figure,panel,series,x,y,lower,upper,uncertainty,source_status,metric,raw_value,architecture,n_rows,t_label,k_pos,h,k,n_seeds,n_tasks,batch_size,plot_order 1,c,topk_sae,Denoising,0.6318859309445867,,,none,source_exact,min_max_normalized_score,0.36298478444417315,,,,,,,,,, 1,c,tsae_paper,Denoising,0.6899848656375297,,,none,source_exact,min_max_normalized_score,0.3819141765435537,,,,,,,,,, 1,c,tfa,Denoising,0.0,,,none,source_exact,min_max_normalized_score,0.15710809131463369,,,,,,,,,, 1,c,txc_base,Denoising,1.0,,,none,source_exact,min_max_normalized_score,0.4829211582740148,,,,,,,,,, 1,c,txc_pro,Denoising,0.29423812067738075,,,none,source_exact,min_max_normalized_score,0.2529747158288956,,,,,,,,,, 1,c,topk_sae,Coupling,0.6770833333333329,,,none,source_exact,min_max_normalized_score,0.8843537414965985,,,,,,,,,, 1,c,tsae_paper,Coupling,0.8499999999999996,,,none,source_exact,min_max_normalized_score,0.9408163265306122,,,,,,,,,, 1,c,tfa,Coupling,0.0,,,none,source_exact,min_max_normalized_score,0.6632653061224488,,,,,,,,,, 1,c,txc_base,Coupling,1.0,,,none,source_exact,min_max_normalized_score,0.989795918367347,,,,,,,,,, 1,c,txc_pro,Coupling,0.9583333333333329,,,none,source_exact,min_max_normalized_score,0.9761904761904762,,,,,,,,,, 1,c,topk_sae,Sparse Probing,0.9039282034900693,,,none,source_exact,min_max_normalized_score,0.8864521109828518,,,,,,,,,, 1,c,tsae_paper,Sparse Probing,1.0,,,none,source_exact,min_max_normalized_score,0.8994293712342843,,,,,,,,,, 1,c,tfa,Sparse Probing,0.0,,,none,source_exact,min_max_normalized_score,0.7643505997022967,,,,,,,,,, 1,c,txc_base,Sparse Probing,0.9994786149445005,,,none,source_exact,min_max_normalized_score,0.8993589431814923,,,,,,,,,, 1,c,txc_pro,Sparse Probing,0.982237786813882,,,none,source_exact,min_max_normalized_score,0.8970300732974142,,,,,,,,,, 1,c,topk_sae,Backtracking,0.0,,,none,source_exact,min_max_normalized_score,0.22950819672131148,,,,,,,,,, 1,c,tsae_paper,Backtracking,0.0833333333333333,,,none,source_exact,min_max_normalized_score,0.2459016393442623,,,,,,,,,, 1,c,tfa,Backtracking,0.5833333333333334,,,none,source_exact,min_max_normalized_score,0.3442622950819672,,,,,,,,,, 1,c,txc_base,Backtracking,1.0,,,none,source_exact,min_max_normalized_score,0.4262295081967213,,,,,,,,,, 1,c,txc_pro,Backtracking,0.75,,,none,source_exact,min_max_normalized_score,0.3770491803278688,,,,,,,,,, 1,c,topk_sae,RLHF,0.8300013139966395,,,none,source_exact,min_max_normalized_score,1.6620635191599529,,,,,,,,,, 1,c,tsae_paper,RLHF,1.0,,,none,source_exact,min_max_normalized_score,1.9342105388641357,,,,,,,,,, 1,c,tfa,RLHF,0.0,,,none,source_exact,min_max_normalized_score,0.3333333432674408,,,,,,,,,, 1,c,txc_base,RLHF,0.2863926944889553,,,none,source_exact,min_max_normalized_score,0.7918128768603007,,,,,,,,,, 1,c,txc_pro,RLHF,0.594118718587995,,,none,source_exact,min_max_normalized_score,1.2844444513320923,,,,,,,,,, 1,c,topk_sae,EM,0.5683266060399749,,,none,source_exact,min_max_normalized_score,21.453125,,,,,,,,,, 1,c,tsae_paper,EM,1.0,,,none,source_exact,min_max_normalized_score,25.85615079365079,,,,,,,,,, 1,c,tfa,EM,0.6786217964304821,,,none,source_exact,min_max_normalized_score,22.578125,,,,,,,,,, 1,c,txc_base,EM,0.4059475757428392,,,none,source_exact,min_max_normalized_score,19.796875,,,,,,,,,, 1,c,txc_pro,EM,0.0,,,none,source_exact,min_max_normalized_score,15.65625,,,,,,,,,, 2,a,denoising,topk_sae,0.3629847844441732,0.35533055365085603,0.3755850732326508,stored_run_min_max,source_exact,,,topk_sae,3,,,,,,,, 2,a,denoising,tsae_paper,0.3819141765435537,0.37899514436721804,0.38684957921504975,stored_run_min_max,source_exact,,,tsae_paper,3,,,,,,,, 2,a,denoising,tfa_pos,0.15710809131463369,0.14000138640403748,0.17743029892444612,stored_run_min_max,source_exact,,,tfa_pos,3,,,,,,,, 2,a,denoising,txc_base,0.4829211582740148,0.47650026679039004,0.49507788121700286,stored_run_min_max,source_exact,,,txc_base,3,,,,,,,, 2,a,denoising,txc_pro,0.2529747158288956,0.24572997093200682,0.2602224797010422,stored_run_min_max,source_exact,,,txc_pro,3,,,,,,,, 2,a,coupling,topk_sae,0.8424036281179137,0.7653061224489794,0.9285714285714284,stored_run_min_max,source_exact,,,topk_sae,9,,,,,,,, 2,a,coupling,tsae_paper,0.9897959183673469,0.9897959183673469,0.9897959183673469,stored_run_min_max,source_exact,,,tsae_paper,4,,,,,,,, 2,a,coupling,tfa_pos,0.629251700680272,0.33673469387755095,0.7857142857142856,stored_run_min_max,source_exact,,,tfa_pos,3,,,,,,,, 2,a,coupling,txc_base,0.9897959183673469,0.9897959183673469,0.9897959183673469,stored_run_min_max,source_exact,,,txc_base,9,,,,,,,, 2,a,coupling,txc_pro,0.976190476190476,0.9693877551020407,0.9897959183673469,stored_run_min_max,source_exact,,,txc_pro,3,,,,,,,, 2,b,tfa_pos,0.036184072890318934,0.025355015241075307,,,none,source_exact,,,,3,default,1,,,,,, 2,b,tfa_pos,0.0909483525281151,0.062032803900850315,,,none,source_exact,,,,3,default,2,,,,,, 2,b,tfa_pos,0.09090912748749058,0.061613686949325105,,,none,source_exact,,,,3,default,3,,,,,, 2,b,tfa_pos,0.11374357625221213,0.07631830784181753,,,none,source_exact,,,,3,default,4,,,,,, 2,b,tfa_pos,0.11341117411696662,0.07548302203261605,,,none,source_exact,,,,3,default,5,,,,,, 