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Add Q3 MoFE router visualizations and explanations

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gloamxun
2026-09-25 23:46:20 +08:00
parent adc9c2064b
commit a86560da64
258 changed files with 17686 additions and 585 deletions
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final/output/q3/first_round/attachment4_modal_shapley.csv
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base_model,case_id,predicted_class_name,class_value_empty,class_value_full,regression_value_empty,regression_value_full,class_completeness_residual,regression_completeness_residual,class_phi_text,class_share_text,regression_phi_text,regression_share_text,class_phi_audio,class_share_audio,regression_phi_audio,regression_share_audio,class_phi_vision,class_share_vision,regression_phi_vision,regression_share_vision
early_concat,01,neutral,-0.18578217923641205,0.5938227772712708,0.3949139714241028,-0.17249846458435059,0.0,0.0,1.0002785325050354,0.8192610713715631,-0.4418607304493586,0.5102199080853773,-0.15510331094264984,0.12703472139697483,0.1493038659294446,0.1724022967006873,-0.06557026505470274,0.05370420723146202,-0.27485557148853934,0.31737779521393533
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early_concat,02,positive,0.4626253545284271,0.8992824554443359,0.3949139714241028,0.39453208446502686,5.551115123125783e-17,-2.7755575615628914e-17,0.6519134640693665,0.5727551816963722,0.14865895484884578,0.3322796664955401,0.1355181559920311,0.11906292834306934,0.074845635642608,0.16729354027316834,-0.3507745191454887,0.30818188996055845,-0.22388647745052973,0.5004267932312917
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early_concat,06,positive,0.4626253545284271,1.7542439699172974,0.3949139714241028,1.2012083530426025,0.0,0.0,1.729888460288445,0.7978607725040776,1.0188599427541096,0.8273825249971059,-0.1445034084220727,0.06664799709334027,-0.21155702571074167,0.17179847667804,-0.29376643647750217,0.13549123040258224,-0.0010085354248682635,0.0008189983248540733
mofe,06,positive,-0.0873364806175232,1.6269797086715698,-0.3402646481990814,0.7896818518638611,0.0,-2.220446049250313e-16,1.8126832768321037,0.8012061352703157,1.160857414205869,0.8001490080299589,-0.27406344562768936,0.12113606215531142,-0.16042752067248026,0.11057854302856364,0.17569635808467868,0.07765780257437292,0.1295166065295537,0.08927244894147739
early_concat,07,positive,0.4626253545284271,1.640997290611267,0.3949139714241028,0.851616621017456,-2.220446049250313e-16,-1.1102230246251565e-16,1.2071218614776928,0.9493098259992291,0.7026887113849322,0.740705594006756,0.017853302260239914,0.01404026867795501,-0.04444137712319694,0.04684574564409561,-0.04660322765509288,0.03664990532281586,-0.20154468466838202,0.2124486603491484
mofe,07,positive,-0.0873364806175232,1.374465823173523,-0.3402646481990814,0.5795251131057739,-2.220446049250313e-16,0.0,1.224321963575979,0.8375427788017681,1.097467922993625,0.7045337645501786,0.2239651105677088,0.15321162785615844,0.14128808413321772,0.09070171775857586,0.013515229647358261,0.009245593342073543,-0.31896624582198757,0.20476451769124548
early_concat,08,positive,0.4626253545284271,1.5937559604644775,0.3949139714241028,0.8363355398178101,0.0,0.0,1.6980725129445393,0.7496961158330082,0.7933879087989528,0.6927008908817559,-0.07943965742985405,0.035072473150745534,-0.0433797111424307,0.03787449269304347,-0.48750224957863486,0.21523141101624627,-0.3085866292628149,0.2694246164252007
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early_concat,09,negative,-0.16581059992313385,2.0659565925598145,0.3949139714241028,-1.749603271484375,0.0,4.440892098500626e-16,2.4908509453137713,0.9057854890133831,-2.119111387679974,0.9881531121689435,-0.02536670366923014,0.009224474925293784,-0.008252842972675947,0.003848345356031328,-0.2337170491615931,0.08499003606132324,-0.017153012255827604,0.0079985424750253
