ds006239 (roi-auditory): alignment results (control gate: fail)

roi-auditory/README.md

@@ -31,7 +31,7 @@ the developing brain.
 
 Measured cause, from `control/`:
 
-- RDM effective rank: **53** of 84 stimuli
+- RDM effective rank: **57** of 84 stimuli
 
 
 Note that this is NOT ds003604's failure mode. There, the RDM
@@ -53,44 +53,44 @@ rather than language) and an inter-subject noise ceiling.
 
 | task     | session   |   n_stim |   ceiling_lower |   ceiling_upper |   ceiling_n |
 |:---------|:----------|---------:|----------------:|----------------:|------------:|
-| Orth     | ses-11+   |       96 |        0.527509 |        0.760826 |           3 |
-| Orth     | ses-11    |       96 |        0.395701 |        0.694777 |           3 |
-| Phon     | ses-11+   |       96 |        0.527509 |        0.760826 |           3 |
-| Phon     | ses-11    |       96 |        0.395701 |        0.694777 |           3 |
-| Sem      | ses-11+   |       72 |        0.313565 |        0.658019 |           3 |
-| Sem      | ses-11    |       72 |        0.185478 |        0.586945 |           3 |
-| SemLocal | ses-11+   |       48 |        0.208521 |        0.601744 |           3 |
-| SemLocal | ses-11    |       48 |        0.216461 |        0.607091 |           3 |
+| Orth     | ses-11+   |       96 |        0.552402 |        0.707302 |           5 |
+| Orth     | ses-11    |       96 |        0.508439 |        0.645119 |           7 |
+| Phon     | ses-11+   |       96 |        0.552402 |        0.707302 |           5 |
+| Phon     | ses-11    |       96 |        0.508439 |        0.645119 |           7 |
+| Sem      | ses-11+   |       72 |        0.370744 |        0.591736 |           5 |
+| Sem      | ses-11    |       72 |        0.2928   |        0.489077 |           7 |
+| SemLocal | ses-11+   |       48 |        0.265494 |        0.526554 |           5 |
+| SemLocal | ses-11    |       48 |        0.235427 |        0.477001 |           6 |
 
 Model grid: **15 families**, 2096 alignment rows across 8 cells.
 
 | | |
 |---|---|
-| mean noise ceiling | 0.346 |
-| best alignment anywhere | 0.0653 |
-| as a fraction of ceiling | 28.2% |
+| mean noise ceiling | 0.411 |
+| best alignment anywhere | 0.0913 |
+| as a fraction of ceiling | 38.8% |
 | families equivalent to zero (TOST ±0.05) | 15/15 |
-| Pythia scale trend | ρ = -0.129, p = 0.43 |
+| Pythia scale trend | ρ = -0.190, p = 0.24 |
 
 ### Per family
 
 | family                |   n_checkpoints |   rsa_mean |   rsa_sd |   rsa_abs_max |   frac_of_ceiling_abs_max |   p_equivalence_tost |
 |:----------------------|----------------:|-----------:|---------:|--------------:|--------------------------:|---------------------:|
-| pico-decoder-tiny     |              21 |     0.0055 |   0.0039 |        0.0434 |                    0.2038 |               0      |
-| beetle-humanscale-eng |              18 |     0.0008 |   0.0052 |        0.0398 |                    0.1841 |               0      |
-| pico-decoder-large    |              21 |    -0.0013 |   0.0084 |        0.0521 |                    0.2498 |               0      |
-| pico-decoder-small    |              21 |    -0.0028 |   0.0115 |        0.0523 |                    0.2822 |               0      |
-| pythia-70m-full       |              21 |    -0.0036 |   0.0067 |        0.0519 |                    0.2396 |               0      |
-| pico-decoder-medium   |              21 |    -0.0039 |   0.0073 |        0.0351 |                    0.1587 |               0      |
-| pythia-410m-full      |              21 |    -0.0049 |   0.0086 |        0.038  |                    0.1899 |               0      |
-| pythia-1b-full        |              21 |    -0.007  |   0.0106 |        0.0482 |                    0.2179 |               0      |
-| beetle-fineweb3-eng   |              19 |    -0.0074 |   0.0051 |        0.0569 |                    0.2628 |               0      |
-| pythia-1.4b-full      |              21 |    -0.0102 |   0.0073 |        0.0482 |                    0.1831 |               0      |
-| babylm-gpt2           |               9 |    -0.0122 |   0.0124 |        0.042  |                    0.2016 |               0      |
-| pythia-160m-full      |              21 |    -0.0141 |   0.0077 |        0.0568 |                    0.241  |               0      |
-| babylm-gpt2-5         |               9 |    -0.0308 |   0.02   |        0.0644 |                    0.1395 |               0.015  |
-| babylm-gpt2-7         |               9 |    -0.0309 |   0.0201 |        0.0623 |                    0.1217 |               0.0156 |
-| babylm-gpt2-3         |               9 |    -0.0311 |   0.0205 |        0.0653 |                    0.1318 |               0.0176 |
+| pico-decoder-tiny     |              21 |     0.0093 |   0.0104 |        0.0698 |                    0.2967 |               0      |
+| pico-decoder-small    |              21 |     0.0047 |   0.0219 |        0.0913 |                    0.3878 |               0.0003 |
+| pico-decoder-large    |              21 |     0.0011 |   0.0134 |        0.0677 |                    0.2875 |               0      |
+| pico-decoder-medium   |              21 |     0.0005 |   0.0116 |        0.0776 |                    0.3296 |               0      |
+| pythia-70m-full       |              21 |     0.0004 |   0.0113 |        0.0596 |                    0.2533 |               0      |
+| babylm-gpt2           |               9 |     0      |   0.0155 |        0.0494 |                    0.2097 |               0      |
+| pythia-410m-full      |              21 |    -0.0011 |   0.0122 |        0.0603 |                    0.2562 |               0      |
+| beetle-humanscale-eng |              18 |    -0.0034 |   0.0083 |        0.0401 |                    0.1578 |               0      |
+| pythia-1b-full        |              21 |    -0.0048 |   0.0067 |        0.0498 |                    0.2117 |               0      |
+| beetle-fineweb3-eng   |              19 |    -0.007  |   0.0071 |        0.0576 |                    0.2447 |               0      |
+| pythia-160m-full      |              21 |    -0.0096 |   0.0104 |        0.0573 |                    0.2435 |               0      |
+| pythia-1.4b-full      |              21 |    -0.0097 |   0.0083 |        0.048  |                    0.2038 |               0      |
+| babylm-gpt2-7         |               9 |    -0.0257 |   0.0293 |        0.062  |                    0.1138 |               0.0256 |
+| babylm-gpt2-5         |               9 |    -0.0262 |   0.0291 |        0.0636 |                    0.1151 |               0.0268 |
+| babylm-gpt2-3         |               9 |    -0.0263 |   0.0296 |        0.0649 |                    0.1177 |               0.029  |
 
