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Ki-Ho Lee 248e637f55 Code and stored results for the IEEE Communications Letters submission 
Semantic Multiplexing Gain in Wireless Systems via Expanded Embeddings:
A BERT Case Study. Includes the shared library, all experiment scripts
(training with and without SNR-aware MAML, the token-domain comparison,
the K sweep, and DistilBERT), the replot script that regenerates every
figure from the stored results, the supplementary probe-versus-cosine
analysis, and the raw results behind every figure in the letter.
2026-08-26 22:02:59 +09:00

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config,epoch,loss,cos10_test
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randmask_U4_K4,40,0.10824396601567665,0.8181372797489166
randmask_U4_K4,41,0.11032144950081904,0.7924883204698563
randmask_U4_K4,42,0.10880178637802601,0.8143567180633545
randmask_U4_K4,43,0.10727284436424574,0.8389635181427002
randmask_U4_K4,44,0.10729189534982045,0.8051501560211182
randmask_U4_K4,45,0.10961464919149876,0.7974868977069854
randmask_U4_K4,46,0.10298840553810198,0.821997900903225
randmask_U4_K4,47,0.10422270418455204,0.8254719734191894
randmask_U4_K4,48,0.10811719346791505,0.8346705484390259
randmask_U4_K4,49,0.10176836104442676,0.7923536157608032
randmask_U4_K4,50,0.09756474333504836,0.8286904925107956
randmask_U4_K4,51,0.10249958078066508,0.8261153507232666
randmask_U4_K4,52,0.10039683878421783,0.8471259021759033
randmask_U4_K4,53,0.09542886147896448,0.8482423686981201
randmask_U4_K4,54,0.09581766631454229,0.8373761105537415
randmask_U4_K4,55,0.09460351211329301,0.8358535978198052
randmask_U4_K4,56,0.09312985713283221,0.811738940179348
randmask_U4_K4,57,0.08801442109048367,0.8144305294752121
randmask_U4_K4,58,0.09441663516064484,0.8440282821655274
randmask_U4_K4,59,0.09798224969456593,0.8361618649959565
randmask_U4_K4,60,0.09446592013041179,0.8200096464157105
randmask_U4_K4,61,0.09039885421593984,0.8417802518606186
randmask_U4_K4,62,0.08912094273914893,0.8548370623588561
randmask_U4_K4,63,0.0906972157706817,0.8413548147678376
randmask_U4_K4,64,0.1000645666072766,0.8266636877506971
randmask_U4_K4,65,0.09105047172556321,0.8453523910045624
randmask_U4_K4,66,0.10543285687764485,0.8321514809131623
randmask_U4_K4,67,0.09197017150620619,0.852917617559433
randmask_U4_K4,68,0.09475338447839021,0.8589364898204803
randmask_U4_K4,69,0.0946031466126442,0.860551826953888
randmask_U4_K4,70,0.09593088111529748,0.8394816815853119
randmask_U4_K4,71,0.09590824538220961,0.8466303050518036
randmask_U4_K4,72,0.09293101763973634,0.8495465385913848
randmask_U4_K4,73,0.08923715098450581,0.8537235856056213
randmask_U4_K4,74,0.0914409152790904,0.8499350297451019
randmask_U4_K4,75,0.08854226034134627,0.8642052042484284
randmask_U4_K4,76,0.08741392087191344,0.8594645392894745
randmask_U4_K4,77,0.0970100355396668,0.8584272205829621
randmask_U4_K4,78,0.08637930491318305,0.8619933164119721
randmask_U4_K4,79,0.08732063565403222,0.8572391819953918
randmask_U4_K4,80,0.08667513407766819,0.8552039301395417
randmask_U4_K4,81,0.0896037123973171,0.827318597137928
randmask_U4_K4,82,0.08474628464629252,0.8385188318043947
randmask_U4_K4,83,0.09246972360958655,0.8101617181301117
randmask_U4_K4,84,0.092853673932453,0.8358300429582596
randmask_U4_K4,85,0.08614751022309065,0.8504450070858002
randmask_U4_K4,86,0.09462287347763777,0.8378289151191711
randmask_U4_K4,87,0.09432836121569077,0.8507204902172089
randmask_U4_K4,88,0.08220486565182607,0.8553444087505341
randmask_U4_K4,89,0.08308585623900096,0.8842778205871582
randmask_U4_K4,90,0.08562069171418746,0.8717882227897644
randmask_U4_K4,91,0.08627400811761618,0.8690251350402832
randmask_U4_K4,92,0.08545594854901234,0.865977305173874
randmask_U4_K4,93,0.07644619145741065,0.8480401313304902
randmask_U4_K4,94,0.08492359085629383,0.8572859597206116
randmask_U4_K4,95,0.08100541149576505,0.8598139572143555
randmask_U4_K4,96,0.08457014605402946,0.8724424517154694