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early_concat,10,negative,-0.16581059992313385,1.4627081155776978,0.3949139714241028,-0.9535874128341675,0.0,2.220446049250313e-16,1.7536104346315065,0.821885665428701,-1.6118726780017216,0.855021606266122,-0.2525620435674985,0.11837128654125803,0.2683410892883936,0.142342154142722,0.12747032443682352,0.05974304803004096,-0.004969795544942222,0.002636239591155957
mofe,10,negative,0.3066873550415039,1.859269142150879,-0.3402646481990814,-1.2599295377731323,-2.220446049250313e-16,0.0,1.79534795631965,0.6646456927727006,-1.3590272851288319,0.6398304072407403,-0.5743143806854885,0.2126137042551483,0.6021890453994274,0.2835107627123932,0.33154821147521335,0.12274060297215109,-0.16282664984464645,0.07665883004686654
early_concat,11,negative,-0.16581059992313385,0.8276705741882324,0.3949139714241028,-0.4693494737148285,0.0,0.0,0.6469144970178604,0.4578299588008163,-0.6779100298881531,0.5247567952764038,0.5563269257545471,0.3937199346623347,-0.4001495167613029,0.3097478555992265,-0.20976024866104123,0.14845010653684904,0.21379610151052472,0.16549534912436956
mofe,11,negative,0.3066873550415039,0.7682238817214966,-0.3402646481990814,-0.49201852083206177,-1.1102230246251565e-16,0.0,0.714252526561419,0.5427464044642689,-0.26057647665341693,0.31017638610115367,0.174514132241408,0.13260984634974388,-0.23534609874089557,0.28014348542884493,-0.42723013212283445,0.32464374918598715,0.34416870276133216,0.40968012847000135
early_concat,12,negative,-0.16581059992313385,1.6268163919448853,0.3949139714241028,-1.2375764846801758,0.0,0.0,1.373735172053178,0.7663251631738893,-1.3133755611876645,0.8045226581733658,0.0008218487103780064,0.0004584605241950493,-0.035189973811308534,0.021556005843540872,0.418069971104463,0.23321637630191563,-0.2839249211053053,0.1739213359830932
mofe,12,negative,0.3066873550415039,1.6273813247680664,-0.3402646481990814,-1.0881857872009277,0.0,0.0,1.1328166127204895,0.5183259521021829,-0.5133827831596136,0.3668230778683436,-0.43241772055625916,0.19785490801985725,0.3258083574473858,0.23279710265804132,0.6202950775623322,0.2838191398779598,-0.5603467132896185,0.40037981947361506
early_concat,13,neutral,-0.18578217923641205,0.8776760697364807,0.3949139714241028,-0.0561874620616436,0.0,0.0,1.3505798677603402,0.7671661084262917,-0.3893340397626161,0.39916694653933715,0.06138878564039866,0.034870500371709606,-0.3238998921588063,0.33208021321814507,-0.34851040442784625,0.19796339120199868,0.2621324984356761,0.2687528402425177
mofe,13,positive,-0.0873364806175232,0.7190732955932617,-0.3402646481990814,0.4206445813179016,-1.1102230246251565e-16,0.0,0.5547956426938374,0.5151541739837593,0.6172196964422861,0.5440654589584468,-0.13527045647303265,0.12560506050554324,-0.1867746462424596,0.16463770390906055,0.38688458998998004,0.3592407655106975,0.33046417931715644,0.29129683713249266
early_concat,14,positive,0.4626253545284271,1.188553810119629,0.3949139714241028,0.7671555876731873,-2.220446049250313e-16,-1.1102230246251565e-16,-0.796147088209788,0.3434299524197237,-0.6639247921605904,0.39052304484482286,0.37689960499604547,0.16258128093121527,0.1741147848467032,0.10241496737839682,1.145175938804944,0.49398876664906105,0.8620516235629716,0.5070619877767802
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early_concat,15,positive,0.4626253545284271,2.468801736831665,0.3949139714241028,1.7081661224365234,-4.440892098500626e-16,0.0,1.1608743766943612,0.5786502059014335,0.7295645773410797,0.5555403635003675,0.36844391624132783,0.1836547970016112,0.13440382480621338,0.10234426397291482,0.4768580893675486,0.23769499709695543,0.4492837488651275,0.3421153725267176