 ## Dataset-specific notes
 

roi-auditory/alignment_by_cell.csv

@@ -1,121 +1,121 @@
 family,task,session,n_checkpoints,rsa_mean,rsa_sd,rsa_min,rsa_max,ceiling,seed_null_sd,frac_of_ceiling_max,mean_in_seed_sd
-babylm-gpt2,Orth,ses-11,9,-0.006662359754773677,0.010413181581394142,-0.0281313695825841,0.002786392024827,0.3957014738594727,,0.007041651873696444,
-babylm-gpt2,Orth,ses-11+,9,-0.014132208644216056,0.009793292667700088,-0.0322851995032347,-0.0032964123389986,0.5275085368785408,,-0.006249021785513968,
-babylm-gpt2,Phon,ses-11,9,-0.006662359754773677,0.010413181581394142,-0.0281313695825841,0.002786392024827,0.3957014738594727,,0.007041651873696444,
-babylm-gpt2,Phon,ses-11+,9,-0.014132208644216056,0.009793292667700088,-0.0322851995032347,-0.0032964123389986,0.5275085368785408,,-0.006249021785513968,
-babylm-gpt2,Sem,ses-11,9,0.0117194133674714,0.007772634196153584,0.0048544215830984,0.0302289099024855,0.1854778887802807,,0.16297850973651648,
-babylm-gpt2,Sem,ses-11+,9,-0.02073546515022889,0.004698484672174133,-0.0264281334122563,-0.0130003687845496,0.3135645833012561,,-0.04145993991948874,
-babylm-gpt2,SemLocal,ses-11,9,-0.015667705946272,0.007496690324638902,-0.0228587083565983,-0.0035964933681734,0.2164609957480794,,-0.016614971929441984,
-babylm-gpt2,SemLocal,ses-11+,9,-0.03112877443682858,0.006406435524001833,-0.0420399979592656,-0.0222376421819062,0.2085206276123859,,-0.10664480745398115,
-babylm-gpt2-3,Orth,ses-11,9,-0.03748065658450241,0.007726441262131501,-0.0437936319274326,-0.0174933978480589,0.3957014738594727,,-0.04420857389647079,
-babylm-gpt2-3,Orth,ses-11+,9,-0.05852561467908928,0.0076789682232905575,-0.0653262949612016,-0.0403063592335618,0.5275085368785408,,-0.0764089231087503,
-babylm-gpt2-3,Phon,ses-11,9,-0.03748065658450241,0.007726441262131501,-0.0437936319274326,-0.0174933978480589,0.3957014738594727,,-0.04420857389647079,
-babylm-gpt2-3,Phon,ses-11+,9,-0.05852561467908928,0.0076789682232905575,-0.0653262949612016,-0.0403063592335618,0.5275085368785408,,-0.0764089231087503,
-babylm-gpt2-3,Sem,ses-11,9,-0.0050053098786242665,0.005397579776240217,-0.0156713387724248,-0.0002633408485442,0.1854778887802807,,-0.0014197964526982334,
-babylm-gpt2-3,Sem,ses-11+,9,-0.019430765120409123,0.0035628282252121086,-0.025477691366105,-0.0137872207826544,0.3135645833012561,,-0.0439693177000426,
-babylm-gpt2-3,SemLocal,ses-11,9,-0.023127367148355647,0.007414271655225727,-0.028526169216311,-0.0043711246384548,0.2164609957480794,,-0.02019359018167865,
-babylm-gpt2-3,SemLocal,ses-11+,9,-0.0092275219649887,0.005726703626939565,-0.0163907475269932,0.0009637971813016,0.2085206276123859,,0.004622071170307333,
-babylm-gpt2-5,Orth,ses-11,9,-0.037633984555811135,0.0089021833734646,-0.0445572577407114,-0.0147110598289102,0.3957014738594727,,-0.03717716713416793,
-babylm-gpt2-5,Orth,ses-11+,9,-0.05681616640746756,0.0073676664632679285,-0.0643537831294292,-0.0399689874450508,0.5275085368785408,,-0.07576936608753629,
-babylm-gpt2-5,Phon,ses-11,9,-0.037633984555811135,0.0089021833734646,-0.0445572577407114,-0.0147110598289102,0.3957014738594727,,-0.03717716713416793,
-babylm-gpt2-5,Phon,ses-11+,9,-0.05681616640746756,0.0073676664632679285,-0.0643537831294292,-0.0399689874450508,0.5275085368785408,,-0.07576936608753629,
-babylm-gpt2-5,Sem,ses-11,9,-0.0023071284997118664,0.007253540879643955,-0.0157353605492285,0.0039900413619555,0.1854778887802807,,0.021512221150425913,
-babylm-gpt2-5,Sem,ses-11+,9,-0.02066749647771531,0.0015545260644113568,-0.0227339834702009,-0.0182977766524681,0.3135645833012561,,-0.058354092352606586,
-babylm-gpt2-5,SemLocal,ses-11,9,-0.023431062857653243,0.006689175302566494,-0.0301899764190164,-0.0075501821418985,0.2164609957480794,,-0.03488010445394752,
-babylm-gpt2-5,SemLocal,ses-11+,9,-0.010962951631742933,0.006114043941937435,-0.0195331841822483,0.0012244071899868,0.2085206276123859,,0.005871875622122247,
-babylm-gpt2-7,Orth,ses-11,9,-0.037530417357303475,0.0077677859986745035,-0.0437649438226284,-0.0179018051610371,0.3957014738594727,,-0.045240683554781634,
-babylm-gpt2-7,Orth,ses-11+,9,-0.05765743816344689,0.006191612771251863,-0.0622939418697273,-0.0422247400826521,0.5275085368785408,,-0.0800456052000811,
-babylm-gpt2-7,Phon,ses-11,9,-0.037530417357303475,0.0077677859986745035,-0.0437649438226284,-0.0179018051610371,0.3957014738594727,,-0.045240683554781634,
-babylm-gpt2-7,Phon,ses-11+,9,-0.05765743816344689,0.006191612771251863,-0.0622939418697273,-0.0422247400826521,0.5275085368785408,,-0.0800456052000811,
-babylm-gpt2-7,Sem,ses-11,9,-0.0054972249427045665,0.006654330673565551,-0.0160325620117721,0.0006179269217611,0.1854778887802807,,0.003331539548054181,
-babylm-gpt2-7,Sem,ses-11+,9,-0.021432583259502855,0.002441485768791438,-0.0255109986433872,-0.0182119354435274,0.3135645833012561,,-0.05808033309052109,
-babylm-gpt2-7,SemLocal,ses-11,9,-0.02067796007175221,0.006007207498533109,-0.0263341940681884,-0.007793944888232,0.2164609957480794,,-0.036006232260442486,
-babylm-gpt2-7,SemLocal,ses-11+,9,-0.009072393376565723,0.00795267138198927,-0.0187238216326574,0.0038036185444697,0.2085206276123859,,0.018240970152555637,
-beetle-fineweb3-eng,Orth,ses-11,19,-0.008303724146589678,0.014442499126843826,-0.0374905834191924,0.019350663482647,0.3957014738594727,,0.04890217692117844,
-beetle-fineweb3-eng,Orth,ses-11+,19,-0.005569024709022142,0.01192871089675711,-0.0327491557934677,0.0205063098605742,0.5275085368785408,,0.03887389194100529,
-beetle-fineweb3-eng,Phon,ses-11,19,-0.008303724146589678,0.014442499126843826,-0.0374905834191924,0.019350663482647,0.3957014738594727,,0.04890217692117844,
-beetle-fineweb3-eng,Phon,ses-11+,19,-0.005569024709022142,0.01192871089675711,-0.0327491557934677,0.0205063098605742,0.5275085368785408,,0.03887389194100529,
-beetle-fineweb3-eng,Sem,ses-11,19,0.003585337203250826,0.012365021842741068,-0.0176121780874269,0.0316720882346705,0.1854778887802807,,0.17075937430034924,
-beetle-fineweb3-eng,Sem,ses-11+,19,-0.011512397901837237,0.00885341458688881,-0.0217617284594846,0.0078253906177253,0.3135645833012561,,0.024956232414191634,
-beetle-fineweb3-eng,SemLocal,ses-11,19,-0.012828902268935578,0.02039344428899957,-0.0568897435388491,0.0448881217202079,0.2164609957480794,,0.2073727951083131,
