.5495,0.4835,0.5755,0.5542,0.3694,0.5786,0.5583,0.3655,0.5813,0.5618,0.3662,0.5894,0.5724,0.3617,,,,,,,,,,,,,,,
+GENE2VEC,0.1756,0.3596,0.408,0.3144,,,,,,,,,0.444,0.5311,0.5932,0.5266,0.3116,0.4385,0.4921,0.4214,0.374,0.5016,0.5499,0.5009,0.3765,0.4904,0.5451,0.483,0.4978,0.4668,0.2701,0.5044,0.4736,0.2709,0.4887,0.4569,0.2629,0.454,0.4135,0.2167,,,,,,,,,,,,,,,
+TCGA-EMBEDDING,0.0375,0.5033,0.4822,0.341,,,,,,,,,0.3026,0.3439,0.4061,0.3573,0.2366,0.3205,0.4167,0.3173,0.3416,0.4119,0.4955,0.4396,0.2936,0.3588,0.4395,0.3714,0.4831,0.4659,0.2476,0.4749,0.459,0.2444,0.4848,0.4668,0.2493,0.453,0.4342,0.1985,,,,,,,,,,,,,,,
+PFAM,0.3489,0.5107,0.4222,0.4273,,,,,,,,,0.8148,0.8644,0.9292,0.8366,0.4794,0.5572,0.6724,0.5176,0.5037,0.5806,0.7127,0.5397,0.5993,0.6674,0.7714,0.6313,0.9193,0.9233,0.875,0.9155,0.92,0.8696,0.9166,0.9204,0.8701,0.8432,0.8493,0.761,2.2579,11.6927,0.1917,,,,,,,,,,,,
+CPC-PROT,0.0605,-0.087,0.1091,0.0275,,,,,,,,,0.5183,0.6545,0.7049,0.6819,0.2688,0.3955,0.5084,0.4087,0.3214,0.4352,0.5207,0.4555,0.3695,0.495,0.578,0.5153,0.7234,0.7117,0.5852,0.711,0.696,0.5716,0.7433,0.7351,0.6058,0.7159,0.7102,0.5676,0.7299,6.2609,0.8309,,,,,,,,,,,,
+ESM1B,0.3847,0.3732,0.4152,0.391,,,,,,,,,0.7657,0.8324,0.8653,0.8376,0.4152,0.5333,0.6412,0.5463,0.4682,0.6098,0.7013,0.6317,0.5497,0.6585,0.7359,0.6719,0.9336,0.9321,0.8951,0.9359,0.9339,0.8965,0.8978,0.8864,0.8423,0.9151,0.9149,0.8636,0.4828,5.0019,0.8915,,,,,,,,,,,,
+BERT-BFD,0.2919,0.4157,0.3235,0.3437,,,,,,,,,0.7667,0.8482,0.8727,0.8417,0.4867,0.6116,0.6996,0.5894,0.5062,0.6221,0.6941,0.6224,0.5865,0.6939,0.7555,0.6845,0.879,0.8748,0.8076,0.8762,0.8721,0.8046,0.8805,0.8767,0.8101,0.8561,0.8491,0.7728,0.5736,5.2118,0.874,,,,,,,,,,,,
+BERT-PFAM,0.4965,0.2218,0.2068,0.3084,,,,,,,,,0.7823,0.8466,0.8594,0.8533,0.4048,0.5351,0.6125,0.5465,0.4518,0.5811,0.6603,0.5823,0.5463,0.6543,0.7107,0.6607,0.8329,0.8226,0.7505,0.8393,0.8327,0.7558,0.8223,0.8104,0.7297,0.7868,0.7716,0.68,,,,,,,,,,,,,,,
+ALBERT,0.2219,0.3181,0.369,0.303,,,,,,,,,0.8345,0.8854,0.9133,0.8735,0.5106,0.6255,0.7063,0.6011,0.5135,0.6355,0.7256,0.6129,0.6195,0.7155,0.7817,0.6958,0.9419,0.9414,0.9059,0.9395,0.9398,0.9026,0.9364,0.936,0.8976,0.9033,0.9038,0.8437,0.4183,4.5728,0.9071,,,,,,,,,,,,
+BLAST,0.1127,0.0885,0.3432,0.1815,,,,,,,,,0.8421,0.8749,0.9219,0.8571,0.4616,0.5559,0.6807,0.502,0.4851,0.5731,0.6969,0.5298,0.5963,0.668,0.7665,0.6296,0.8899,0.8837,0.8296,0.8676,0.8537,0.7958,0.8783,0.8678,0.8101,0.7742,0.7458,0.6719,,,,,,,,,,,,,,,
+HMMER,0.1374,0.3219,0.1577,0.2056,,,,,,,,,0.8579,0.8908,0.9115,0.888,0.5022,0.611,0.6448,0.6037,0.491,0.5957,0.6451,0.5868,0.6171,0.6992,0.7338,0.6928,0.8886,0.8821,0.8257,0.8786,0.8704,0.8104,0.8847,0.8775,0.8191,0.8048,0.7875,0.7075,,,,,,,,,,,,,,,