mofe,15,positive,-0.0873364806175232,2.0930612087249756,-0.3402646481990814,1.0524952411651611,0.0,0.0,1.082011878490448,0.4962451959012715,0.7277070383230845,0.5224928172330288,0.5320002436637878,0.2439922984069081,0.2926899741093318,0.2101510650503705,0.5663855671882629,0.2597625056918204,0.3723628769318263,0.2673561177166008
early_concat,16,negative,-0.16581059992313385,2.308336019515991,0.3949139714241028,-1.7967495918273926,-4.440892098500626e-16,0.0,2.114530066649119,0.854650266089918,-1.7931455262005327,0.8181664176322155,0.01269219319025676,0.005129927664971614,-0.09883942455053328,0.04509790015576007,0.3469243595997492,0.14021980624511052,-0.29967861250042915,0.13673568221202423
mofe,16,negative,0.3066873550415039,2.2526803016662598,-0.3402646481990814,-1.8355565071105957,-4.440892098500626e-16,0.0,1.704183548688888,0.8757398384432606,-1.2273415923118591,0.8208040356785549,0.09678271412849426,0.049734360186844406,-0.07458844780921936,0.04988220016359577,0.14502668380737305,0.07452580136989492,-0.19336181879043576,0.1293137641578494
early_concat,17,positive,0.4626253545284271,2.5815269947052,0.3949139714241028,1.7792633771896362,0.0,0.0,1.7624917601545649,0.6356736327069049,1.1566424812966336,0.628379444894887,-0.3268673072258631,0.11789043971426375,-0.22816291373843947,0.12395609481664112,0.683277187248071,0.24643592757883134,0.45586983820733923,0.24766446028847192
mofe,17,positive,-0.0873364806175232,2.0714244842529297,-0.3402646481990814,0.9275107383728027,0.0,-2.220446049250313e-16,1.8485091583182414,0.7209511657664651,1.3262570550044377,0.7320872442665084,-0.20261283839742342,0.07902257956610381,-0.27191763619581855,0.15009717173522874,0.5128646449496348,0.20002625466743118,0.21343596776326496,0.1178155839982628
early_concat,18,neutral,-0.18578217923641205,0.49155697226524353,0.3949139714241028,-0.37916767597198486,0.0,0.0,0.5864380734662215,0.48185907085025614,-0.39913346618413925,0.48724920223097007,-0.26984659520288307,0.2217250815043747,0.022537544369697564,0.027513103873164038,0.36074767323831713,0.29641584764536916,-0.39748572558164597,0.48523769389586585
mofe,18,negative,0.3066873550415039,0.5453876852989197,-0.3402646481990814,-0.17117543518543243,0.0,0.0,-0.37995224694410956,0.3804830877611482,0.5236165039241314,0.5583062490291711,0.1779235651095708,0.17817214658640856,0.029861152172088616,0.03183946215588288,0.44072901209195453,0.44134476565244324,-0.38438844308257103,0.409854288814946
early_concat,19,positive,0.4626253545284271,0.7167468070983887,0.3949139714241028,0.030093319714069366,-5.551115123125783e-17,0.0,-0.048116169869899736,0.04229047374065236,-0.4153755232691764,0.3670493784114923,-0.39370027184486384,0.34603275890749124,-0.3328653797507286,0.2941387344411121,0.6959378942847251,0.6116767673518564,0.3834202513098717,0.3388118871473955
mofe,19,positive,-0.0873364806175232,0.45857471227645874,-0.3402646481990814,0.046869128942489624,-1.1102230246251565e-16,0.0,-0.0594675267736117,0.07995166582875558,0.18954994281133014,0.2734416974641177,-0.039473610619703926,0.053070660519237034,-0.15303340057531992,0.2207635212196987,0.6448523302872975,0.8669776736520073,0.35061723490556085,0.5057947813161836
early_concat,20,positive,0.4626253545284271,1.8990901708602905,0.3949139714241028,1.2691367864608765,-2.220446049250313e-16,-1.1102230246251565e-16,1.777392876644929,0.8287590653123916,1.226644252737363,0.7380211843510529,-0.354089422772328,0.1651040818886001,-0.3939245293537776,0.23700811955041468,0.013161362459262214,0.0061368527990082475,0.041503091653188065,0.02497069609853247