2,b,tfa_pos,0.10634801139046128,0.07079488329278925,,,none,source_exact,,,,3,default,6,,,,,, 2,b,tfa_pos,0.10529475423973053,0.0703395881690085,,,none,source_exact,,,,3,default,8,,,,,, 2,b,txc_base,0.022246511288297674,0.014654735054394526,,,none,source_exact,,,,3,T=2,1,,,,,, 2,b,txc_base,0.03575629343589147,0.0248112083102266,,,none,source_exact,,,,3,T=2,2,,,,,, 2,b,txc_base,0.07766155371597658,0.06090854691962401,,,none,source_exact,,,,3,T=2,3,,,,,, 2,b,txc_base,0.07265238625307878,0.06035507689230144,,,none,source_exact,,,,3,T=2,4,,,,,, 2,b,txc_base,0.08721187803894281,0.07633233990830679,,,none,source_exact,,,,3,T=2,5,,,,,, 2,b,txc_base,0.08300300763609508,0.07334723341045901,,,none,source_exact,,,,3,T=2,6,,,,,, 2,b,txc_base,0.0753240677760914,0.06559591647237539,,,none,source_exact,,,,3,T=2,8,,,,,, 2,b,txc_base,0.10622363067232073,0.09283123936814566,,,none,source_exact,,,,3,T=2,10,,,,,, 2,b,txc_base,0.08126187159990271,0.07176346161092322,,,none,source_exact,,,,3,T=2,12,,,,,, 2,b,txc_base,0.03629625613878791,0.030799891481486458,,,none,source_exact,,,,3,T=2,15,,,,,, 2,b,txc_base,0.08072273173796324,0.06905319244445612,,,none,source_exact,,,,3,T=2,17,,,,,, 2,b,txc_base,-0.020997348924477896,-0.02247754114990433,,,none,source_exact,,,,3,T=2,20,,,,,, 2,b,txc_base,0.029807865192803245,0.026115483806158104,,,none,source_exact,,,,3,default,1,,,,,, 2,b,txc_base,0.07604446571785957,0.0756461740587838,,,none,source_exact,,,,3,default,2,,,,,, 2,b,txc_base,0.1001346280798316,0.1022189287468791,,,none,source_exact,,,,3,default,3,,,,,, 2,b,txc_base,0.10299070912102859,0.10437994301319123,,,none,source_exact,,,,3,default,4,,,,,, 2,b,txc_base,0.10738397108701368,0.1087625317197914,,,none,source_exact,,,,3,default,5,,,,,, 2,b,txc_base,0.07586163878440857,0.07574633831779162,,,none,source_exact,,,,3,default,6,,,,,, 2,b,txc_base,-0.00697831568541005,-0.013395861887450641,,,none,source_exact,,,,3,default,8,,,,,, 2,b,txc_pro,0.05042515527456999,0.05224458320687215,,,none,source_exact,,,,3,default,1,,,,,, 2,b,txc_pro,0.05414725945641597,0.058995785657316446,,,none,source_exact,,,,3,default,2,,,,,, 2,b,txc_pro,0.02650158784041802,0.026039389148354533,,,none,source_exact,,,,3,default,3,,,,,, 2,b,txc_pro,0.04260270028995971,0.045885250158607956,,,none,source_exact,,,,3,default,4,,,,,, 2,b,topk_sae,-0.0018665925910075502,-0.0011944201154013474,,,none,source_exact,,,,3,default,1,,,,,, 2,b,topk_sae,0.07887311058002525,0.052895789305815316,,,none,source_exact,,,,3,default,8,,,,,, 2,b,topk_sae,0.0030947283861072115,0.0022120929749992984,,,none,source_exact,,,,3,default,2,,,,,, 2,b,topk_sae,0.07962770379769306,0.05374228457609813,,,none,source_exact,,,,3,default,10,,,,,, 2,b,tsae_paper,0.011761314887553453,0.007731144906332095,,,none,source_exact,,,,3,default,8,,,,,, 2,b,tsae_paper,0.05405079529931148,0.036418960586767454,,,none,source_exact,,,,3,default,1,,,,,, 2,b,topk_sae,0.01636358690642131,0.011146517956755512,,,none,source_exact,,,,3,default,3,,,,,, 2,b,topk_sae,0.07435554546924929,0.04990085458460574,,,none,source_exact,,,,3,default,12,,,,,, 2,b,topk_sae,0.008897583249684734,0.006344738705956843,,,none,source_exact,,,,3,default,4,,,,,, 2,b,topk_sae,0.08902382539430012,0.05998231034415463,,,none,source_exact,,,,3,default,15,,,,,, 2,b,tsae_paper,0.036935128302623826,0.025214305384239803,,,none,source_exact,,,,3,default,10,,,,,, 2,b,tsae_paper,0.09113136106170713,0.06122464083309751,,,none,source_exact,,,,3,default,2,,,,,, 2,b,topk_sae,0.011540074235866388,0.007970486633469893,,,none,source_exact,,,,3,default,5,,,,,, 2,b,topk_sae,0.06299848038082322,0.04245332365729458,,,none,source_exact,,,,3,default,17,,,,,, 2,b,topk_sae,0.04959596869302914,0.03370940112217795,,,none,source_exact,,,,3,default,6,,,,,, 2,b,topk_sae,0.04153821225821351,0.027514258314234517,,,none,source_exact,,,,3,default,20,,,,,, 2,b,tsae_paper,0.09402521909214556,0.06297312829022607,,,none,source_exact,,,,3,default,12,,,,,, 2,b,tsae_paper,0.09593972949078307,0.06452965660528207,,,none,source_exact,,,,3,default,3,,,,,, 2,b,tsae_paper,0.08351080129117083,0.056311701075173914,,,none,source_exact,,,,3,default,15,,,,,, 2,b,tsae_paper,0.10726914396509528,0.07227174941217526,,,none,source_exact,,,,3,default,4,,,,,, 2,b,tsae_paper,0.07369436594890431,0.04952610697752486,,,none,source_exact,,,,3,default,17,,,,,, 2,b,tsae_paper,0.08439875544669728,0.05677986242808402,,,none,source_exact,,,,3,default,5,,,,,, 2,b,tsae_paper,0.033736412118499474,0.022778284993061483,,,none,source_exact,,,,3,default,20,,,,,, 2,b,tsae_paper,0.08780468221521005,0.05899894152923177,,,none,source_exact,,,,3,default,6,,,,,, 2,b,txc_base,0.052449986776337026,0.04448300743475556,,,none,source_exact,,,,5,T=4,1,,,,,, 2,b,txc_base,0.06512122448378553,0.06127213944370548,,,none,source_exact,,,,3,T=4,2,,,,,, 2,b,txc_base,0.09522768933869277,0.09516054774673345,,,none,source_exact,,,,3,T=4,3,,,,,, 2,b,txc_base,0.12469979608431458,0.1234733843865494,,,none,source_exact,,,,3,T=4,4,,,,,, 2,b,txc_base,0.11328420047648251,0.1110069145448506,,,none,source_exact,,,,3,T=4,5,,,,,, 2,b,txc_base,0.09672106417516868,0.09360617706552149,,,none,source_exact,,,,3,T=4,6,,,,,, 