randmask_U4_K4,97,0.08555094090600808,0.8619240343570709
randmask_U4_K4,98,0.08471594914793969,0.8600412905216217
randmask_U4_K4,99,0.09649918225904305,0.8678017544746399
randmask_U4_K4,100,0.08501102545609077,0.8701677316427231
randmask_U4_K4,101,0.08285073529928923,0.8420110213756561
randmask_U4_K4,102,0.08091181320448716,0.8615070044994354
randmask_U4_K4,103,0.0863505360732476,0.8572542798519135
randmask_U4_K4,104,0.08492149873326223,0.864970263838768
randmask_U4_K4,105,0.0771858770524462,0.8686583596467972
randmask_U4_K4,106,0.08480961881577968,0.8542173850536346
randmask_U4_K4,107,0.08211730675150951,0.8775111436843872
randmask_U4_K4,108,0.07685222762326399,0.87034019947052
randmask_U4_K4,109,0.08304493229836225,0.8659379076957703
randmask_U4_K4,110,0.08366684811810653,0.8752690398693085
randmask_U4_K4,111,0.07132221138725678,0.8678398251533508
randmask_U4_K4,112,0.08419093849758306,0.8573454642295837
randmask_U4_K4,113,0.07894712022195259,0.8789489269256592
randmask_U4_K4,114,0.08637079179286956,0.8771430265903473
randmask_U4_K4,115,0.0795242781440417,0.8523589432239532
randmask_U4_K4,116,0.08575303288797538,0.879470397233963
randmask_U4_K4,117,0.08214448111752669,0.8475729024410248
randmask_U4_K4,118,0.07532083060592414,0.8614900851249695
randmask_U4_K4,119,0.07720326075951259,0.8550658643245697
randmask_U4_K4,120,0.0742254167671005,0.8674288630485535
randmask_U4_K4,121,0.08468776915222406,0.8586086153984069
randmask_U4_K4,122,0.08475579760968685,0.8739860892295838
randmask_U4_K4,123,0.08157425057142972,0.8768679487705231
randmask_U4_K4,124,0.07724173153440157,0.8717864525318145
randmask_U4_K4,125,0.07120154709865649,0.8516681283712387
randmask_U4_K4,126,0.0731399189059933,0.876505743265152
randmask_U4_K4,127,0.08390876931448778,0.8540998095273972
randmask_U4_K4,128,0.07372848911831777,0.8702128839492798
randmask_U4_K4,129,0.07969541816661756,0.8739470422267914
randmask_U4_K4,130,0.07785788748413325,0.8685212969779968
randmask_U4_K4,131,0.08320371367037296,0.881274766921997
randmask_U4_K4,132,0.07973206218332052,0.8514331483840942
randmask_U4_K4,133,0.07672808185219765,0.884123969078064
randmask_U4_K4,134,0.07911018090943496,0.8755976510047913
randmask_U4_K4,135,0.08494531985372306,0.8215551936626434
randmask_U4_K4,136,0.08275514819969733,0.8506043863296509
randmask_U4_K4,137,0.08885855296005805,0.8723759663105011
randmask_U4_K4,138,0.08390649057924747,0.8740001749992371
randmask_U4_K4,139,0.08815465929607551,0.8608301293849945
randmask_U4_K4,140,0.07850809109707674,0.8569871026277542
randmask_U4_K4,141,0.07944802448153496,0.8821917116641999
randmask_U4_K4,142,0.07624483093619347,0.8687049794197083
randmask_U4_K4,143,0.07879531557361284,0.8751105833053588
randmask_U4_K4,144,0.07877132459233205,0.8788435715436935
randmask_U4_K4,145,0.08091420667866865,0.8585855066776276
randmask_U4_K4,146,0.09107302063455185,0.8668026196956634
randmask_U4_K4,147,0.07846641500790914,0.8466346377134323
randmask_U4_K4,148,0.07642302608738342,0.8742439901828766
randmask_U4_K4,149,0.06969724118709564,0.8691405165195465
randmask_U4_K4,150,0.08439414563278357,0.8533840084075928
randmask_U4_K4,151,0.07961126467833916,0.8832707798480988
randmask_U4_K4,152,0.07771442746122678,0.8652682107686996
randmask_U4_K4,153,0.07247772035499414,0.8663486552238464
randmask_U4_K4,154,0.07589813902974128,0.852885276004672
randmask_U4_K4,155,0.07700936023145914,0.8864804351329804
randmask_U4_K4,156,0.07367761742323636,0.8513881760835648
randmask_U4_K4,157,0.08810958334555229,0.8687181341648101
randmask_U4_K4,158,0.07720974999169508,0.882606600522995
randmask_U4_K4,159,0.07416967559605837,0.8817462599277497
randmask_U4_K4,160,0.09190745662897826,0.8575790047645568
randmask_U4_K4,161,0.077670774149398,0.8807789385318756
randmask_U4_K4,162,0.07347026638686657,0.8561024257540703
randmask_U4_K4,163,0.07886858941366275,0.8942385828495025
randmask_U4_K4,164,0.08278130369881789,0.8863106369972229
randmask_U4_K4,165,0.07769350204616784,0.8740157270431519