mofe,20,positive,-0.0873364806175232,1.7697938680648804,-0.3402646481990814,0.7594369053840637,0.0,0.0,1.8304772982373834,0.9355322266861728,1.418241779009501,0.7562816545352055,-0.0497428122907877,0.025422879589298227,-0.3877904911835988,0.20679043490749358,0.0763958627358079,0.03904489372452898,0.06925026575724283,0.03692791055730099
1 base_model case_id predicted_class_name class_value_empty class_value_full regression_value_empty regression_value_full class_completeness_residual regression_completeness_residual class_phi_text class_share_text regression_phi_text regression_share_text class_phi_audio class_share_audio regression_phi_audio regression_share_audio class_phi_vision class_share_vision regression_phi_vision regression_share_vision
2 early_concat 01 neutral -0.18578217923641205 0.5938227772712708 0.3949139714241028 -0.17249846458435059 0.0 0.0 1.0002785325050354 0.8192610713715631 -0.4418607304493586 0.5102199080853773 -0.15510331094264984 0.12703472139697483 0.1493038659294446 0.1724022967006873 -0.06557026505470274 0.05370420723146202 -0.27485557148853934 0.31737779521393533
3 mofe 01 neutral -0.011055238544940948 0.4110732674598694 -0.3402646481990814 0.25080302357673645 -5.551115123125783e-17 0.0 0.9563363964358965 0.6416021347785963 0.661784142255783 0.6025699772720764 -0.2072339927156766 0.13903242898690896 0.18288437277078629 0.1665205091924332 -0.3269738977154096 0.21936543623449478 -0.25360084325075144 0.2309095135354905
4 early_concat 02 positive 0.4626253545284271 0.8992824554443359 0.3949139714241028 0.39453208446502686 5.551115123125783e-17 -2.7755575615628914e-17 0.6519134640693665 0.5727551816963722 0.14865895484884578 0.3322796664955401 0.1355181559920311 0.11906292834306934 0.074845635642608 0.16729354027316834 -0.3507745191454887 0.30818188996055845 -0.22388647745052973 0.5004267932312917
5 mofe 02 neutral -0.011055238544940948 0.40643584728240967 -0.3402646481990814 0.11017566919326782 -5.551115123125783e-17 0.0 0.6762209708491961 0.7232690002932814 0.8219493062545855 0.6710129875352847 -0.0515786235531171 0.0551672028847593 0.01573985194166501 0.012849509080878025 -0.20715126146872836 0.22156379682195926 -0.3872488408039013 0.3161375033838372
6 early_concat 03 negative -0.16581059992313385 0.6219764947891235 0.3949139714241028 -0.4927803874015808 -1.1102230246251565e-16 2.220446049250313e-16 1.1502188847710688 0.6283770573673803 -1.0737777828859785 0.6707948078312672 0.15890451644857725 0.08681126155237597 -0.1704466283942262 0.10647893368765413 -0.5213363065073887 0.28481168108024396 0.35653005245452124 0.22272625848107883
7 mofe 03 negative 0.3066873550415039 1.1000498533248901 -0.3402646481990814 -0.610044002532959 -1.1102230246251565e-16 0.0 1.2257006739576657 0.7231299630925421 -0.6208012749751408 0.6388006355223714 0.018477385242780055 0.010901153268942166 0.024267139534155525 0.024970735051002217 -0.45081556091705954 0.2659688836385159 0.32675478110710776 0.3362286294266264
8 early_concat 04 negative -0.16581059992313385 1.3316829204559326 0.3949139714241028 -0.9680880308151245 -4.440892098500626e-16 4.440892098500626e-16 1.6859804348399239 0.849142781839174 -1.7114800661802287 0.830832452929277 -0.24400762158135572 0.12289425564966613 0.27781192958354944 0.13486290110527632 0.05552070712049803 0.027962962511159827 0.07066613435745239 0.034304645965446696
9 mofe 04 negative 0.3066873550415039 1.4821975231170654 -0.3402646481990814 -0.941947340965271 -2.220446049250313e-16 0.0 1.6039889355500536 0.7891829883265222 -1.100047528743744 0.6882125995913139 -0.39852414528528846 0.19607895598647826 0.40588371455669403 0.25392928853341584 -0.02995462218920389 0.014738055686999584 0.09248112142086029 0.05785811187527034
10 early_concat 05 positive 0.4626253545284271 1.7894566059112549 0.3949139714241028 1.1292566061019897 0.0 0.0 0.4992165764172872 0.3762472250310671 0.09473545849323273 0.1290071609893488 0.11645903189977008 0.0877723009451248 0.07090185582637787 0.0965514631429215 0.7111556430657704 0.535980474023808 0.5687053203582764 0.7744413758677297