-beetle-fineweb3-eng,SemLocal,ses-11+,19,-0.01052626896829789,0.01712633431648352,-0.0436355549373674,0.0298529224799685,0.2085206276123859,,0.1431653204855176,
-beetle-humanscale-eng,Orth,ses-11,18,0.0013472677280657666,0.009904206060541971,-0.0253738718241836,0.0169805873280623,0.3957014738594727,,0.042912620876647774,
-beetle-humanscale-eng,Orth,ses-11+,18,0.007831963714674716,0.015568044206471511,-0.0359652988706562,0.0324006516570189,0.5275085368785408,,0.061422042283420276,
-beetle-humanscale-eng,Phon,ses-11,18,0.0013472677280657666,0.009904206060541971,-0.0253738718241836,0.0169805873280623,0.3957014738594727,,0.042912620876647774,
-beetle-humanscale-eng,Phon,ses-11+,18,0.007831963714674716,0.015568044206471511,-0.0359652988706562,0.0324006516570189,0.5275085368785408,,0.061422042283420276,
-beetle-humanscale-eng,Sem,ses-11,18,-0.0008231219822979946,0.015160420096160093,-0.0149278087275651,0.0305905053865335,0.1854778887802807,,0.16492804391779212,
-beetle-humanscale-eng,Sem,ses-11+,18,-0.005096522765436889,0.013997667198790592,-0.0288482701172543,0.0248747174708533,0.3135645833012561,,0.0793288489693844,
-beetle-humanscale-eng,SemLocal,ses-11,18,-0.006602005954059372,0.012106403262809293,-0.0398449627128697,0.0214688719195198,0.2164609957480794,,0.09918124900665985,
-beetle-humanscale-eng,SemLocal,ses-11+,18,0.0007959237573561226,0.01609508973776647,-0.0121661062812931,0.0367572650286401,0.2085206276123859,,0.17627639744575926,
-pico-decoder-large,Orth,ses-11,21,0.004654284369291601,0.012279957911125697,-0.0145375615984414,0.0415961488664701,0.3957014738594727,,0.10512002510569961,
-pico-decoder-large,Orth,ses-11+,21,-0.01017502644319461,0.01852078352739619,-0.0347044308405222,0.0388918585246505,0.5275085368785408,,0.07372744857322636,
-pico-decoder-large,Phon,ses-11,21,0.004654284369291601,0.012279957911125697,-0.0145375615984414,0.0415961488664701,0.3957014738594727,,0.10512002510569961,
-pico-decoder-large,Phon,ses-11+,21,-0.01017502644319461,0.01852078352739619,-0.0347044308405222,0.0388918585246505,0.5275085368785408,,0.07372744857322636,
-pico-decoder-large,Sem,ses-11,21,0.008249745196355057,0.015937811971127695,-0.017098147679828,0.0417465360609484,0.1854778887802807,,0.22507554046187056,
-pico-decoder-large,Sem,ses-11+,21,-0.00951140550773478,0.012018891373351564,-0.0356327100487467,0.0116607089728733,0.3135645833012561,,0.037187583017532035,
-pico-decoder-large,SemLocal,ses-11,21,-0.006082782605026386,0.011767703653216754,-0.0223461335348962,0.0221960633056408,0.2164609957480794,,0.10254070590838876,
-pico-decoder-large,SemLocal,ses-11+,21,0.007785435856187176,0.01842659592401597,-0.0372808762703442,0.0520851049783434,0.2085206276123859,,0.24978394499734183,
-pico-decoder-medium,Orth,ses-11,21,-0.0007004158426549236,0.013617823550724502,-0.0302285014172921,0.0263005027602358,0.3957014738594727,,0.06646551629872377,
-pico-decoder-medium,Orth,ses-11+,21,-0.010299321893413382,0.01568709318320164,-0.0350972320097667,0.0253597942378932,0.5275085368785408,,0.04807466128976091,
-pico-decoder-medium,Phon,ses-11,21,-0.0007004158426549236,0.013617823550724502,-0.0302285014172921,0.0263005027602358,0.3957014738594727,,0.06646551629872377,
-pico-decoder-medium,Phon,ses-11+,21,-0.010299321893413382,0.01568709318320164,-0.0350972320097667,0.0253597942378932,0.5275085368785408,,0.04807466128976091,
-pico-decoder-medium,Sem,ses-11,21,0.009543962238683095,0.01047935819431081,-0.0107350707840365,0.0294418998081757,0.1854778887802807,,0.15873536194415563,
-pico-decoder-medium,Sem,ses-11+,21,-0.011122532928847724,0.014709757996548913,-0.0281440032648878,0.0276604926110307,0.3135645833012561,,0.0882130638601362,
-pico-decoder-medium,SemLocal,ses-11,21,-0.008483937327973827,0.02007789613372004,-0.0343227143854266,0.0343073971722116,0.2164609957480794,,0.15849228196353246,
-pico-decoder-medium,SemLocal,ses-11+,21,0.0005749230300679626,0.016853744555074376,-0.0253255572501662,0.0307385115758919,0.2085206276123859,,0.14741233003111326,
-pico-decoder-small,Orth,ses-11,21,-0.004539174028331529,0.014142726143114662,-0.0233609730217052,0.02362453667137,0.3957014738594727,,0.059702928171957964,
-pico-decoder-small,Orth,ses-11+,21,-0.016059601287549224,0.012941089736867249,-0.0365120849272691,0.0053076067961309,0.5275085368785408,,0.010061650997229226,
-pico-decoder-small,Phon,ses-11,21,-0.004539174028331529,0.014142726143114662,-0.0233609730217052,0.02362453667137,0.3957014738594727,,0.059702928171957964,
-pico-decoder-small,Phon,ses-11+,21,-0.016059601287549224,0.012941089736867249,-0.0365120849272691,0.0053076067961309,0.5275085368785408,,0.010061650997229226,
-pico-decoder-small,Sem,ses-11,21,0.017630057946924956,0.017625526582973033,-0.0115652181464793,0.0523409385907953,0.1854778887802807,,0.2821950310896572,
-pico-decoder-small,Sem,ses-11+,21,-0.0018940154623779144,0.01098600602961837,-0.0176843482863562,0.0123271980184537,0.3135645833012561,,0.03931310701186679,
-pico-decoder-small,SemLocal,ses-11,21,-0.005696099812223105,0.014519283221404958,-0.0291294935097573,0.0195312946133692,0.2164609957480794,,0.09023008762326871,
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-pico-decoder-tiny,Sem,ses-11+,21,0.007396076301075476,0.012908512297294695,-0.0127673637232541,0.0296223709378127,0.3135645833012561,,0.09446976002820162,
-pico-decoder-tiny,SemLocal,ses-11,21,-3.8943990710757345e-05,0.011096376334014944,-0.03007962057992,0.0170270222228851,0.2164609957480794,,0.07866092532763458,
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-pythia-1.4b-full,Orth,ses-11,21,0.0004063252427057381,0.014395116485196594,-0.0309271564520256,0.0183626223273401,0.3957014738594727,,0.046405241173959604,
-pythia-1.4b-full,Orth,ses-11+,21,-0.015342555242764037,0.018244452476368793,-0.048211803064972,0.0080665089593955,0.5275085368785408,,0.015291712636781116,
-pythia-1.4b-full,Phon,ses-11,21,0.0004063252427057381,0.014395116485196594,-0.0309271564520256,0.0183626223273401,0.3957014738594727,,0.046405241173959604,
-pythia-1.4b-full,Phon,ses-11+,21,-0.015342555242764037,0.018244452476368793,-0.048211803064972,0.0080665089593955,0.5275085368785408,,0.015291712636781116,
-pythia-1.4b-full,Sem,ses-11,21,-0.00957662436710137,0.011669536842879661,-0.0256553685046295,0.0143724720933339,0.1854778887802807,,0.07748887044083028,