+UNIREP,0.4213,0.3248,0.4695,0.4052,,,,,,,,,0.7499,0.8232,0.8599,0.8237,0.376,0.4795,0.5962,0.4915,0.3803,0.5325,0.5883,0.5722,0.502,0.6117,0.6815,0.6291,0.7739,0.7633,0.6871,0.8253,0.8168,0.7271,0.8064,0.7961,0.7094,0.7034,0.6829,0.6069,0.7321,6.3874,0.8299,,,,,,,,,,,,
+XLNET,0.2271,0.2549,0.309,0.2637,,,,,,,,,0.7114,0.8158,0.8472,0.8248,0.3729,0.4996,0.612,0.5095,0.4466,0.5878,0.6673,0.5987,0.5103,0.6344,0.7088,0.6443,0.904,0.9018,0.849,0.8677,0.8586,0.7981,0.8511,0.8368,0.7857,0.8411,0.8272,0.7531,0.6068,5.7001,0.8615,,,,,,,,,,,,
+T5,0.5664,0.3985,0.2127,0.3925,,,,,,,,,0.8573,0.9013,0.9224,0.8921,0.5686,0.6558,0.7127,0.6316,0.5884,0.6803,0.7561,0.6616,0.6715,0.7458,0.797,0.7284,0.941,0.9399,0.9045,0.9409,0.9396,0.9042,0.9404,0.9388,0.9036,0.9237,0.9221,0.8769,0.6035,5.462,0.8666,,,,,,,,,,,,
+SEQVEC,0.4238,0.4242,0.2436,0.3639,,,,,,,,,0.8366,0.8857,0.9084,0.8779,0.5021,0.6003,0.647,0.5903,0.501,0.6065,0.6817,0.5918,0.6132,0.6975,0.7457,0.6867,0.915,0.913,0.863,0.9109,0.9092,0.8572,0.9102,0.908,0.8557,0.8865,0.8828,0.8175,0.5331,5.2423,0.8801,,,,,,,,,,,,
+ESM2,0.2978,0.2811,0.4274,0.3354,,,,,,,,,0.8321,0.8743,0.8979,0.8703,0.4671,0.5987,0.6671,0.5977,0.5319,0.6472,0.7147,0.6489,0.6104,0.7067,0.7599,0.7056,0.9328,0.9308,0.8927,0.9397,0.9389,0.9033,0.93,0.9289,0.889,0.9163,0.9174,0.8676,0.4759,4.9639,0.8931,,,,,,,,,,,,
+ESM3,0.5102,0.5762,0.4227,0.5031,,,,,,,,,0.6839,0.8076,0.8416,0.8261,0.3729,0.4988,0.6074,0.5303,0.3812,0.5176,0.5913,0.5507,0.4793,0.608,0.6801,0.6357,0.8444,0.8259,0.7794,0.8906,0.8819,0.826,0.8535,0.8378,0.7926,0.851,0.833,0.7775,0.5116,5.2333,0.8888,,,,,,,,,,,,
+SaProt,0.4032,0.3691,0.2419,0.338,,,,,,,,,0.7678,0.831,0.8557,0.8375,0.4591,0.5752,0.6842,0.5486,0.5095,0.6016,0.686,0.6024,0.5788,0.6693,0.742,0.6629,0.8955,0.8923,0.8328,0.8904,0.8866,0.8254,0.8982,0.8971,0.8376,0.8758,0.8727,0.8044,,,,,,,,,,,,,,,
+ProstT5,0.4474,0.4156,0.0806,0.3146,,,,,,,,,0.8127,0.8745,0.8999,0.8733,0.545,0.6459,0.7238,0.6259,0.5417,0.6435,0.6991,0.6335,0.6331,0.7213,0.7743,0.7109,0.9317,0.9304,0.8901,0.928,0.9266,0.8844,0.9266,0.9245,0.8827,0.9098,0.9064,0.8549,0.7844,5.8314,0.8292,,,,,,,,,,,,
+ProtHGT-TAPE-MF-func,,,,,,,,,,,,,0.7109514285714286,0.7840985714285714,0.8415357142857144,0.7763971428571429,0.43237,0.5608688888888889,0.6232233333333332,0.5613022222222221,0.4734324999999999,0.5836999999999999,0.6390262499999999,0.5921799999999999,0.5389179761904761,0.6428891534391533,0.7012617658730158,0.6432931216931217,0.902551662403582,0.9020656012170972,0.8435734563566999,0.8995090521103934,0.8995834368239226,0.840373974069896,0.8965867694515932,0.894773812610727,0.8337366369873861,0.8884840820291682,0.8872368584065026,0.8215023342478454,,,,,,,,,,,,,,,