11 mofe 05 positive -0.0873364806175232 1.7530537843704224 -0.3402646481990814 0.8710430860519409 -2.220446049250313e-16 0.0 0.8392275075117747 0.4560051873113291 0.6213019390900929 0.5129183291100319 0.20359079043070477 0.1106237053650348 0.03599589069684347 0.02971655317556484 0.797571967045466 0.4333711073236361 0.5540099044640858 0.4573651177144032
12 early_concat 06 positive 0.4626253545284271 1.7542439699172974 0.3949139714241028 1.2012083530426025 0.0 0.0 1.729888460288445 0.7978607725040776 1.0188599427541096 0.8273825249971059 -0.1445034084220727 0.06664799709334027 -0.21155702571074167 0.17179847667804 -0.29376643647750217 0.13549123040258224 -0.0010085354248682635 0.0008189983248540733
13 mofe 06 positive -0.0873364806175232 1.6269797086715698 -0.3402646481990814 0.7896818518638611 0.0 -2.220446049250313e-16 1.8126832768321037 0.8012061352703157 1.160857414205869 0.8001490080299589 -0.27406344562768936 0.12113606215531142 -0.16042752067248026 0.11057854302856364 0.17569635808467868 0.07765780257437292 0.1295166065295537 0.08927244894147739
14 early_concat 07 positive 0.4626253545284271 1.640997290611267 0.3949139714241028 0.851616621017456 -2.220446049250313e-16 -1.1102230246251565e-16 1.2071218614776928 0.9493098259992291 0.7026887113849322 0.740705594006756 0.017853302260239914 0.01404026867795501 -0.04444137712319694 0.04684574564409561 -0.04660322765509288 0.03664990532281586 -0.20154468466838202 0.2124486603491484
15 mofe 07 positive -0.0873364806175232 1.374465823173523 -0.3402646481990814 0.5795251131057739 -2.220446049250313e-16 0.0 1.224321963575979 0.8375427788017681 1.097467922993625 0.7045337645501786 0.2239651105677088 0.15321162785615844 0.14128808413321772 0.09070171775857586 0.013515229647358261 0.009245593342073543 -0.31896624582198757 0.20476451769124548
16 early_concat 08 positive 0.4626253545284271 1.5937559604644775 0.3949139714241028 0.8363355398178101 0.0 0.0 1.6980725129445393 0.7496961158330082 0.7933879087989528 0.6927008908817559 -0.07943965742985405 0.035072473150745534 -0.0433797111424307 0.03787449269304347 -0.48750224957863486 0.21523141101624627 -0.3085866292628149 0.2694246164252007
17 mofe 08 positive -0.0873364806175232 1.691808819770813 -0.3402646481990814 0.7117660641670227 0.0 0.0 1.5796597078442574 0.8878756038078863 1.1786974929273129 0.7581308006030558 0.1600608453154564 0.08996502156429816 0.12468866258859634 0.0801989621269571 0.039424747228622437 0.022159374627815472 -0.25135544314980507 0.16167023726998708
18 early_concat 09 negative -0.16581059992313385 2.0659565925598145 0.3949139714241028 -1.749603271484375 0.0 4.440892098500626e-16 2.4908509453137713 0.9057854890133831 -2.119111387679974 0.9881531121689435 -0.02536670366923014 0.009224474925293784 -0.008252842972675947 0.003848345356031328 -0.2337170491615931 0.08499003606132324 -0.017153012255827604 0.0079985424750253
19 mofe 09 negative 0.3066873550415039 2.3427138328552246 -0.3402646481990814 -1.8477585315704346 0.0 2.220446049250313e-16 1.945317719131708 0.9395717716639012 -1.5164077368875344 0.9808212652015702 0.10791059210896492 0.05211989034592048 -0.010368802895148601 0.00670660148115534 -0.017201833426952376 0.008308337990178296 0.019282656411329903 0.01247213331727445
20 early_concat 10 negative -0.16581059992313385 1.4627081155776978 0.3949139714241028 -0.9535874128341675 0.0 2.220446049250313e-16 1.7536104346315065 0.821885665428701 -1.6118726780017216 0.855021606266122 -0.2525620435674985 0.11837128654125803 0.2683410892883936 0.142342154142722 0.12747032443682352 0.05974304803004096 -0.004969795544942222 0.002636239591155957