2,b,txc_base,0.061311945769314966,0.0576177676829199,,,none,source_exact,,,,3,T=4,8,,,,,, 2,b,txc_base,0.01337632071226835,0.007768445213635763,,,none,source_exact,,,,3,T=4,10,,,,,, 2,b,txc_base,0.10638183426732818,0.10964532067688802,,,none,source_exact,,,,3,T=6,1,,,,,, 2,b,txc_base,0.0914298776226739,0.09406102908154329,,,none,source_exact,,,,3,T=6,2,,,,,, 2,b,txc_base,0.09155642464756966,0.09401879453410705,,,none,source_exact,,,,3,T=6,3,,,,,, 2,b,txc_base,0.10296227727085352,0.10656623144944509,,,none,source_exact,,,,3,T=6,4,,,,,, 2,b,txc_base,0.06778571587055922,0.06845374455054601,,,none,source_exact,,,,3,T=6,5,,,,,, 2,b,txc_base,0.07286896898100773,0.07600932903587818,,,none,source_exact,,,,3,T=6,6,,,,,, 2,b,txc_base,0.0625811726320535,0.06251645072673757,,,none,source_exact,,,,3,T=8,1,,,,,, 2,b,txc_base,0.07906308975070715,0.08211815102646748,,,none,source_exact,,,,3,T=8,2,,,,,, 2,b,txc_base,0.10039871639261644,0.10784332032004992,,,none,source_exact,,,,3,T=8,3,,,,,, 2,b,txc_base,0.09086547580858072,0.09792898694674174,,,none,source_exact,,,,3,T=8,4,,,,,, 2,b,txc_base,0.0399729537156721,0.04002741283426682,,,none,source_exact,,,,3,T=8,5,,,,,, 2,b,txc_base,0.06133322844592234,0.06378330167068877,,,none,source_exact,,,,3,T=10,1,,,,,, 2,b,txc_base,0.07841979150349895,0.08515122216194868,,,none,source_exact,,,,3,T=10,2,,,,,, 2,b,txc_base,0.05968872296313445,0.06427104938775301,,,none,source_exact,,,,3,T=10,3,,,,,, 2,b,txc_base,0.002476832953592142,-0.0010149876897533753,,,none,source_exact,,,,3,T=10,4,,,,,, 2,b,txc_base,0.048323952627833934,0.049305309634655715,,,none,source_exact,,,,3,T=12,1,,,,,, 2,b,txc_base,0.08463616197307905,0.09468451477587224,,,none,source_exact,,,,3,T=12,2,,,,,, 2,b,txc_base,0.04431890432412426,0.04833291669686635,,,none,source_exact,,,,3,T=12,3,,,,,, 2,c,topk_sae,0.24376417233560088,0.8424036281179137,,,none,source_exact,,,,9,default,1,,,,,, 2,c,topk_sae,0.35419501133786846,0.7947845804988661,,,none,source_exact,,,,9,default,2,,,,,, 2,c,topk_sae,0.6136054421768706,0.44897959183673464,,,none,source_exact,,,,6,default,5,,,,,, 2,c,topk_sae,0.8857142857142856,0.3639455782312924,,,none,source_exact,,,,3,default,10,,,,,, 2,c,topk_sae,0.9517006802721087,0.3571428571428571,,,none,source_exact,,,,3,default,15,,,,,, 2,c,topk_sae,0.6136054421768707,0.6020408163265306,,,none,source_exact,,,,3,default,20,,,,,, 2,c,txc_base,0.4696145124716553,0.9897959183673469,,,none,source_exact,,,,9,default,1,,,,,, 2,c,txc_base,0.6812499999999999,0.9897959183673469,,,none,source_exact,,,,8,default,2,,,,,, 2,c,txc_base,0.8032312925170068,0.8163265306122448,,,none,source_exact,,,,6,default,5,,,,,, 2,c,txc_base,0.8181122448979591,0.9795918367346939,,,none,source_exact,,,,4,default,3,,,,,, 2,c,topk_sae,0.46989795918367344,0.6479591836734693,,,none,source_exact,,,,4,default,3,,,,,, 2,c,txc_base,0.8370748299319727,0.901360544217687,,,none,source_exact,,,,3,default,4,,,,,, 2,c,topk_sae,0.5340136054421768,0.5612244897959182,,,none,source_exact,,,,3,default,4,,,,,, 2,c,txc_pro,0.4537414965986394,0.9285714285714285,,,none,source_exact,,,,3,T=5,1,,,,,, 2,c,txc_pro,0.3863945578231292,0.976190476190476,,,none,source_exact,,,,3,T=2,1,,,,,, 2,c,txc_base,0.7017006802721087,0.6428571428571428,,,none,source_exact,,,,3,default,6,,,,,, 2,c,topk_sae,0.7119047619047618,0.4727891156462585,,,none,source_exact,,,,3,default,6,,,,,, 2,c,txc_base,0.55578231292517,0.5612244897959182,,,none,source_exact,,,,3,default,7,,,,,, 2,c,topk_sae,0.7517006802721088,0.4591836734693877,,,none,source_exact,,,,3,default,7,,,,,, 2,c,txc_base,0.5108843537414965,0.4047619047619047,,,none,source_exact,,,,3,default,8,,,,,, 2,c,topk_sae,0.8102040816326529,0.43877551020408156,,,none,source_exact,,,,3,default,8,,,,,, 2,c,txc_pro,0.4836734693877551,0.7857142857142856,,,none,source_exact,,,,3,T=5,2,,,,,, 2,c,txc_pro,0.44251700680272105,0.9217687074829932,,,none,source_exact,,,,3,T=2,2,,,,,, 2,c,txc_pro,0.46054421768707476,0.8537414965986393,,,none,source_exact,,,,3,T=2,3,,,,,, 2,c,txc_pro,0.5265306122448979,0.9285714285714284,,,none,source_exact,,,,1,T=5,3,,,,,, 2,c,txc_pro,0.7465986394557822,0.8537414965986393,,,none,source_exact,,,,3,T=2,5,,,,,, 2,c,txc_pro,0.5653061224489795,0.9285714285714284,,,none,source_exact,,,,2,T=5,4,,,,,, 2,c,txc_pro,0.636734693877551,0.7653061224489794,,,none,source_exact,,,,1,T=5,5,,,,,, 2,c,txc_base,0.5551020408163265,0.9897959183673469,,,none,source_exact,,,,3,T=8,1,,,,,, 2,c,txc_base,0.39795918367346933,0.9625850340136053,,,none,source_exact,,,,3,T=2,1,,,,,, 2,c,txc_base,0.4595238095238095,0.9897959183673469,,,none,source_exact,,,,3,T=4,1,,,,,, 2,c,txc_base,0.451360544217687,0.901360544217687,,,none,source_exact,,,,3,T=2,2,,,,,, 2,c,txc_base,0.7527210884353741,0.9897959183673469,,,none,source_exact,,,,3,T=8,2,,,,,, 2,c,txc_base,0.4755102040816326,0.9897959183673469,,,none,source_exact,,,,3,T=5,1,,,,,, 2,c,txc_base,0.48775510204081624,0.9897959183673469,,,none,source_exact,,,,3,T=6,1,,,,,, 2,c,txc_base,0.6241496598639455,0.9897959183673469,,,none,source_exact,,,,3,T=12,1,,,,,, 2,c,txc_base,0.5993197278911564,0.9897959183673469,,,none,source_exact,,,,3,T=10,1,,,,,, 