-pythia-1.4b-full,Sem,ses-11+,21,-0.01562462692172249,0.011618264257525188,-0.0327007239451588,0.0164859833647364,0.3135645833012561,,0.0525760377373281,
-pythia-1.4b-full,SemLocal,ses-11,21,-0.018147889717730615,0.008969061670578078,-0.0374558286101496,-0.0055892276915616,0.2164609957480794,,-0.025820946042706135,
-pythia-1.4b-full,SemLocal,ses-11+,21,-0.008741427119358986,0.01444184015612456,-0.0381809046824369,0.0191348864731131,0.2085206276123859,,0.09176495722371646,
-pythia-160m-full,Orth,ses-11,21,-0.007850539626753895,0.014426842505482788,-0.0300198504154546,0.0266379252981701,0.3957014738594727,,0.06731823624096521,
-pythia-160m-full,Orth,ses-11+,21,-0.013467560811505323,0.021125705041270128,-0.0483979800453824,0.0234450241912882,0.5275085368785408,,0.04444482421084767,
-pythia-160m-full,Phon,ses-11,21,-0.007850539626753895,0.014426842505482788,-0.0300198504154546,0.0266379252981701,0.3957014738594727,,0.06731823624096521,
-pythia-160m-full,Phon,ses-11+,21,-0.013467560811505323,0.021125705041270128,-0.0483979800453824,0.0234450241912882,0.5275085368785408,,0.04444482421084767,
-pythia-160m-full,Sem,ses-11,21,-0.004373563181288709,0.018478216216770215,-0.0321448490652118,0.0194886046968276,0.1854778887802807,,0.10507238800800688,
-pythia-160m-full,Sem,ses-11+,21,-0.026555772006883336,0.020526552459574434,-0.056836836786555,0.0109250054087765,0.3135645833012561,,0.03484132453275292,
-pythia-160m-full,SemLocal,ses-11,21,-0.02309334097365734,0.008158056247765524,-0.0338019124142685,-0.0015814186552052,0.2164609957480794,,-0.0073057903560865035,
-pythia-160m-full,SemLocal,ses-11+,21,-0.01587095125557992,0.022955655789012444,-0.0502451581845898,0.016288861304156,0.2085206276123859,,0.07811630672067121,
-pythia-1b-full,Orth,ses-11,21,0.0012260834376655195,0.01686027150781324,-0.0313516498135087,0.0448097015715977,0.3957014738594727,,0.11324117935307762,
-pythia-1b-full,Orth,ses-11+,21,-0.007894605807226838,0.020530383307637824,-0.0482334070058872,0.0209667605173263,0.5275085368785408,,0.03974677005493451,
-pythia-1b-full,Phon,ses-11,21,0.0012260834376655195,0.01686027150781324,-0.0313516498135087,0.0448097015715977,0.3957014738594727,,0.11324117935307762,
-pythia-1b-full,Phon,ses-11+,21,-0.007894605807226838,0.020530383307637824,-0.0482334070058872,0.0209667605173263,0.5275085368785408,,0.03974677005493451,
-pythia-1b-full,Sem,ses-11,21,0.0027183503596726333,0.005987180518487952,-0.0111732954986119,0.0139306650624788,0.1854778887802807,,0.07510687745093557,
-pythia-1b-full,Sem,ses-11+,21,-0.015814952988559516,0.01483970678879199,-0.036168771881121,0.0241510328114265,0.3135645833012561,,0.07702092040230027,
-pythia-1b-full,SemLocal,ses-11,21,-0.0282116555327463,0.013193782065262455,-0.0471736723324692,-0.0022849820694126,0.2164609957480794,,-0.010556091463572018,
-pythia-1b-full,SemLocal,ses-11+,21,-0.0014117993906496238,0.010411156111741123,-0.0269271173718752,0.0228655392317056,0.2085206276123859,,0.10965600618759797,
-pythia-410m-full,Orth,ses-11,21,-0.0075553737971276996,0.008800861060006054,-0.0253715562077288,0.0128915307567791,0.3957014738594727,,0.032578930351311576,
-pythia-410m-full,Orth,ses-11+,21,-0.012737784489932671,0.012220951704289657,-0.0317393611066762,0.012379326698719,0.5275085368785408,,0.023467538121699345,
-pythia-410m-full,Phon,ses-11,21,-0.0075553737971276996,0.008800861060006054,-0.0253715562077288,0.0128915307567791,0.3957014738594727,,0.032578930351311576,
-pythia-410m-full,Phon,ses-11+,21,-0.012737784489932671,0.012220951704289657,-0.0317393611066762,0.012379326698719,0.5275085368785408,,0.023467538121699345,
-pythia-410m-full,Sem,ses-11,21,0.01196323427378791,0.009779544394923755,-0.0055363724375205,0.0352309423190272,0.1854778887802807,,0.18994685862939809,
-pythia-410m-full,Sem,ses-11+,21,-0.006584982474242644,0.0184232369172429,-0.0322522991508893,0.0310976190851668,0.3135645833012561,,0.09917452652900494,
-pythia-410m-full,SemLocal,ses-11,21,-0.008192403047484881,0.018194470310002982,-0.0370392957252383,0.0190386104304436,0.2164609957480794,,0.08795400004812425,
-pythia-410m-full,SemLocal,ses-11+,21,0.004322950983657191,0.018451476562280307,-0.0379622999571536,0.0264818814340342,0.2085206276123859,,0.12699885731813904,
-pythia-70m-full,Orth,ses-11,21,-0.007932937441475382,0.013745381172957656,-0.0290425548493882,0.0126787538647932,0.3957014738594727,,0.03204120960463206,
-pythia-70m-full,Orth,ses-11+,21,-0.009392246570554848,0.019988779413149197,-0.0471543270802256,0.0174763216162921,0.5275085368785408,,0.03312993135562474,
-pythia-70m-full,Phon,ses-11,21,-0.007932937441475382,0.013745381172957656,-0.0290425548493882,0.0126787538647932,0.3957014738594727,,0.03204120960463206,
-pythia-70m-full,Phon,ses-11+,21,-0.009392246570554848,0.019988779413149197,-0.0471543270802256,0.0174763216162921,0.5275085368785408,,0.03312993135562474,
-pythia-70m-full,Sem,ses-11,21,0.006810316379163529,0.010525630048731931,-0.0137416193695819,0.0329943567451858,0.1854778887802807,,0.1778883561925341,
-pythia-70m-full,Sem,ses-11+,21,-0.003010167893599543,0.010507382782613983,-0.0282870091870531,0.0200187781641876,0.3135645833012561,,0.06384259967572495,
-pythia-70m-full,SemLocal,ses-11,21,0.006528240306429448,0.027999526764591588,-0.0266054391725119,0.0518542180553456,0.2164609957480794,,0.2395545575134207,
-pythia-70m-full,SemLocal,ses-11+,21,-0.004309303964594747,0.011601958016904097,-0.0365029089912894,0.0200240874883099,0.2085206276123859,,0.09602928840945273,
+babylm-gpt2,Orth,ses-11,9,-0.007574062710693689,0.01264066302045783,-0.0300071645783118,0.0032774731857575,0.5084388064201123,,0.006446150735098282,
+babylm-gpt2,Orth,ses-11+,9,-0.008569479828527122,0.00934130042299664,-0.0265949781241003,0.0014256572292676,0.5524021094033167,,0.002580832341150072,
+babylm-gpt2,Phon,ses-11,9,-0.007574062710693689,0.01264066302045783,-0.0300071645783118,0.0032774731857575,0.5084388064201123,,0.006446150735098282,
+babylm-gpt2,Phon,ses-11+,9,-0.008569479828527122,0.00934130042299664,-0.0265949781241003,0.0014256572292676,0.5524021094033167,,0.002580832341150072,
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roi-auditory/alignment_by_family.csv