randmask_U4_K4,166,0.07489114234844843,0.8722353494167328
randmask_U4_K4,167,0.07680798343072336,0.8702668356895447
randmask_U4_K4,168,0.08617333268125851,0.8736471617221833
randmask_U4_K4,169,0.07698252813269695,0.8685949265956878
randmask_U4_K4,170,0.08219325099140405,0.8684822046756744
randmask_U4_K4,171,0.07415499173104763,0.8774746084213256
randmask_U4_K4,172,0.0840094868466258,0.8713838946819306
randmask_U4_K4,173,0.08339885870615642,0.864107016324997
randmask_U4_K4,174,0.07887176933387915,0.8951287817955017
randmask_U4_K4,175,0.07468751753369968,0.8748520982265472
randmask_U4_K4,176,0.08426693954815467,0.8783234870433807
randmask_U4_K4,177,0.07196142725646495,0.8574376839399338
randmask_U4_K4,178,0.08288564208894968,0.866363263130188
randmask_U4_K4,179,0.0775369476278623,0.847484968304634
randmask_U4_K4,180,0.07388331218312184,0.8782109579443932
randmask_U4_K4,181,0.08073112888882558,0.8599670958518982
randmask_U4_K4,182,0.07575127291182678,0.89321444272995
randmask_U4_K4,183,0.07269462419052919,0.8878879845142365
randmask_U4_K4,184,0.07507509738206863,0.8751232981681824
randmask_U4_K4,185,0.07249071929603815,0.805834767818451
randmask_U4_K4,186,0.06976330599437157,0.854072967171669
randmask_U4_K4,187,0.0743327617024382,0.8848860716819763
randmask_U4_K4,188,0.07884173185875018,0.8686654448509217
randmask_U4_K4,189,0.07800727259367704,0.8665636181086301
randmask_U4_K4,190,0.07710734301557144,0.8664418053627014
randmask_U4_K4,191,0.07768337136755386,0.8696886956691742
randmask_U4_K4,192,0.08234006501734256,0.8617220079898834
randmask_U4_K4,193,0.06745369162410497,0.8784958291053772
randmask_U4_K4,194,0.07891888818393152,0.8820159101486206
randmask_U4_K4,195,0.08602988248070081,0.8759003782272339
randmask_U4_K4,196,0.0815339374790589,0.8721657526493073
randmask_U4_K4,197,0.07660173633446296,0.8613133299350738
randmask_U4_K4,198,0.07701091891775529,0.8933275711536407
randmask_U4_K4,199,0.07405484943340222,0.8560892403125763
randmask_U4_K4,200,0.07592851452529431,0.8780684018135071
maml_U4_K4,1,0.347180661658446,0.6674789857864379
maml_U4_K4,2,0.1912693562110265,0.7291412144899369
maml_U4_K4,3,0.15873278553287187,0.7526404225826263
maml_U4_K4,4,0.13501812311510245,0.7881535744667053
maml_U4_K4,5,0.12952661002675692,0.8042059469223023
maml_U4_K4,6,0.12153568876286348,0.7986020350456238
maml_U4_K4,7,0.11425387337803841,0.7717742845416069
maml_U4_K4,8,0.10574387843410174,0.7908158744871616
maml_U4_K4,9,0.10321336927513282,0.8219768524169921
maml_U4_K4,10,0.1019710648804903,0.8365928137302399
maml_U4_K4,11,0.10162908720473449,0.8388471049070358
maml_U4_K4,12,0.09577510217825572,0.8191514974832534
maml_U4_K4,13,0.09287847730020682,0.8561204588413238
maml_U4_K4,14,0.09109912091245254,0.8374350219964981
maml_U4_K4,15,0.08507742977390687,0.8562416428327561
maml_U4_K4,16,0.0879564349229137,0.8456258523464203
maml_U4_K4,17,0.08163816146552563,0.8460798025131225
maml_U4_K4,18,0.08229330350955327,0.86588618516922
maml_U4_K4,19,0.0845397329578797,0.8721793913841247
maml_U4_K4,20,0.08092511302481095,0.8561173504590989
maml_U4_K4,21,0.08120464857667685,0.8401504355669022
maml_U4_K4,22,0.08126198668032884,0.8509479666501284
maml_U4_K4,23,0.07804853667815527,0.8785204446315765
maml_U4_K4,24,0.07609201104690631,0.86483318567276
maml_U4_K4,25,0.07598206852873167,0.8717848980426788
maml_U4_K4,26,0.07832555880149206,0.8852622294425965
maml_U4_K4,27,0.07592952768007914,0.8670868106931447
maml_U4_K4,28,0.06981492542972167,0.8823939228057861
maml_U4_K4,29,0.07513651949663958,0.8696787881851197
maml_U4_K4,30,0.07211239206294219,0.8761047744750976
maml_U4_K4,31,0.07348314709961415,0.8663457572460175
maml_U4_K4,32,0.06740227668235699,0.8875419104099274
maml_U4_K4,33,0.06896881471077601,0.8832177627086639
maml_U4_K4,34,0.06973387375473976,0.8715093851089477
maml_U4_K4,35,0.07279471756269534,0.8768700444698334
maml_U4_K4,36,0.06954974664996068,0.8744914346933365
maml_U4_K4,37,0.06513074573129415,0.8552892456948757