2,c,txc_base,0.6010204081632653,0.9829931972789115,,,none,source_exact,,,,3,T=4,2,,,,,, 2,c,txc_base,0.6874149659863945,0.9897959183673469,,,none,source_exact,,,,3,T=5,2,,,,,, 2,c,txc_base,0.5023809523809524,0.7789115646258502,,,none,source_exact,,,,3,T=2,3,,,,,, 2,c,txc_base,0.7517006802721088,0.9557823129251699,,,none,source_exact,,,,3,T=8,3,,,,,, 2,c,txc_base,0.7037414965986394,0.9897959183673469,,,none,source_exact,,,,3,T=6,2,,,,,, 2,c,txc_base,0.7741496598639455,0.9829931972789115,,,none,source_exact,,,,3,T=10,2,,,,,, 2,c,txc_base,0.6479591836734694,0.9897959183673469,,,none,source_exact,,,,3,T=12,2,,,,,, 2,c,txc_base,0.7659863945578231,0.9625850340136053,,,none,source_exact,,,,3,T=4,3,,,,,, 2,c,txc_base,0.8166666666666665,0.976190476190476,,,none,source_exact,,,,3,T=5,3,,,,,, 2,c,txc_base,0.5404761904761904,0.9829931972789115,,,none,source_exact,,,,3,T=10,3,,,,,, 2,c,txc_base,0.47108843537414963,0.9557823129251699,,,none,source_exact,,,,3,T=12,3,,,,,, 2,c,txc_base,0.8227891156462583,0.9693877551020407,,,none,source_exact,,,,3,T=6,3,,,,,, 2,c,tsae_paper,0.41709183673469385,0.9897959183673469,,,none,source_exact,,,,4,default,1,,,,,, 2,c,tfa_pos,0.44897959183673464,0.5680272108843537,,,none,source_exact,,,,3,default,1,,,,,, 2,c,tsae_paper,0.6290816326530612,0.9693877551020407,,,none,source_exact,,,,4,default,2,,,,,, 2,c,tfa_pos,0.4302721088435374,0.629251700680272,,,none,source_exact,,,,3,default,2,,,,,, 2,c,tsae_paper,0.772704081632653,0.9030612244897958,,,none,source_exact,,,,4,default,3,,,,,, 2,c,tsae_paper,0.825,0.7448979591836733,,,none,source_exact,,,,4,default,4,,,,,, 2,c,tfa_pos,0.4476190476190476,0.6020408163265305,,,none,source_exact,,,,3,default,3,,,,,, 2,c,tsae_paper,0.8724489795918368,0.7295918367346939,,,none,source_exact,,,,4,default,5,,,,,, 2,c,tfa_pos,0.4295918367346938,0.6224489795918366,,,none,source_exact,,,,3,default,4,,,,,, 2,c,tsae_paper,0.8204081632653061,0.6887755102040816,,,none,source_exact,,,,4,default,6,,,,,, 2,c,tfa_pos,0.4272108843537415,0.5816326530612244,,,none,source_exact,,,,3,default,5,,,,,, 2,c,tfa_pos,0.4244897959183673,0.6088435374149659,,,none,source_exact,,,,3,default,6,,,,,, 2,c,tsae_paper,0.7724489795918366,0.6836734693877551,,,none,source_exact,,,,4,default,8,,,,,, 2,c,tfa_pos,0.44217687074829926,0.6020408163265305,,,none,source_exact,,,,3,default,8,,,,,, 2,c,tsae_paper,0.8204081632653061,0.6224489795918366,,,none,source_exact,,,,1,default,7,,,,,, 3,h=1,sae,1,0.09586588541666667,0.09110462158974282,0.10062714924359052,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae,2,0.09586588541666667,0.09110462158974282,0.10062714924359052,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae,3,0.09586588541666667,0.09110462158974282,0.10062714924359052,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae,4,0.09586588541666667,0.09110462158974282,0.10062714924359052,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae,5,0.09586588541666667,0.09110462158974282,0.10062714924359052,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae,6,0.09586588541666667,0.09110462158974282,0.10062714924359052,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae,10,0.09586588541666667,0.09110462158974282,0.10062714924359052,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae_stacked,1,0.09586588541666667,0.09110462158974282,0.10062714924359052,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae_stacked,2,0.11515299479166667,0.10547832887948715,0.1248276607038462,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae_stacked,3,0.132080078125,0.12511885867705896,0.13904129757294104,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae_stacked,4,0.13777669270833334,0.12521036578974115,0.15034301962692553,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae_stacked,5,0.15315755208333334,0.1423232817443733,0.16399182242229338,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae_stacked,6,0.15836588541666666,0.14793524090494,0.1687965299283933,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,sae_stacked,10,0.165771484375,0.15170635671793548,0.17983661203206452,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tfa,1,0.15584309895833334,0.08874024392870711,0.22294595398795958,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tfa,2,0.224365234375,0.13731651878625262,0.3114139499637474,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tfa,3,0.292724609375,0.15771418152569736,0.4277350372243026,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tfa,4,0.29931640625,0.1520077310442843,0.44662508145571567,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tfa,5,0.3734537760416667,0.24264853918874474,0.5042590128945886,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tfa,6,0.4305826822916667,0.2741844880015618,0.5869808765817716,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tfa,10,0.5599772135416666,0.3850654347584568,0.7348889923248765,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tsae_paper_stacked,1,0.09228515625,0.09122097193761214,0.09334934056238786,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tsae_paper_stacked,2,0.12467447916666667,0.11464884705162107,0.13470011128171228,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