@@ -1,16 +1,16 @@
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+pico-decoder-large,569808384.0,21,168,8,0.001114962763172685,0.01340081570554527,0.020919975600665098,0.0676858287735221,0.0676858287735221,SemLocal/ses-11,10000,0.013024863050532262,0.2875024639862449,,,,,False,8.699981244563058e-06,True,
+pico-decoder-medium,181095168.0,21,168,8,0.00045333790196577464,0.011602785632743218,0.02009390046416801,0.077592804963165,0.077592804963165,SemLocal/ses-11,8000,0.009815700127394111,0.32958335620233614,,,,,False,3.043747122946809e-06,True,
+pythia-70m-full,95592496.0,21,168,8,0.00040371912812710097,0.011327201104913157,0.01923845321481439,0.0596243677531793,0.0596243677531793,SemLocal/ses-11,71000,0.010279559394900193,0.25326058575745564,,,,,False,2.572266891324088e-06,True,
+babylm-gpt2,134601216.0,9,72,8,3.570113598244315e-05,0.015483627050963508,0.017233927031134102,0.0493708228926988,0.0493708228926988,SemLocal/ses-11,897,0.009233557005157588,0.20970760775011782,,,,,False,1.946766054111659e-05,True,
+pythia-410m-full,505997504.0,21,168,8,-0.0010756772206551228,0.012223271663712518,0.017283924026380647,0.060323106914098,0.060323106914098,SemLocal/ses-11,90000,0.007336634418064904,0.25622855163876274,,,,,False,4.695465655044824e-06,True,
+beetle-humanscale-eng,193811712.0,18,144,8,-0.003412820207240373,0.008274220051326315,0.019258612832120478,0.0401384820711232,0.0401384820711232,Sem/ses-11,500,-0.014532497612038934,0.1578190962156016,,,,,False,4.670429917405702e-07,True,
+pythia-1b-full,1078891008.0,21,168,8,-0.0047882147796182925,0.006727389835108795,0.021443240722363362,0.0498487166006368,0.0498487166006368,SemLocal/ses-11,71000,-0.011100258079211797,0.21173751003609598,,,,,False,1.387281020959757e-07,True,
+beetle-fineweb3-eng,193804032.0,19,152,8,-0.007020512177343227,0.00709754585874909,0.017716707844196475,0.0576127879065451,0.0576127879065451,SemLocal/ses-11,65536,-0.019468966173523238,0.24471619510889728,,,,,False,2.8378509747800343e-07,True,
+pythia-160m-full,212654688.0,21,168,8,-0.009604020176662093,0.01040829313078708,0.020793742517193677,0.0573369359329631,0.0573369359329631,SemLocal/ses-11,33000,-0.018534495863668028,0.24354448570476692,,,,,False,5.766141790842107e-06,True,
+pythia-1.4b-full,1515311488.0,21,168,8,-0.009699739846771646,0.008287258116309478,0.019987614494785123,0.0479830516039087,0.0479830516039087,SemLocal/ses-11,1000,-0.021651178737140547,0.2038129076008216,,,,,False,1.2663170235122003e-06,True,
+babylm-gpt2-7,134601216.0,9,72,8,-0.02566678368709909,0.029312895056667163,0.028705340645338376,0.0620383599273684,-0.0620383599273684,Orth/ses-11+,1719,-0.04677502684999671,0.1137640676849806,,,,,False,0.025621542438570406,True,
+babylm-gpt2-5,134601216.0,9,72,8,-0.026159623416384836,0.02908603257752234,0.02861299745035171,0.0635668325774576,-0.0635668325774576,Orth/ses-11+,1528,-0.04876364072429151,0.11507347907508902,,,,,False,0.02676331964076004,True,
+babylm-gpt2-3,134601216.0,9,72,8,-0.026333351870240124,0.0295740171854473,0.029045754665290916,0.0648524788553287,-0.0648524788553287,Orth/ses-11+,1719,-0.04888898307735645,0.11773573178718398,,,,,False,0.029017557411825427,True,