+ProtHGT-TAPE-CC-func,,,,,,,,,,,,,0.65759,0.7641171428571428,0.8074628571428573,0.7578128571428573,0.4776955555555556,0.6299611111111112,0.6985377777777777,0.6180755555555556,0.5264212500000001,0.6567299999999999,0.7075687500000001,0.6540575,0.5539022685185185,0.6836027513227513,0.7378564616402117,0.6766486375661375,0.772404662637896,0.7669528254343638,0.6507509634515324,0.7616769140181574,0.7531626706230651,0.6373459111270877,0.7664553454152191,0.7603607372689793,0.6412147388111021,0.7520693089140218,0.7422149253492748,0.6276737529323523,,,,,,,,,,,,,,,
+ProtHGT-TAPE-BP-func,,,,,,,,,,,,,0.7993385714285715,0.8599942857142857,0.9069914285714286,0.8456385714285715,0.6035533333333333,0.7224766666666665,0.7903366666666667,0.7140888888888888,0.5640324999999999,0.70560625,0.74672125,0.71735625,0.6556414682539683,0.7626924007936507,0.8146831150793651,0.7590279034391534,0.8795421523301851,0.8755489750909282,0.8088708173956827,0.8820139220787693,0.8773574547448899,0.8123928254671604,0.8801033286764894,0.8747161754602958,0.809076045421455,0.8667805714347697,0.8612835578330926,0.7899194533412344,,,,,,,,,,,,,,,
+ProtHGT-TAPE-family,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9300995756898768,0.928842689125402,0.8861314102144295,0.9254681579392798,0.9251294284772832,0.8803837740656311,0.9273562896770352,0.926640440199604,0.8826212041118685,0.9133679654397376,0.9115503177690938,0.8604841527923828,,,,,,,,,,,,,,,
+ProtHGT-ProtT5-MF-func,,,,,,,,,,,,,0.74092,0.8384,0.8708742857142856,0.8271485714285713,0.4905455555555555,0.6392011111111111,0.700411111111111,0.6392333333333333,0.4784225,0.60629375,0.6603137499999999,0.6153837500000001,0.5699626851851852,0.6946316203703704,0.7438663822751321,0.693921884920635,0.8859677760731761,0.8862304277104686,0.8193905571695836,0.8890527164181264,0.8897688432199841,0.8250599831322875,0.8921688622429134,0.8915928139117909,0.826736890301131,0.8752768076867297,0.8741695074553204,0.8023875505340717,,,,,,,,,,,,,,,
+ProtHGT-ProtT5-BP-func,,,,,,,,,,,,,0.7959714285714286,0.8574871428571428,0.90145,0.8412242857142858,0.5782022222222222,0.7059688888888888,0.7711711111111111,0.69007,0.5483837500000001,0.66051375,0.72105,0.65924,0.6408524669312169,0.7413232605820106,0.7978903703703705,0.7301780952380952,0.8972723878600581,0.8945921106952724,0.8346488433637799,0.9014630221641364,0.8998017050664199,0.8418864083473621,0.9014278167702632,0.8996657133012265,0.8420832578887145,0.8937784766741276,0.8920094532644441,0.8309162884371812,,,,,,,,,,,,,,,
+ProtHGT-ProtT5-CC-func,,,,,,,,,,,,,0.6418999999999999,0.7468985714285715,0.8053642857142858,0.7308385714285714,0.4776011111111111,0.614531111111111,0.6669877777777776,0.6042788888888889,0.53560875,0.6774825,0.7148375,0.6893825000000001,0.551703287037037,0.6796373941798941,0.7290631878306879,0.6748333201058202,0.8064380876172251,0.8021582421849043,0.697735199839909,0.8018337619558883,0.7986231335848879,0.6939574995511564,0.8029099641356368,0.7976537865353763,0.6922448019654163,0.7869354937819889,0.7839427065928478,0.675260344246072,,,,,,,,,,,,,,,