maml_U4_K4,38,0.06821217079957326,0.8575939983129501
maml_U4_K4,39,0.06895586952567101,0.885354814529419
maml_U4_K4,40,0.06837361524502436,0.902871060371399
maml_U4_K4,41,0.0695795868212978,0.8672026062011718
maml_U4_K4,42,0.06484686940908432,0.8785058814287185
maml_U4_K4,43,0.06569138797620933,0.884719272851944
maml_U4_K4,44,0.06935486963639657,0.8996051704883575
maml_U4_K4,45,0.06852079566568137,0.8581017335131764
maml_U4_K4,46,0.06446548363814751,0.885093686580658
maml_U4_K4,47,0.06660651908566555,0.8931955361366272
maml_U4_K4,48,0.06689475371191898,0.8788793689012527
maml_U4_K4,49,0.06883925980577867,0.8847301614284515
maml_U4_K4,50,0.06644983464231094,0.8881922328472137
maml_U4_K4,51,0.06345771664132674,0.8972983181476593
maml_U4_K4,52,0.06615093978742759,0.8840864717960357
maml_U4_K4,53,0.06907331595818202,0.8543579384684563
maml_U4_K4,54,0.06432705669353406,0.895258252620697
maml_U4_K4,55,0.06289806500077248,0.8874963986873626
maml_U4_K4,56,0.06306906161208947,0.8789660966396332
maml_U4_K4,57,0.06752436416844528,0.8959590780735016
maml_U4_K4,58,0.06273605408146977,0.8807716703414917
maml_U4_K4,59,0.06302976477891206,0.8806799697875977
maml_U4_K4,60,0.06588331282138825,0.8789728343486786
maml_U4_K4,61,0.06697040955846509,0.8755217003822326
maml_U4_K4,62,0.062414545509964225,0.8960570645332336
maml_U4_K4,63,0.06492822784930467,0.8980268394947052
maml_U4_K4,64,0.06153772965694467,0.901022652387619
maml_U4_K4,65,0.06359387616316478,0.9040249085426331
maml_U4_K4,66,0.06322578493505716,0.8944150793552399
maml_U4_K4,67,0.060595027717451254,0.8809969422221183
maml_U4_K4,68,0.06323700847725074,0.8813454872369766
maml_U4_K4,69,0.06087411317974329,0.9108588981628418
maml_U4_K4,70,0.06361715166519086,0.885237272977829
maml_U4_K4,71,0.0635665551573038,0.8904194885492325
maml_U4_K4,72,0.061909055610497796,0.9017153036594391
maml_U4_K4,73,0.06292358008523782,0.8749380546808243
maml_U4_K4,74,0.06311579821631312,0.8989422404766083
maml_U4_K4,75,0.06114253191277385,0.9062247610092163
maml_U4_K4,76,0.060828589896361036,0.9001686489582061
maml_U4_K4,77,0.059930589211483795,0.905405660867691
maml_U4_K4,78,0.06193341887245576,0.9080164724588394
maml_U4_K4,79,0.062160956375300884,0.8956769406795502
maml_U4_K4,80,0.06158141873156031,0.8823472857475281
maml_U4_K4,81,0.06530665542930364,0.8760757386684418
maml_U4_K4,82,0.05926208153367043,0.8954898631572723
maml_U4_K4,83,0.061040744539350274,0.907802814245224
maml_U4_K4,84,0.06141057714819908,0.8774421507120133
maml_U4_K4,85,0.06121569071585933,0.8818982446193695
maml_U4_K4,86,0.059501851294189695,0.8768142686784267
maml_U4_K4,87,0.0585340823729833,0.9035246849060059
maml_U4_K4,88,0.06246193833028277,0.8880421733856201
maml_U4_K4,89,0.06183506472657124,0.8842078185081482
maml_U4_K4,90,0.06003163664912184,0.8583147084712982
maml_U4_K4,91,0.06091472054521243,0.8950321102142333
maml_U4_K4,92,0.0582855790729324,0.8910864424705506
maml_U4_K4,93,0.06263010493169228,0.9183994114398957
maml_U4_K4,94,0.06162825327987472,0.8871576887369156
maml_U4_K4,95,0.06012369084482392,0.8866325067728758
maml_U4_K4,96,0.06130947245284915,0.90106480717659
maml_U4_K4,97,0.05936279881124695,0.891837739944458
maml_U4_K4,98,0.0629557420189182,0.915923398733139
maml_U4_K4,99,0.0618315962019066,0.8757787422835827
maml_U4_K4,100,0.05969622302179535,0.8918877822160721
maml_U4_K4,101,0.06222052160650492,0.9066294187307358
maml_U4_K4,102,0.06122479104747375,0.9031127697229385
maml_U4_K4,103,0.05998631183058024,0.9100687837600708
maml_U4_K4,104,0.0562245948985219,0.9131271374225617
maml_U4_K4,105,0.0596575552970171,0.9208973050117493
maml_U4_K4,106,0.05951523259282112,0.9000885504484176
maml_U4_K4,107,0.057494584942857425,0.890507447719574
maml_U4_K4,108,0.061197938149174055,0.9088888967037201
maml_U4_K4,109,0.06050293229520321,0.8979409223794937
maml_U4_K4,110,0.059167663448800645,0.8872812363505364
maml_U4_K4,111,0.059143187453349434,0.8765482914447784
maml_U4_K4,112,0.05801537095879515,0.8725876677036285