roi-auditory/ceilings_ds006239.csv

@@ -1,9 +1,9 @@
 task,session,file,within_run_normalized,n_stim,n_subjects_rdm,ceiling_lower,ceiling_upper,ceiling_lower_sem,ceiling_n
-Orth,ses-11+,data/processed/fmri_wrn/ds006239/roi-auditory/Orth/session_rdm_ses-11+.npz,True,96,3,0.5275085368785408,0.7608259153983431,0.01446088890281944,3
-Orth,ses-11,data/processed/fmri_wrn/ds006239/roi-auditory/Orth/session_rdm_ses-11.npz,True,96,3,0.3957014738594727,0.6947770841127893,0.02958444090913087,3
-Phon,ses-11+,data/processed/fmri_wrn/ds006239/roi-auditory/Phon/session_rdm_ses-11+.npz,True,96,3,0.5275085368785408,0.7608259153983431,0.01446088890281944,3
-Phon,ses-11,data/processed/fmri_wrn/ds006239/roi-auditory/Phon/session_rdm_ses-11.npz,True,96,3,0.3957014738594727,0.6947770841127893,0.02958444090913087,3
-Sem,ses-11+,data/processed/fmri_wrn/ds006239/roi-auditory/Sem/session_rdm_ses-11+.npz,True,72,3,0.31356458330125614,0.6580186206799753,0.012227428602274068,3
-Sem,ses-11,data/processed/fmri_wrn/ds006239/roi-auditory/Sem/session_rdm_ses-11.npz,True,72,3,0.18547788878028074,0.5869451684180786,0.018008433340553454,3
-SemLocal,ses-11+,data/processed/fmri_wrn/ds006239/roi-auditory/SemLocal/session_rdm_ses-11+.npz,True,48,3,0.20852062761238596,0.6017444461698555,0.02696022133496361,3
-SemLocal,ses-11,data/processed/fmri_wrn/ds006239/roi-auditory/SemLocal/session_rdm_ses-11.npz,True,48,3,0.21646099574807945,0.6070911363409572,0.006401932366776422,3
+Orth,ses-11+,data/processed/fmri_wrn/ds006239/roi-auditory/Orth/session_rdm_ses-11+.npz,True,96,5,0.5524021094033167,0.7073019223798032,0.014108805905016812,5
+Orth,ses-11,data/processed/fmri_wrn/ds006239/roi-auditory/Orth/session_rdm_ses-11.npz,True,96,7,0.5084388064201123,0.6451192523001652,0.02265697683497134,7
+Phon,ses-11+,data/processed/fmri_wrn/ds006239/roi-auditory/Phon/session_rdm_ses-11+.npz,True,96,5,0.5524021094033167,0.7073019223798032,0.014108805905016812,5
+Phon,ses-11,data/processed/fmri_wrn/ds006239/roi-auditory/Phon/session_rdm_ses-11.npz,True,96,7,0.5084388064201123,0.6451192523001652,0.02265697683497134,7
+Sem,ses-11+,data/processed/fmri_wrn/ds006239/roi-auditory/Sem/session_rdm_ses-11+.npz,True,72,5,0.37074446287585394,0.5917362825695223,0.01369093399913073,5
+Sem,ses-11,data/processed/fmri_wrn/ds006239/roi-auditory/Sem/session_rdm_ses-11.npz,True,72,7,0.2928003726977072,0.4890772567414604,0.01735136579733683,7
+SemLocal,ses-11+,data/processed/fmri_wrn/ds006239/roi-auditory/SemLocal/session_rdm_ses-11+.npz,True,48,5,0.26549383727390047,0.5265537582889379,0.026717440064612668,5
+SemLocal,ses-11,data/processed/fmri_wrn/ds006239/roi-auditory/SemLocal/session_rdm_ses-11.npz,True,48,6,0.23542695194695948,0.47700128517996143,0.028624668361827206,6