tsae_paper_stacked,3,0.15047200520833334,0.1422566338776711,0.1586873765389956,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tsae_paper_stacked,4,0.161865234375,0.14452609286663604,0.17920437588336396,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tsae_paper_stacked,5,0.183349609375,0.16575623220293315,0.20094298654706685,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tsae_paper_stacked,6,0.19189453125,0.17031603535743717,0.21347302714256283,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,tsae_paper_stacked,10,0.21305338541666666,0.19256544318902394,0.23354132764430938,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,txc,1,0.09309895833333333,0.0861706391100935,0.10002727755657316,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,txc,2,0.13663736979166666,0.12697503353519188,0.14629970604814144,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,txc,3,1.0,1.0,1.0,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,txc,4,1.0,1.0,1.0,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,txc,5,1.0,1.0,1.0,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,txc,6,1.0,1.0,1.0,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=1,txc,10,1.0,1.0,1.0,sample_sd_across_seeds,source_exact,,,,,,,1,5,3,,, 3,h=2,sae,1,0.08951822916666667,0.08490317484415436,0.09413328348917899,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae,2,0.08951822916666667,0.08490317484415436,0.09413328348917899,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae,3,0.08951822916666667,0.08490317484415436,0.09413328348917899,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae,4,0.08951822916666667,0.08490317484415436,0.09413328348917899,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae,5,0.08951822916666667,0.08490317484415436,0.09413328348917899,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae,6,0.08951822916666667,0.08490317484415436,0.09413328348917899,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae,10,0.08951822916666667,0.08490317484415436,0.09413328348917899,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae_stacked,1,0.08951822916666667,0.08490317484415436,0.09413328348917899,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae_stacked,2,0.08878580729166667,0.0846330238209072,0.09293859076242614,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae_stacked,3,0.087158203125,0.08140145208859785,0.09291495416140215,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae_stacked,4,0.08675130208333333,0.08046813862403723,0.09303446554262942,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae_stacked,5,0.08610026041666667,0.08256794687268706,0.08963257396064628,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae_stacked,6,0.08723958333333333,0.0856699787172863,0.08880918794938036,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,sae_stacked,10,0.09383138020833333,0.08889193004378465,0.09877083037288201,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tfa,1,0.09187825520833333,0.0902526868200327,0.09350382359663396,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tfa,2,0.09025065104166667,0.0876174007670307,0.09288390131630264,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tfa,3,0.08878580729166667,0.08522827262461029,0.09234334195872305,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tfa,4,0.09261067708333333,0.08590532322424657,0.09931603094242009,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tfa,5,0.08902994791666667,0.08365146105408258,0.09440843477925076,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tfa,6,0.08984375,0.08239445981328498,0.09729304018671502,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tfa,10,0.09073893229166667,0.08630837969114057,0.09516948489219278,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tsae_paper_stacked,1,0.08976236979166667,0.08484711299787061,0.09467762658546273,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tsae_paper_stacked,2,0.08919270833333333,0.08406381795032919,0.09432159871633747,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tsae_paper_stacked,3,0.088623046875,0.0859375,0.09130859375,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tsae_paper_stacked,4,0.09407552083333333,0.09051798616627695,0.09763305550038971,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tsae_paper_stacked,5,0.08829752604166667,0.08579186127631175,0.0908031908070216,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tsae_paper_stacked,6,0.092529296875,0.08709202698942381,0.09796656676057619,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,tsae_paper_stacked,10,0.0927734375,0.08649660149795779,0.09905027350204221,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,txc,1,0.09033203125,0.08601274267261862,0.09465131982738138,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,txc,2,0.08919270833333333,0.07594972025872855,0.1024356964079381,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,txc,3,0.08935546875,0.08559697160196761,0.09311396589803239,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,txc,4,0.09651692708333333,0.08640250971753832,0.10663134444912833,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,txc,5,0.19376627604166666,0.05558843366282856,0.33194411842050475,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,txc,6,0.881103515625,0.8692633245576347,0.8929437066923653,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 