maml_U4_K4,113,0.057768741951634485,0.9133382189273834
maml_U4_K4,114,0.0603083465496699,0.9023887312412262
maml_U4_K4,115,0.05926162352785468,0.8981406497955322
maml_U4_K4,116,0.05854566838592291,0.9016434347629547
maml_U4_K4,117,0.060019834507256745,0.8902886468172073
maml_U4_K4,118,0.056928507505605616,0.9126162457466126
maml_U4_K4,119,0.06094560339426001,0.9074133837223053
maml_U4_K4,120,0.05611554245154063,0.8819147700071335
maml_U4_K4,121,0.05700444053237637,0.8959433013200759
maml_U4_K4,122,0.057158300386120874,0.9016379988193512
maml_U4_K4,123,0.057158270720392465,0.9029345726966858
maml_U4_K4,124,0.059448498419175544,0.9155908727645874
maml_U4_K4,125,0.057027829711635905,0.894234631061554
maml_U4_K4,126,0.060988670798639455,0.9113045048713684
maml_U4_K4,127,0.05857364385078351,0.8985288333892822
maml_U4_K4,128,0.057526498871545,0.904493374824524
maml_U4_K4,129,0.0577699143315355,0.8860013415664434
maml_U4_K4,130,0.058309779074043035,0.8975658836960793
maml_U4_K4,131,0.05819774687290192,0.9094587242603303
maml_U4_K4,132,0.05668983055278659,0.9185854208469391
maml_U4_K4,133,0.05917788553982973,0.913663010597229
maml_U4_K4,134,0.056168752977003654,0.8843231606483459
maml_U4_K4,135,0.057528384346514944,0.9002045920491218
maml_U4_K4,136,0.05734206473454833,0.9004510939121246
maml_U4_K4,137,0.05884506732225418,0.9019409251213074
maml_U4_K4,138,0.05875106554478407,0.9159722626209259
maml_U4_K4,139,0.057351783849298954,0.9214603698253632
maml_U4_K4,140,0.05936886308093866,0.9023199164867401
maml_U4_K4,141,0.058554306942969564,0.9104640686511993
maml_U4_K4,142,0.057907492673645415,0.9137247586250306
maml_U4_K4,143,0.05875451952839891,0.911284122467041
maml_U4_K4,144,0.056044043054183326,0.9136769771575928
maml_U4_K4,145,0.057408322015156346,0.8994602972269058
maml_U4_K4,146,0.054928214363753794,0.8856786954402923
maml_U4_K4,147,0.06166764620070656,0.9084132528305053
maml_U4_K4,148,0.05586407000819842,0.8944405746459961
maml_U4_K4,149,0.058174109868705276,0.9003259587287903
maml_U4_K4,150,0.056686398132393755,0.9154242289066314
maml_U4_K4,151,0.057066755574196576,0.8862654757499695
maml_U4_K4,152,0.06054938119525711,0.9027680218219757
maml_U4_K4,153,0.05890118570377429,0.9064050090312957
maml_U4_K4,154,0.05863133604327837,0.9143863320350647
maml_U4_K4,155,0.055818982577572264,0.8914957356452942
maml_U4_K4,156,0.05651145507271091,0.9064448535442352
maml_U4_K4,157,0.057413207062830526,0.917745246887207
maml_U4_K4,158,0.057341976873576644,0.9180983185768128
maml_U4_K4,159,0.05703713780269027,0.9121588158607483
maml_U4_K4,160,0.055108490909139315,0.908167668581009
maml_U4_K4,161,0.05911288674299916,0.9260145449638366
maml_U4_K4,162,0.058570109282930695,0.8931322938203812
maml_U4_K4,163,0.059064309063057104,0.8921014630794525
maml_U4_K4,164,0.05771400617435574,0.9037470340728759
maml_U4_K4,165,0.05703908216829101,0.8964817714691162
maml_U4_K4,166,0.05682400370016694,0.8773815631866455
maml_U4_K4,167,0.055864170299222075,0.9239883756637574
maml_U4_K4,168,0.05574871453767021,0.9026257109642029
maml_U4_K4,169,0.05973105976358056,0.9212580561637879
maml_U4_K4,170,0.06022630803907911,0.8892207658290863
maml_U4_K4,171,0.058311831951141355,0.895075591802597
maml_U4_K4,172,0.057540056593716145,0.9153809571266174
maml_U4_K4,173,0.054455397712687655,0.8854192155599594
maml_U4_K4,174,0.058940058406442404,0.8971073055267333
maml_U4_K4,175,0.05843853751197457,0.9041001558303833
maml_U4_K4,176,0.05517144606138269,0.9085355186462403
maml_U4_K4,177,0.059290977772325275,0.9094771349430084
maml_U4_K4,178,0.056190765866388874,0.9030066549777984
maml_U4_K4,179,0.056464395901809135,0.9123006230592727
maml_U4_K4,180,0.05538234657297532,0.9077048182487488
maml_U4_K4,181,0.05595545856282115,0.8919452553987504
maml_U4_K4,182,0.055694892623772224,0.9106463146209717
maml_U4_K4,183,0.05814829781030615,0.9175250649452209
maml_U4_K4,184,0.05402054039140542,0.9036714816093445
maml_U4_K4,185,0.05257933370769024,0.9189139720797539