roi-auditory/control/control_by_cell.csv

@@ -1,39 +1,39 @@
 variant,task,session,control,n_stim,ceiling,frac_of_ceiling,within_run_normalized,rsa,p_perm,null_mean,null_sd,z,kind,p_holm,significant
-corrected,Orth,ses-11,word_frequency,96,0.39570130848710416,-0.020424673035248544,True,-0.008082069845469123,0.6520695860827834,-1.0791568103904492e-05,0.017906756409571574,-0.45073926803405867,stimulus,1.0,False
-corrected,Orth,ses-11,condition,96,0.39570130848710416,0.07270505272725508,True,0.028769484497798738,0.04259148170365927,-0.00011494412178598134,0.014356453078205503,2.011947412095969,stimulus,1.0,False
-corrected,Orth,ses-11,text_edit_distance,96,0.39570130848710416,0.022888071450622723,True,0.009056839821757744,0.5508898220355929,-1.0477526104357194e-05,0.015449269073965712,0.5869091478609143,stimulus,1.0,False
-corrected,Orth,ses-11,visual_pixels,96,0.39570130848710416,0.00271721397394472,True,0.0010752051249293699,0.9496100779844031,-0.0004458959791323024,0.01694541279938623,0.08976477126759652,stimulus,1.0,False
-corrected,Orth,ses-11,visual_luminance,96,0.39570130848710416,-0.04851449398594232,True,-0.019197248750827123,0.23255348930213957,-0.0002221176019292801,0.016593714284517353,-1.1435131895370128,stimulus,1.0,False
-corrected,Orth,ses-11+,word_frequency,96,0.527508409316547,-0.011850042613785625,True,-0.006250997129531351,0.7878424315136973,4.6552402272122715e-05,0.02221227293557509,-0.28351666440375073,stimulus,1.0,False
-corrected,Orth,ses-11+,condition,96,0.527508409316547,0.0576380092864429,True,0.030404534594863857,0.03219356128774245,-0.0002463259116723072,0.013853314795930178,2.2125289835562123,stimulus,1.0,False
-corrected,Orth,ses-11+,text_edit_distance,96,0.527508409316547,0.03186782501019384,True,0.016810545679505424,0.28854229154169164,-6.753182690551155e-05,0.01608935784253567,1.0490212021228777,stimulus,1.0,False
-corrected,Orth,ses-11+,visual_pixels,96,0.527508409316547,-0.036065235234995996,True,-0.01902471487043982,0.3169366126774645,-0.00012087693527831869,0.019687995635946375,-0.9601707702376098,stimulus,1.0,False
-corrected,Orth,ses-11+,visual_luminance,96,0.527508409316547,-0.07311963890098433,True,-0.03857122440645855,0.04359128174365127,-6.136113657118467e-05,0.01920527005153675,-2.0051716619731024,stimulus,1.0,False
-corrected,Phon,ses-11,word_frequency,96,0.39570130848710416,-0.020424673035248544,True,-0.008082069845469123,0.6520695860827834,-1.0791568103904492e-05,0.017906756409571574,-0.45073926803405867,stimulus,1.0,False
-corrected,Phon,ses-11,condition,96,0.39570130848710416,0.018793289014105458,True,0.007436529053657849,0.5810837832433513,0.00019878910424256943,0.01466440021218976,0.49355853933291866,stimulus,1.0,False
-corrected,Phon,ses-11,text_edit_distance,96,0.39570130848710416,0.022888071450622723,True,0.009056839821757744,0.5508898220355929,-1.0477526104357194e-05,0.015449269073965712,0.5869091478609143,stimulus,1.0,False
-corrected,Phon,ses-11,visual_pixels,96,0.39570130848710416,0.00271721397394472,True,0.0010752051249293699,0.9496100779844031,-0.0004458959791323024,0.01694541279938623,0.08976477126759652,stimulus,1.0,False
-corrected,Phon,ses-11,visual_luminance,96,0.39570130848710416,-0.04851449398594232,True,-0.019197248750827123,0.23255348930213957,-0.0002221176019292801,0.016593714284517353,-1.1435131895370128,stimulus,1.0,False
-corrected,Phon,ses-11+,word_frequency,96,0.527508409316547,-0.011850042613785625,True,-0.006250997129531351,0.7878424315136973,4.6552402272122715e-05,0.02221227293557509,-0.28351666440375073,stimulus,1.0,False
-corrected,Phon,ses-11+,condition,96,0.527508409316547,0.017917128412786622,True,0.00945143590854938,0.48210357928414316,-1.3137112724050581e-05,0.014515363017852518,0.6520383271834721,stimulus,1.0,False
-corrected,Phon,ses-11+,text_edit_distance,96,0.527508409316547,0.03186782501019384,True,0.016810545679505424,0.28854229154169164,-6.753182690551155e-05,0.01608935784253567,1.0490212021228777,stimulus,1.0,False
-corrected,Phon,ses-11+,visual_pixels,96,0.527508409316547,-0.036065235234995996,True,-0.01902471487043982,0.3169366126774645,-0.00012087693527831869,0.019687995635946375,-0.9601707702376098,stimulus,1.0,False
-corrected,Phon,ses-11+,visual_luminance,96,0.527508409316547,-0.07311963890098433,True,-0.03857122440645855,0.04359128174365127,-6.136113657118467e-05,0.01920527005153675,-2.0051716619731024,stimulus,1.0,False
-corrected,Sem,ses-11,word_frequency,72,0.18547822688106827,0.043679023272068636,True,0.008101507788400207,0.5832833433313337,-2.6535040513190668e-05,0.01482472312737267,0.5482761977090377,stimulus,1.0,False
-corrected,Sem,ses-11,condition,72,0.18547822688106827,-0.14561342941460487,True,-0.0270081206978925,0.16556688662267546,-0.00042644527524625923,0.0198589214161331,-1.3385256361260964,stimulus,1.0,False
-corrected,Sem,ses-11,text_edit_distance,72,0.18547822688106827,-0.06190204872543163,True,-0.011481482237898551,0.5582883423315337,0.0003287471662639015,0.019328720795306176,-0.6110197114761703,stimulus,1.0,False
-corrected,Sem,ses-11,visual_pixels,72,0.18547822688106827,-0.04080594516160773,True,-0.0075686143547811086,0.634873025394921,1.1902972004205459e-05,0.016394355866284627,-0.46238579839006905,stimulus,1.0,False
-corrected,Sem,ses-11,visual_luminance,72,0.18547822688106827,0.026924806043539574,True,0.004993965284072391,0.7538492301539692,-0.00031648462535002314,0.016644935990710062,0.3190429757174952,stimulus,1.0,False
-corrected,Sem,ses-11+,word_frequency,72,0.313564737622646,0.013347094715254689,True,0.004185178252413441,0.7836432713457309,0.00011389836190510869,0.015832358454454163,0.2571492997687782,stimulus,1.0,False
-corrected,Sem,ses-11+,condition,72,0.313564737622646,-0.013806785871429557,True,-0.004329321189186865,0.8208358328334333,-1.9763730794876555e-05,0.019553709379002943,-0.2203959041551092,stimulus,1.0,False
-corrected,Sem,ses-11+,text_edit_distance,72,0.313564737622646,0.04092564422434885,True,0.012832838893245704,0.5020995800839833,-0.00025070015021561016,0.019270791238807504,0.6789310766044087,stimulus,1.0,False
-corrected,Sem,ses-11+,visual_pixels,72,0.313564737622646,-0.06491985727691992,True,-0.020356578013537015,0.236752649470106,1.6115333279860877e-05,0.017495771484939006,-1.164435267298158,stimulus,1.0,False
-corrected,Sem,ses-11+,visual_luminance,72,0.313564737622646,-0.02292061807487852,True,-0.00718709759279816,0.6876624675064987,6.910434146438899e-05,0.01773327353083105,-0.40918569948395256,stimulus,1.0,False
-corrected,SemLocal,ses-11,condition,48,0.21646061921350537,-0.04410663575191852,True,-0.009547349686284817,0.74625074985003,-9.958762575789844e-05,0.030539110074135956,-0.3093659912578464,stimulus,1.0,False