3,h=2,txc,10,0.956787109375,0.9537377939460945,0.9598364248039055,sample_sd_across_seeds,source_exact,,,,,,,2,5,3,,, 4,a,mlc,mlc,0.9383051059099411,0.937711918465595,0.9386313482241107,seed_min_max_of_integrated_curve,source_exact,,,,,,,,,3,,, 4,a,txc_base_T20,txc_base_T20,0.934592709316095,0.9330712850184376,0.9356967627973266,seed_min_max_of_integrated_curve,source_exact,,,,,,,,,3,,, 4,a,txc_base_T10,txc_base_T10,0.9331874108620533,0.9314808674352015,0.9350100801325205,seed_min_max_of_integrated_curve,source_exact,,,,,,,,,3,,, 4,a,txc_base_T5,txc_base_T5,0.932275237480657,0.9309783997845319,0.9330712850184376,seed_min_max_of_integrated_curve,source_exact,,,,,,,,,3,,, 4,a,txc_pro,txc_pro,0.9312782097137245,0.9261542837228987,0.9348278723318918,seed_min_max_of_integrated_curve,source_exact,,,,,,,,,3,,, 4,a,tsae_paper,tsae_paper,0.9311771078634689,0.9283136875557111,0.9330548679689502,seed_min_max_of_integrated_curve,source_exact,,,,,,,,,3,,, 4,a,topk_sae,topk_sae,0.9190909988882491,0.9183370266795716,0.9202959291992362,seed_min_max_of_integrated_curve,source_exact,,,,,,,,,3,,, 4,a,tfa,tfa,0.7804228315127683,0.7486963249120804,0.8162055545386008,seed_min_max_of_integrated_curve,source_exact,,,,,,,,,3,,, 4,b,mlc,5,0.8735662260709226,0.8700818047393746,0.8770506474024706,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,mlc,10,0.9064053316815176,0.9034229199290001,0.9093877434340351,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,mlc,20,0.9310797389918909,0.9302364169285213,0.9319230610552605,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,mlc,40,0.9470847439256717,0.9459132947925866,0.9482561930587567,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,mlc,80,0.9551804217236854,0.9548262907182509,0.95553455272912,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,mlc,160,0.958653248721945,0.958179287616735,0.959127209827155,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,mlc,320,0.9564901945126063,0.9556690160992438,0.9573113729259688,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,mlc,640,0.9529178975536188,0.9522391180658059,0.9535966770414317,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,tsae_paper,5,0.8625784327783207,0.848201694135091,0.8769551714215503,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,tsae_paper,10,0.896260859686918,0.8913858271473065,0.9011358922265296,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,tsae_paper,20,0.925344386491604,0.9229134181681141,0.9277753548150939,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,tsae_paper,40,0.938441315822679,0.9355827655252801,0.9412998661200779,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,tsae_paper,80,0.9477153109629737,0.9462035798956429,0.9492270420303045,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,tsae_paper,160,0.9516956796386944,0.9502760964040774,0.9531152628733114,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,tsae_paper,320,0.9525481447006566,0.9516036952766559,0.9534925941246574,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,tsae_paper,640,0.9498896827031911,0.9493206345025929,0.9504587309037893,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T20,5,0.8651630614778276,0.8597513977001234,0.8705747252555318,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T20,10,0.9008212770516693,0.9004413378535371,0.9012012162498014,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T20,20,0.9270493594937366,0.9239293877896886,0.9301693311977846,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T20,40,0.9428431579012181,0.9416473469296387,0.9440389688727975,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T20,80,0.9527285722762032,0.9508107337647993,0.9546464107876071,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T20,160,0.9560637923429555,0.9545825296577578,0.9575450550281531,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T20,320,0.9553436979725379,0.9543679953708967,0.9563194005741792,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T20,640,0.9494351548708615,0.9486918645697406,0.9501784451719824,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T10,5,0.8633225904630171,0.8578138869035282,0.8688312940225059,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T10,10,0.897895548432053,0.8925731869006986,0.9032179099634073,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T10,20,0.9243348190173918,0.9213371083737264,0.9273325296610572,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T10,40,0.9416913081449988,0.9405353979656643,0.9428472183243333,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T10,80,0.95137424448068,0.9509225998513868,0.9518258891099731,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T10,160,0.955497858944582,0.9540259253302369,0.956969792558927,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T10,320,0.9550875090748181,0.9541004223328123,0.9560745958168239,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T10,640