maml_U4_K4,186,0.055470578782260416,0.888362283706665
maml_U4_K4,187,0.0559336483416458,0.9142243540287018
maml_U4_K4,188,0.052822023338327806,0.9021332085132598
maml_U4_K4,189,0.05794630116472642,0.8836475789546967
maml_U4_K4,190,0.057831147716691095,0.8896427758969366
maml_U4_K4,191,0.05551995169992248,0.910464973449707
maml_U4_K4,192,0.0587499779338638,0.8983820521831513
maml_U4_K4,193,0.056003091198702656,0.9178202056884766
maml_U4_K4,194,0.05283610003689925,0.8803808227181434
maml_U4_K4,195,0.05683939188097914,0.8877619311213494
maml_U4_K4,196,0.056646550074219704,0.9134135127067566
maml_U4_K4,197,0.05699920096124212,0.9124213397502899
maml_U4_K4,198,0.05802678605541587,0.9301233863830567
maml_U4_K4,199,0.05340776601185401,0.9161906111240387
maml_U4_K4,200,0.06185819224764903,0.8950871896743774
distil_U4_K4,1,0.5737748351693154,0.3044210688769817
distil_U4_K4,2,0.33772357741991677,0.5662724024057388
distil_U4_K4,3,0.23442394057909646,0.6580507552623749
distil_U4_K4,4,0.20162310960392157,0.6746243312954903
distil_U4_K4,5,0.18099623513718446,0.6934603416919708
distil_U4_K4,6,0.1732027048120896,0.7287336075305939
distil_U4_K4,7,0.16413187861442566,0.7514267838001252
distil_U4_K4,8,0.15563392323752245,0.7761549627780915
distil_U4_K4,9,0.1377391708890597,0.7567306447029114
distil_U4_K4,10,0.15170470863580704,0.7681113362312317
distil_U4_K4,11,0.13898912745217482,0.7787795090675353
distil_U4_K4,12,0.13587666933735212,0.7844145238399506
distil_U4_K4,13,0.13303596350053945,0.7938983434438706
distil_U4_K4,14,0.132976561759909,0.7926589298248291
distil_U4_K4,15,0.14391625026861826,0.7904727816581726
distil_U4_K4,16,0.1252523825565974,0.8161317312717438
distil_U4_K4,17,0.1212659619251887,0.804002115726471
distil_U4_K4,18,0.1144044986118873,0.8112812542915344
distil_U4_K4,19,0.11646383805821339,0.7798689526319503
distil_U4_K4,20,0.10979110470662515,0.817011411190033
distil_U4_K4,21,0.10461152972032627,0.8189160442352295
distil_U4_K4,22,0.10547147447864215,0.8255974292755127
distil_U4_K4,23,0.10075891502201557,0.8162192678451539
distil_U4_K4,24,0.10344356468568246,0.8383928740024567
distil_U4_K4,25,0.09942354115347067,0.8304884159564971
distil_U4_K4,26,0.09741926393161217,0.8314543247222901
distil_U4_K4,27,0.09231578759849071,0.8242507588863373
distil_U4_K4,28,0.09500364734480779,0.8411745750904083
distil_U4_K4,29,0.10162720465411743,0.8459690070152283
distil_U4_K4,30,0.09105957898000876,0.8219322953373194
distil_U4_K4,31,0.09854868379731974,0.8292932951450348
distil_U4_K4,32,0.09063120021174352,0.8315440011024475
distil_U4_K4,33,0.08928937532007694,0.831700499355793
distil_U4_K4,34,0.09179883028070132,0.8446703469753265
distil_U4_K4,35,0.0875020178531607,0.8629159569740296
distil_U4_K4,36,0.08550585065037013,0.8511275279521943
distil_U4_K4,37,0.09397301544745763,0.8496369838714599
distil_U4_K4,38,0.09479756108174721,0.8475672829151154
distil_U4_K4,39,0.09506464894860983,0.8305972445011139
distil_U4_K4,40,0.084496266754965,0.866479823589325
distil_U4_K4,41,0.08675921541949114,0.832270763516426
distil_U4_K4,42,0.08673518170913061,0.8565342879295349
distil_U4_K4,43,0.0848411075398326,0.877436648607254
distil_U4_K4,44,0.08603057550887266,0.8477721393108368
distil_U4_K4,45,0.08801072946439187,0.8326038274168969
distil_U4_K4,46,0.082754577336212,0.8617983609437943
distil_U4_K4,47,0.08423555529365936,0.8609130418300629
distil_U4_K4,48,0.08779411607732375,0.8711820662021637
distil_U4_K4,49,0.08191726128260295,0.8350317505002022
distil_U4_K4,50,0.0785088695337375,0.8629960536956787
distil_U4_K4,51,0.08271080421904722,0.8586065578460693
distil_U4_K4,52,0.08180556220312914,0.8778803288936615
distil_U4_K4,53,0.07708254965643088,0.8836938881874085
distil_U4_K4,54,0.07737951294829448,0.8734900772571563
distil_U4_K4,55,0.07592512987554073,0.8657929134368897
distil_U4_K4,56,0.07705110400915145,0.8378128084540367
distil_U4_K4,57,0.0705716826270024,0.8510029816627502
distil_U4_K4,58,0.07911189989497264,0.8753958547115326