+ProtHGT-ProtT5-family,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9235427641755146,0.9233325213941512,0.877014908121318,0.920276620529226,0.9195975257312146,0.8718743318512567,0.9198339742949978,0.9182504565871348,0.870482574918651,0.9110840318220428,0.9097094291432648,0.8575229328324461,,,,,,,,,,,,,,,
+ProtHGT-ESM2-BP-func,,,,,,,,,,,,,0.8274642857142859,0.8828214285714286,0.9219628571428572,0.8648371428571429,0.6250544444444445,0.74983,0.8051,0.7429722222222223,0.57408625,0.6806575,0.7440375000000001,0.67525,0.6755349933862435,0.7711029761904763,0.8237001190476191,0.7610197883597883,0.8881007547774917,0.8858141691046025,0.8211098395742701,0.8818252153045515,0.8796201861860018,0.8123907559399859,0.8855804839884239,0.8832987683437263,0.8170366937128545,0.8796074848205512,0.8776734109600239,0.8088437131200523,,,,,,,,,,,,,,,
+ProtHGT-ESM2-MF-func,,,,,,,,,,,,,0.7352271428571429,0.8144542857142857,0.8483042857142857,0.8074157142857142,0.4733011111111111,0.6153666666666666,0.6603466666666667,0.6315666666666666,0.42975375,0.5718512499999999,0.63801125,0.5779925,0.5460940013227513,0.6672240674603174,0.7155540674603175,0.6723249603174604,0.8964676720660478,0.8958556525161159,0.8351190718435136,0.8969595570663946,0.8965420688722177,0.8360563729223142,0.8998945178317937,0.8991356088708544,0.8399435373566642,0.8885049961894109,0.8888358071906028,0.8245936142232916,,,,,,,,,,,,,,,
+ProtHGT-ESM2-CC-func,,,,,,,,,,,,,0.62646,0.7541814285714287,0.7964728571428573,0.7510199999999999,0.4435455555555556,0.6200422222222222,0.6787188888888889,0.6251877777777778,0.5211925,0.6706987500000001,0.72478875,0.66903875,0.5303993518518518,0.6816408002645503,0.733326832010582,0.6817488425925925,0.7520874435102824,0.7381051120280552,0.6230449917350936,0.7576242424400197,0.7497047753987988,0.63303346485266,0.7617984928120712,0.7555589696280988,0.6365483188213416,0.7231019819960258,0.7117395556765701,0.5859915400549831,,,,,,,,,,,,,,,
+ProtHGT-ESM2-family,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9185791555890316,0.917709403272282,0.8689518785669348,0.9149206550613418,0.914836677084353,0.8643511806261271,0.916864736534041,0.9166098245611825,0.8671683575339445,0.9069520215899692,0.9057421277687144,0.8518072518997502,,,,,,,,,,,,,,,
+ProtHGT-TAPE-MF-sim,0.06764262088675269,0.22566420520456396,0.11309994353472615,0.13546892320868095,0.10466258707190763,0.02382793432348091,0.0698222676221539,0.06610426300584749,0.056289971183608616,0.011496383704215173,0.03258253548776176,0.03345629679186184,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.30811520263745495,0.08631722116318973,0.0006866785551513307,0.131706367451932,7.887475622858088e-46,7.483266677192571e-21,0.0014920117291723823,0.0004973372430574608,2.3657666044607863e-79,2.7765463702827703e-27,0.0001444234657429558,4.814115524765194e-05