,0.9495385854166813,0.948702194324807,0.9503749765085557,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T5,5,0.8591775490616714,0.8540091545608864,0.8643459435624564,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T5,10,0.8962313882443785,0.8904779214576065,0.9019848550311506,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T5,20,0.9231199427432007,0.9193824806249754,0.9268574048614261,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T5,40,0.9420264610532953,0.9411071544925032,0.9429457676140875,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T5,80,0.9513829789452058,0.9500033926249881,0.9527625652654236,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T5,160,0.9546207627970029,0.9536762824557166,0.9555652431382893,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T5,320,0.9541965192000971,0.9532372929537121,0.9551557454464821,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_base_T5,640,0.9495196697011652,0.9482249365514895,0.9508144028508408,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_pro,5,0.8686309700541127,0.8539643478895607,0.8832975922186648,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_pro,10,0.8994946423616984,0.8881873260477573,0.9108019586756395,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_pro,20,0.9233978143561878,0.9146169400354563,0.9321786886769193,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_pro,40,0.9394356866649949,0.9369255118562142,0.9419458614737756,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_pro,80,0.948935395817589,0.9477465601468439,0.9501242314883341,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_pro,160,0.9520979899674676,0.9516802941304705,0.9525156858044648,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_pro,320,0.9498921949502563,0.9485405930117357,0.951243796888777,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,txc_pro,640,0.9427565177016416,0.941292927388122,0.9442201080151612,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,topk_sae,5,0.8512802228241567,0.8486452061757978,0.8539152394725157,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,topk_sae,10,0.8841373108942502,0.8811268391849911,0.8871477826035092,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,topk_sae,20,0.9106627732068886,0.9088345547485581,0.9124909916652191,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,topk_sae,40,0.9280251965656041,0.9266156642480512,0.929434728883157,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,topk_sae,80,0.9372109907236292,0.9355510820399775,0.938870899407281,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,topk_sae,160,0.9411132494948077,0.939702061386251,0.9425244376033644,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,topk_sae,320,0.9394620860571483,0.9385757328441577,0.9403484392701389,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 4,b,topk_sae,640,0.9347705477266738,0.9344147105135989,0.9351263849397486,sample_sd_across_seeds,source_exact,,,,,,,,,3,36,, 5,a,unsteered,txc_base bs=256,0.6229508196721312,,,95pct_bootstrap_CI_missing,exact_summary_missing_per_question_data,,,txc_base,,,,,,,,256,5 5,a,optimal,txc_base bs=256,0.8524590163934426,,,95pct_bootstrap_CI_missing,exact_summary_missing_per_question_data,,,txc_base,,,,,,,,256,5 5,b,txc_base bs=256,txc_base bs=256,0.22644450087939258,,,none,exact_summary_missing_per_question_data,,,txc_base,,,,,,,,256,1 5,a,unsteered,txc_base bs=1024,0.6557377049180327,,,95pct_bootstrap_CI_missing,exact_summary_missing_per_question_data,,,txc_base,,,,,,,,1024,0 5,a,optimal,txc_base bs=1024,1.1967213114754098,,,95pct_bootstrap_CI_missing,exact_summary_missing_per_question_data,,,txc_base,,,,,,,,1024,0 5,b,txc_base bs=1024,txc_base bs=1024,0.20099157243642277,,,none,exact_summary_missing_per_question_data,,,txc_base,,,,,,,,1024,3 5,a,unsteered,mlc bs=1024,0.639344262295082,,,95pct_bootstrap_CI_missing,exact_summary_missing_per_question_data,,,mlc,,,,,,,,1024,4 5,a,optimal,mlc bs=1024,0.8852459016393442,,,95pct_bootstrap_CI_missing,exact_summary_missing_per_question_data,,,mlc,,,,,,,,1024,4 5,b,mlc bs=1024,mlc bs=1024,0.17562659875874673,,,none,exact_summary_missing_per_question_data,,,mlc,,,,,,,,1024,5 5,a,unsteered,txc_pro bs=256,0.6229508196721312,,,95pct_bootstrap_CI_missing,exact_summary_missing_per_question_data,,,txc_pro,,,,,,,,256,3 5,a,optimal,txc_pro bs=256,1.0,,,95pct_bootstrap_CI_missing,exact_summary_missing_per_question_data,,,txc_pro,,,,,,,,256,3 5,b,txc_pro bs=256,txc_pro bs=256,0.24191509413216838,,,none,exact_summary_missing_per_question_data,,,txc_pro,,,,,,,,256,0 5,a,unsteered,tsae_paper bs=1024,0.6229508196721312,,,95pct_bootstrap_CI_missing,exact_summary_missing_per_question_data,,,tsae_paper,,,,,,,,1024,6 5,a,optimal,tsae_paper bs=1024,0.7868852459016393,,,95pct_bootstrap_CI_missing,exact_summary_missing_per_question_data,,,tsae_paper,,,,,,,,1024,6 5,b,tsae_paper bs=1024,tsae_paper bs=1024,0.19555306604276415,,,none,exact_summary_missing_per_question_data,,,tsae_paper,,,,,,,,1024,4 5,a,unsteered,topk_sae bs=1024,0.639344262295082,,,95pct_bootstrap_CI_missing,exact_summary_missing_per_question_data,,,topk_sae,,,,,,,,1024,2 5,a,optimal,topk_sae