distil_U4_K4,59,0.08100996317962805,0.870706781744957
distil_U4_K4,60,0.07712184148530166,0.8546418428421021
distil_U4_K4,61,0.07328222654759883,0.8740905117988587
distil_U4_K4,62,0.07339452599485716,0.8860566592216492
distil_U4_K4,63,0.07431211292743684,0.8710399353504181
distil_U4_K4,64,0.08325232692062855,0.8563972845673561
distil_U4_K4,65,0.0745957775041461,0.8782609462738037
distil_U4_K4,66,0.08853821518520515,0.8599822127819061
distil_U4_K4,67,0.07510238151997328,0.882153023481369
distil_U4_K4,68,0.07767899631212155,0.8913702046871186
distil_U4_K4,69,0.07859606092174848,0.8888319432735443
distil_U4_K4,70,0.07850860272844633,0.8812679612636566
distil_U4_K4,71,0.07939339693635702,0.8713595461845398
distil_U4_K4,72,0.07625223970661561,0.8821272432804108
distil_U4_K4,73,0.0724945817515254,0.8801059091091156
distil_U4_K4,74,0.07534932260711988,0.8890638899803162
distil_U4_K4,75,0.07221537635972103,0.8920277535915375
distil_U4_K4,76,0.07110218548526366,0.8871413493156433
distil_U4_K4,77,0.07956548020243645,0.8854686629772186
distil_U4_K4,78,0.07053922427197297,0.8877041637897491
distil_U4_K4,79,0.07144412629306317,0.8888340973854065
distil_U4_K4,80,0.07070674209545057,0.889240015745163
distil_U4_K4,81,0.07376805499196053,0.8578733140230179
distil_U4_K4,82,0.0693467282379667,0.8652320400625467
distil_U4_K4,83,0.07744590569287539,0.8405299699306488
distil_U4_K4,84,0.0762178746672968,0.8657768282294274
distil_U4_K4,85,0.06906486015766859,0.888445188999176
distil_U4_K4,86,0.07750597606102626,0.8732887351512909
distil_U4_K4,87,0.07759152885526419,0.884369649887085
distil_U4_K4,88,0.06662199518332879,0.8869627374410629
distil_U4_K4,89,0.06713667236268521,0.9063009953498841
distil_U4_K4,90,0.06937622827788194,0.8976811921596527
distil_U4_K4,91,0.06963558884958426,0.9008508145809173
distil_U4_K4,92,0.06993609541406234,0.89399653673172
distil_U4_K4,93,0.06047219375769297,0.8760516631603241
distil_U4_K4,94,0.06827311092987656,0.8852005779743195
distil_U4_K4,95,0.06623891306420167,0.891570839881897
distil_U4_K4,96,0.0685107359662652,0.8956202471256256
distil_U4_K4,97,0.07003140285611152,0.8890202081203461
distil_U4_K4,98,0.06849661394953728,0.8833457505702973
distil_U4_K4,99,0.08074536802868049,0.8931348919868469
distil_U4_K4,100,0.06823094459871451,0.8971446359157562
distil_U4_K4,101,0.06657894449929397,0.8717490851879119
distil_U4_K4,102,0.06437491932262977,0.8910555869340897
distil_U4_K4,103,0.07004225812852383,0.8770282125473022
distil_U4_K4,104,0.06887649248043697,0.8893563389778137
distil_U4_K4,105,0.06233450168122848,0.8951854729652404
distil_U4_K4,106,0.06891646811117728,0.8884098780155182
distil_U4_K4,107,0.06584777065863212,0.9012580716609955
distil_U4_K4,108,0.06173901244377097,0.8919324851036072
distil_U4_K4,109,0.06738175589591265,0.8881308257579803
distil_U4_K4,110,0.06767408495768905,0.8991800320148468
distil_U4_K4,111,0.05631962113082409,0.8962774455547333
distil_U4_K4,112,0.06852581911409894,0.8848612916469574
distil_U4_K4,113,0.06326387309779724,0.905212813615799
distil_U4_K4,114,0.07031462222958605,0.8985126829147339
distil_U4_K4,115,0.06329843960081538,0.8765701460838318
distil_U4_K4,116,0.06911832090467214,0.9053766965866089
distil_U4_K4,117,0.06503226343542337,0.8817270320653915
distil_U4_K4,118,0.05999349681660533,0.8881856954097748
distil_U4_K4,119,0.06215599656105041,0.8862890636920929
distil_U4_K4,120,0.058837484313795964,0.8894201993942261
distil_U4_K4,121,0.06855773728961746,0.8950593948364258
distil_U4_K4,122,0.06906629805763563,0.8986593711376191
distil_U4_K4,123,0.0650733406531314,0.9025450682640076
distil_U4_K4,124,0.061537055447697636,0.8995298457145691
distil_U4_K4,125,0.056422542581955594,0.8802679318189621
distil_U4_K4,126,0.05812618852903446,0.9047138214111328
distil_U4_K4,127,0.06738446201508244,0.8824653857946396
distil_U4_K4,128,0.05775647678102056,0.8899842631816864
distil_U4_K4,129,0.06421319290374716,0.9014349257946015
distil_U4_K4,130,0.0619390558389326,0.8972050607204437