21 mofe 10 negative 0.3066873550415039 1.859269142150879 -0.3402646481990814 -1.2599295377731323 -2.220446049250313e-16 0.0 1.79534795631965 0.6646456927727006 -1.3590272851288319 0.6398304072407403 -0.5743143806854885 0.2126137042551483 0.6021890453994274 0.2835107627123932 0.33154821147521335 0.12274060297215109 -0.16282664984464645 0.07665883004686654
22 early_concat 11 negative -0.16581059992313385 0.8276705741882324 0.3949139714241028 -0.4693494737148285 0.0 0.0 0.6469144970178604 0.4578299588008163 -0.6779100298881531 0.5247567952764038 0.5563269257545471 0.3937199346623347 -0.4001495167613029 0.3097478555992265 -0.20976024866104123 0.14845010653684904 0.21379610151052472 0.16549534912436956
23 mofe 11 negative 0.3066873550415039 0.7682238817214966 -0.3402646481990814 -0.49201852083206177 -1.1102230246251565e-16 0.0 0.714252526561419 0.5427464044642689 -0.26057647665341693 0.31017638610115367 0.174514132241408 0.13260984634974388 -0.23534609874089557 0.28014348542884493 -0.42723013212283445 0.32464374918598715 0.34416870276133216 0.40968012847000135
24 early_concat 12 negative -0.16581059992313385 1.6268163919448853 0.3949139714241028 -1.2375764846801758 0.0 0.0 1.373735172053178 0.7663251631738893 -1.3133755611876645 0.8045226581733658 0.0008218487103780064 0.0004584605241950493 -0.035189973811308534 0.021556005843540872 0.418069971104463 0.23321637630191563 -0.2839249211053053 0.1739213359830932
25 mofe 12 negative 0.3066873550415039 1.6273813247680664 -0.3402646481990814 -1.0881857872009277 0.0 0.0 1.1328166127204895 0.5183259521021829 -0.5133827831596136 0.3668230778683436 -0.43241772055625916 0.19785490801985725 0.3258083574473858 0.23279710265804132 0.6202950775623322 0.2838191398779598 -0.5603467132896185 0.40037981947361506
26 early_concat 13 neutral -0.18578217923641205 0.8776760697364807 0.3949139714241028 -0.0561874620616436 0.0 0.0 1.3505798677603402 0.7671661084262917 -0.3893340397626161 0.39916694653933715 0.06138878564039866 0.034870500371709606 -0.3238998921588063 0.33208021321814507 -0.34851040442784625 0.19796339120199868 0.2621324984356761 0.2687528402425177
27 mofe 13 positive -0.0873364806175232 0.7190732955932617 -0.3402646481990814 0.4206445813179016 -1.1102230246251565e-16 0.0 0.5547956426938374 0.5151541739837593 0.6172196964422861 0.5440654589584468 -0.13527045647303265 0.12560506050554324 -0.1867746462424596 0.16463770390906055 0.38688458998998004 0.3592407655106975 0.33046417931715644 0.29129683713249266
28 early_concat 14 positive 0.4626253545284271 1.188553810119629 0.3949139714241028 0.7671555876731873 -2.220446049250313e-16 -1.1102230246251565e-16 -0.796147088209788 0.3434299524197237 -0.6639247921605904 0.39052304484482286 0.37689960499604547 0.16258128093121527 0.1741147848467032 0.10241496737839682 1.145175938804944 0.49398876664906105 0.8620516235629716 0.5070619877767802
29 mofe 14 positive -0.0873364806175232 0.7988470196723938 -0.3402646481990814 0.5261894464492798 0.0 0.0 -0.13278136154015857 0.11528699538654828 0.22024827202161154 0.2541949693376385 0.20389629403750104 0.17703230963576397 0.15109859903653464 0.17438731026812906 0.8150685677925745 0.7076806949776878 0.49510722359021503 0.5714177203942324
30 early_concat 15 positive 0.4626253545284271 2.468801736831665 0.3949139714241028 1.7081661224365234 -4.440892098500626e-16 0.0 1.1608743766943612 0.5786502059014335 0.7295645773410797 0.5555403635003675 0.36844391624132783 0.1836547970016112 0.13440382480621338 0.10234426397291482 0.4768580893675486 0.23769499709695543 0.4492837488651275 0.3421153725267176
31 mofe 15 positive -0.0873364806175232 2.0930612087249756 -0.3402646481990814 1.0524952411651611 0.0 0.0 1.082011878490448 0.4962451959012715 0.7277070383230845 0.5224928172330288 0.5320002436637878 0.2439922984069081 0.2926899741093318 0.2101510650503705 0.5663855671882629 0.2597625056918204 0.3723628769318263 0.2673561177166008