bs=1024,1.05,,,95pct_bootstrap_CI_missing,exact_summary_missing_per_question_data,,,topk_sae,,,,,,,,1024,2 5,b,topk_sae bs=1024,topk_sae bs=1024,0.1745246231628864,,,none,exact_summary_missing_per_question_data,,,topk_sae,,,,,,,,1024,6 5,a,unsteered,txc_pro bs=1024,,,,95pct_bootstrap_CI_missing,exact_source_missing_table_only,,,txc_pro,,,,,,,,1024,1 5,a,optimal,txc_pro bs=1024,,,,95pct_bootstrap_CI_missing,exact_source_missing_table_only,,,txc_pro,,,,,,,,1024,1 5,b,txc_pro bs=1024,txc_pro bs=1024,,,,none,exact_source_missing_table_only,,,txc_pro,,,,,,,,1024,2 6,a,sae_arditi,sae_arditi,21.453125,16.703125,26.203125,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,sae_arditi,1,0.6203988380296566,0.5764732128514435,0.6643244632078696,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,sae_arditi,2,0.6359486943860063,0.5838873988575075,0.6880099899145051,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,sae_arditi,4,0.6512955897840407,0.5917551481432965,0.7108360314247848,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,sae_arditi,8,0.7020786524735897,0.678564373643402,0.7255929313037773,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,sae_arditi,16,0.7178429081340196,0.6903645551430516,0.7453212611249878,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,sae_arditi,32,0.7474674272499575,0.7380879373593491,0.7568469171405658,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,sae_arditi,32768,0.8030155351696958,0.789357716245814,0.8166733540935777,seed_min_max,source_exact,,,,,,,,,2,,, 6,a,txc_base,txc_base,19.796875,16.71875,22.875,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_base,1,0.36506912984317147,0.35111973069875846,0.3790185289875845,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_base,2,0.44321423949871963,0.4298649806270375,0.4565634983704017,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_base,4,0.5138021334054976,0.5125538766792392,0.515050390131756,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_base,8,0.5246790261078703,0.5160099858255274,0.5333480663902133,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_base,16,0.5509702109587844,0.5419634411348252,0.5599769807827435,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_base,32,0.6053771173709173,0.5727771339132175,0.637977100828617,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_base,32768,0.5132881007565844,0.49475949963033095,0.5318167018828378,seed_min_max,source_exact,,,,,,,,,2,,, 6,a,txc_pro,txc_pro,15.65625,13.921875,17.390625,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_pro,1,0.5419371022404247,0.5224607548887359,0.5614134495921134,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_pro,2,0.546134238005912,0.5219996641279444,0.5702688118838795,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_pro,4,0.5630033989060619,0.5458993235833882,0.5801074742287355,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_pro,8,0.5718431570115501,0.5446301501218604,0.5990561639012396,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_pro,16,0.5433091302444795,0.5049046899524616,0.5817135705364974,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_pro,32,0.5686504316880954,0.5310938579422644,0.6062070054339264,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,txc_pro,32768,0.5742705257463621,0.5657562566704237,0.5827847948223004,seed_min_max,source_exact,,,,,,,,,2,,, 6,a,tsae_paper,tsae_paper,25.85615079365079,23.58730158730158,28.125,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,tsae_paper,1,0.5604372140314599,0.522346808913654,0.5985276191492657,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,tsae_paper,2,0.6134978141495264,0.5805721519736253,0.6464234763254276,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,tsae_paper,4,0.6763457956093666,0.6713752868525806,0.6813163043661526,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,tsae_paper,8,0.6998972705134363,0.6845544323231765,0.715240108703696,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,tsae_paper,16,0.7105923203725886,0.699700481716863,0.7214841590283141,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,tsae_paper,32,0.7196826617558352,0.7105144396465395,0.728850883865131,seed_min_max,source_exact,,,,,,,,,2,,, 6,b,tsae_paper,32768,0.6843124663053625,0.6795472920912992,0.6890776405194258,seed_min_max,source_exact,,,,,,,,,2,,, 6,a,tfa,tfa,22.578125,22.578125,22.578125,seed_min_max,source_exact,,,,,,,,,1,,, 6,b,tfa,1,0.5884489912474875,0.5884489912474875,0.5884489912474875,seed_min_max,source_exact,,,,,,,,,1,,, 6,b,tfa,2,0.5884489893262671,0.5884489893262671,0.5884489893262671,seed_min_max,source_exact,,,,,,,,,1,,, 6,b,tfa,4,0.5884489893262671,0.5884489893262671,0.5884489893262671,seed_min_max,source_exact,,,,,,,,,1,,, 6,b,tfa,8,0.5884489893262671,0.5884489893262671,0.5884489893262671,seed_min_max,source_exact,,,,,,,,,1,,, 6,b,tfa,16,0.5884489893262671,0.5884489893262671,0.5884489893262671,seed_min_max,source_exact,,,,,,,,,1,,, 6,b,tfa,32,0.5884489907066905,0.5884489907066905,0.5884489907066905,seed_min_max,source_exact,,,,,,,,,1,,, 6,b,tfa,32768,0.5907237481323765,0.5907237481323765,0.5907237481323765,seed_min_max,source_exact,,,,,,,,,1,,,