distil_U4_K4,131,0.06706860171630978,0.9073112666606903
distil_U4_K4,132,0.06376802030329903,0.8792992061376572
distil_U4_K4,133,0.061685256535808246,0.9087574374675751
distil_U4_K4,134,0.06243705922116836,0.9027982723712921
distil_U4_K4,135,0.06810758921628197,0.8750418710708618
distil_U4_K4,136,0.06631171262512604,0.8794132280349731
distil_U4_K4,137,0.07160996381814282,0.8970270740985871
distil_U4_K4,138,0.06756964963550369,0.893778212070465
distil_U4_K4,139,0.07162792475894093,0.8969755947589875
distil_U4_K4,140,0.06202092358221611,0.8872604244947433
distil_U4_K4,141,0.06370013126482567,0.9088313663005829
distil_U4_K4,142,0.05962865674868226,0.9031707727909088
distil_U4_K4,143,0.06241902324060599,0.898943556547165
distil_U4_K4,144,0.06314756091063221,0.9051000517606735
distil_U4_K4,145,0.06540434857830406,0.9008791875839234
distil_U4_K4,146,0.07343251665433248,0.8883644270896912
distil_U4_K4,147,0.06157370676596959,0.8820066034793854
distil_U4_K4,148,0.061589908953756094,0.9052107810974122
distil_U4_K4,149,0.05446360188225905,0.8954769670963287
distil_U4_K4,150,0.06720874870195985,0.8872925090789795
distil_U4_K4,151,0.06430078060676654,0.900642129778862
distil_U4_K4,152,0.06097358784948786,0.9020229887962341
distil_U4_K4,153,0.05647779295841853,0.8985283052921296
distil_U4_K4,154,0.05852873865514994,0.8857467713579535
distil_U4_K4,155,0.06069417495901386,0.9109997057914734
distil_U4_K4,156,0.057382643967866895,0.8839912980794906
distil_U4_K4,157,0.07023168528452516,0.8969663155078887
distil_U4_K4,158,0.06048364894464612,0.9086497485637665
distil_U4_K4,159,0.058247915829221404,0.9083024930953979
distil_U4_K4,160,0.07447511047745745,0.8824612700939178
distil_U4_K4,161,0.061485581764330464,0.9053974783420563
distil_U4_K4,162,0.056832647603005174,0.8817380833625793
distil_U4_K4,163,0.0618494384859999,0.9174143946170807
distil_U4_K4,164,0.06530544549847643,0.9107401144504547
distil_U4_K4,165,0.0606935225178798,0.9063197469711304
distil_U4_K4,166,0.059008720461279154,0.9039719569683075
distil_U4_K4,167,0.05987642765045166,0.9011488634347916
distil_U4_K4,168,0.06876027706389626,0.8979354131221772
distil_U4_K4,169,0.060088520869612694,0.8958401417732239
distil_U4_K4,170,0.06463455551614364,0.8968344151973724
distil_U4_K4,171,0.05828087965647379,0.9045279407501221
distil_U4_K4,172,0.06684357564896345,0.9013824626803398
distil_U4_K4,173,0.06573417023445169,0.894431608915329
distil_U4_K4,174,0.06170513664061825,0.9172860908508301
distil_U4_K4,175,0.058334593332062167,0.9047897148132324
distil_U4_K4,176,0.06671318624789516,0.90722238779068
distil_U4_K4,177,0.05630576861401399,0.888692842721939
distil_U4_K4,178,0.06541230748097102,0.8917591559886933
distil_U4_K4,179,0.060783795677125455,0.8761735621094704
distil_U4_K4,180,0.05767752496525645,0.9016466400772333
distil_U4_K4,181,0.0627282253280282,0.8915594506263733
distil_U4_K4,182,0.05928068971882264,0.9171058928966522
distil_U4_K4,183,0.05631809414674838,0.9135246896743774
distil_U4_K4,184,0.05880786930521329,0.904795093536377
distil_U4_K4,185,0.056375887605051196,0.8532237470149994
distil_U4_K4,186,0.05339377895618479,0.8848191207647323
distil_U4_K4,187,0.05786821045602361,0.910992146730423
distil_U4_K4,188,0.06169791243349512,0.894604617357254
distil_U4_K4,189,0.0610696539717416,0.8956904916465283
distil_U4_K4,190,0.060521646390358605,0.8944178104400635
distil_U4_K4,191,0.06044133858134349,0.8955114257335662
distil_U4_K4,192,0.0646531292485694,0.890008556842804
distil_U4_K4,193,0.05170894680544734,0.913434669971466
distil_U4_K4,194,0.061662012847761315,0.910254783630371
distil_U4_K4,195,0.06724873591214418,0.9047830140590668
distil_U4_K4,196,0.06382204728821914,0.8956041526794434
distil_U4_K4,197,0.0596815974265337,0.8948008358478546
distil_U4_K4,198,0.06014903919771314,0.9170833659172059
distil_U4_K4,199,0.057745042629539965,0.8879758107662201
distil_U4_K4,200,0.05886582439144453,0.900585207939148
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