32 early_concat 16 negative -0.16581059992313385 2.308336019515991 0.3949139714241028 -1.7967495918273926 -4.440892098500626e-16 0.0 2.114530066649119 0.854650266089918 -1.7931455262005327 0.8181664176322155 0.01269219319025676 0.005129927664971614 -0.09883942455053328 0.04509790015576007 0.3469243595997492 0.14021980624511052 -0.29967861250042915 0.13673568221202423
33 mofe 16 negative 0.3066873550415039 2.2526803016662598 -0.3402646481990814 -1.8355565071105957 -4.440892098500626e-16 0.0 1.704183548688888 0.8757398384432606 -1.2273415923118591 0.8208040356785549 0.09678271412849426 0.049734360186844406 -0.07458844780921936 0.04988220016359577 0.14502668380737305 0.07452580136989492 -0.19336181879043576 0.1293137641578494
34 early_concat 17 positive 0.4626253545284271 2.5815269947052 0.3949139714241028 1.7792633771896362 0.0 0.0 1.7624917601545649 0.6356736327069049 1.1566424812966336 0.628379444894887 -0.3268673072258631 0.11789043971426375 -0.22816291373843947 0.12395609481664112 0.683277187248071 0.24643592757883134 0.45586983820733923 0.24766446028847192
35 mofe 17 positive -0.0873364806175232 2.0714244842529297 -0.3402646481990814 0.9275107383728027 0.0 -2.220446049250313e-16 1.8485091583182414 0.7209511657664651 1.3262570550044377 0.7320872442665084 -0.20261283839742342 0.07902257956610381 -0.27191763619581855 0.15009717173522874 0.5128646449496348 0.20002625466743118 0.21343596776326496 0.1178155839982628
36 early_concat 18 neutral -0.18578217923641205 0.49155697226524353 0.3949139714241028 -0.37916767597198486 0.0 0.0 0.5864380734662215 0.48185907085025614 -0.39913346618413925 0.48724920223097007 -0.26984659520288307 0.2217250815043747 0.022537544369697564 0.027513103873164038 0.36074767323831713 0.29641584764536916 -0.39748572558164597 0.48523769389586585
37 mofe 18 negative 0.3066873550415039 0.5453876852989197 -0.3402646481990814 -0.17117543518543243 0.0 0.0 -0.37995224694410956 0.3804830877611482 0.5236165039241314 0.5583062490291711 0.1779235651095708 0.17817214658640856 0.029861152172088616 0.03183946215588288 0.44072901209195453 0.44134476565244324 -0.38438844308257103 0.409854288814946
38 early_concat 19 positive 0.4626253545284271 0.7167468070983887 0.3949139714241028 0.030093319714069366 -5.551115123125783e-17 0.0 -0.048116169869899736 0.04229047374065236 -0.4153755232691764 0.3670493784114923 -0.39370027184486384 0.34603275890749124 -0.3328653797507286 0.2941387344411121 0.6959378942847251 0.6116767673518564 0.3834202513098717 0.3388118871473955
39 mofe 19 positive -0.0873364806175232 0.45857471227645874 -0.3402646481990814 0.046869128942489624 -1.1102230246251565e-16 0.0 -0.0594675267736117 0.07995166582875558 0.18954994281133014 0.2734416974641177 -0.039473610619703926 0.053070660519237034 -0.15303340057531992 0.2207635212196987 0.6448523302872975 0.8669776736520073 0.35061723490556085 0.5057947813161836
40 early_concat 20 positive 0.4626253545284271 1.8990901708602905 0.3949139714241028 1.2691367864608765 -2.220446049250313e-16 -1.1102230246251565e-16 1.777392876644929 0.8287590653123916 1.226644252737363 0.7380211843510529 -0.354089422772328 0.1651040818886001 -0.3939245293537776 0.23700811955041468 0.013161362459262214 0.0061368527990082475 0.041503091653188065 0.02497069609853247
41 mofe 20 positive -0.0873364806175232 1.7697938680648804 -0.3402646481990814 0.7594369053840637 0.0 0.0 1.8304772982373834 0.9355322266861728 1.418241779009501 0.7562816545352055 -0.0497428122907877 0.025422879589298227 -0.3877904911835988 0.20679043490749358 0.0763958627358079 0.03904489372452898 0.06925026575724283 0.03692791055730099