-corrected,SemLocal,ses-11,text_edit_distance,48,0.21646061921350537,0.06551202435132095,True,0.014180773357017173,0.6216756648670266,-0.00012417428387627533,0.029127296988165324,0.49111826772716183,stimulus,1.0,False
-corrected,SemLocal,ses-11,visual_pixels,48,0.21646061921350537,0.019075761424468193,True,0.004129151129909484,0.8654269146170765,-0.00016902556320815956,0.024888610203960868,0.17269653298121562,stimulus,1.0,False
-corrected,SemLocal,ses-11,visual_luminance,48,0.21646061921350537,0.003199687908117817,True,0.0006926064258811484,0.9794041191761648,-0.00014108147209439208,0.02571505739731953,0.032420223103605504,stimulus,1.0,False
-corrected,SemLocal,ses-11+,condition,48,0.20851870268800318,-0.1537100862893044,True,-0.03205142778310678,0.27954409118176365,0.0006874952288243957,0.030027962431580867,-1.0902812032430436,stimulus,1.0,False
-corrected,SemLocal,ses-11+,text_edit_distance,48,0.20851870268800318,-0.012406136571317786,True,-0.002586911503221377,0.9284143171365726,-0.00035708807077412114,0.029186139322049404,-0.0764000818253574,stimulus,1.0,False
-corrected,SemLocal,ses-11+,visual_pixels,48,0.20851870268800318,-0.04384865323138283,True,-0.009143264286424067,0.7134573085382924,5.398562332387458e-05,0.025745842881741438,-0.3572324258963477,stimulus,1.0,False
-corrected,SemLocal,ses-11+,visual_luminance,48,0.20851870268800318,-0.04954604207289996,True,-0.010331276416366324,0.6986602679464107,-0.00047866364655031735,0.027256305848638352,-0.3614801222208451,stimulus,1.0,False
+corrected,Orth,ses-11,word_frequency,96,0.5084387328556097,-0.02362975642078011,True,-0.012014283412268147,0.55248950209958,1.7259023104396863e-05,0.02067593468369667,-0.5819104489761091,stimulus,1.0,False
+corrected,Orth,ses-11,condition,96,0.5084387328556097,0.03315439119493705,True,0.01685697664775298,0.1925614877024595,-0.0001298514336430368,0.01418317122930801,1.1976748926993757,stimulus,1.0,False
+corrected,Orth,ses-11,text_edit_distance,96,0.5084387328556097,0.04262397514454354,True,0.021671679911760718,0.16036792641471706,0.00011685304115972342,0.01592927204844027,1.3531583115474757,stimulus,1.0,False
+corrected,Orth,ses-11,visual_pixels,96,0.5084387328556097,-0.018117099146288302,True,-0.009211434932958272,0.6184763047390522,-0.0002464617683041479,0.01868762773343357,-0.47972772638955063,stimulus,1.0,False
+corrected,Orth,ses-11,visual_luminance,96,0.5084387328556097,-0.05733276622332032,True,-0.029150199009691884,0.09918016396720655,-7.837175685447642e-05,0.01815202431206359,-1.6015749401522723,stimulus,1.0,False
+corrected,Orth,ses-11+,word_frequency,96,0.5524020196893538,-0.007139444114636367,True,-0.003943843348384399,0.855628874225155,5.7312981346167136e-06,0.022068964430501277,-0.17896510997504653,stimulus,1.0,False
+corrected,Orth,ses-11+,condition,96,0.5524020196893538,0.05822065153573462,True,0.03216120549596988,0.028194361127774445,-0.0001277116405488198,0.013928417766834773,2.3182042407633885,stimulus,1.0,False
+corrected,Orth,ses-11+,text_edit_distance,96,0.5524020196893538,0.026885392848534695,True,0.014851545309672273,0.34313137372525493,9.241554893175739e-05,0.016145308308658998,0.9141435689964994,stimulus,1.0,False
+corrected,Orth,ses-11+,visual_pixels,96,0.5524020196893538,-0.035189859128167154,True,-0.01943894925498338,0.3105378924215157,-0.0002622750559211183,0.019622943743977283,-0.977257767656331,stimulus,1.0,False
+corrected,Orth,ses-11+,visual_luminance,96,0.5524020196893538,-0.07332791845769794,True,-0.040506490255648585,0.03499300139972006,-9.491772195673613e-05,0.019153383468614338,-2.1098921032830735,stimulus,1.0,False
+corrected,Phon,ses-11,word_frequency,96,0.5084387328556097,-0.02362975642078011,True,-0.012014283412268147,0.55248950209958,1.7259023104396863e-05,0.02067593468369667,-0.5819104489761091,stimulus,1.0,False
+corrected,Phon,ses-11,condition,96,0.5084387328556097,0.029362509252776434,True,0.014929036997942765,0.2535492901419716,0.00010832601744160009,0.014709753801762782,1.0075431022997503,stimulus,1.0,False
+corrected,Phon,ses-11,text_edit_distance,96,0.5084387328556097,0.04262397514454354,True,0.021671679911760718,0.16036792641471706,0.00011685304115972342,0.01592927204844027,1.3531583115474757,stimulus,1.0,False
+corrected,Phon,ses-11,visual_pixels,96,0.5084387328556097,-0.018117099146288302,True,-0.009211434932958272,0.6184763047390522,-0.0002464617683041479,0.01868762773343357,-0.47972772638955063,stimulus,1.0,False
+corrected,Phon,ses-11,visual_luminance,96,0.5084387328556097,-0.05733276622332032,True,-0.029150199009691884,0.09918016396720655,-7.837175685447642e-05,0.01815202431206359,-1.6015749401522723,stimulus,1.0,False
+corrected,Phon,ses-11+,word_frequency,96,0.5524020196893538,-0.007139444114636367,True,-0.003943843348384399,0.855628874225155,5.7312981346167136e-06,0.022068964430501277,-0.17896510997504653,stimulus,1.0,False
+corrected,Phon,ses-11+,condition,96,0.5524020196893538,0.011730990790167529,True,0.006480223005445751,0.627874425114977,-2.350153768211145e-05,0.014405683010814139,0.4514693637083462,stimulus,1.0,False
+corrected,Phon,ses-11+,text_edit_distance,96,0.5524020196893538,0.026885392848534695,True,0.014851545309672273,0.34313137372525493,9.241554893175739e-05,0.016145308308658998,0.9141435689964994,stimulus,1.0,False
+corrected,Phon,ses-11+,visual_pixels,96,0.5524020196893538,-0.035189859128167154,True,-0.01943894925498338,0.3105378924215157,-0.0002622750559211183,0.019622943743977283,-0.977257767656331,stimulus,1.0,False
+corrected,Phon,ses-11+,visual_luminance,96,0.5524020196893538,-0.07332791845769794,True,-0.040506490255648585,0.03499300139972006,-9.491772195673613e-05,0.019153383468614338,-2.1098921032830735,stimulus,1.0,False
+corrected,Sem,ses-11,word_frequency,72,0.29280032372271686,0.0326245331205477,True,0.009552473858998866,0.5474905018996201,4.1610789354159784e-05,0.01577942526848522,0.6027382434540967,stimulus,1.0,False
+corrected,Sem,ses-11,condition,72,0.29280032372271686,0.011647633916227716,True,0.0034104309812751717,0.8578284343131374,-0.0002922170568111431,0.019597941729374617,0.18893045448480056,stimulus,1.0,False
+corrected,Sem,ses-11,text_edit_distance,72,0.29280032372271686,-0.03043623180435255,True,-0.008911738525214078,0.6482703459308138,5.9418707363699874e-05,0.019257471938851307,-0.4658533197191327,stimulus,1.0,False
+corrected,Sem,ses-11,visual_pixels,72,0.29280032372271686,-0.06025926298802521,True,-0.017643931710186113,0.3031393721255749,-0.00011569984200907255,0.017056678074894527,-1.0276462855301784,stimulus,1.0,False
+corrected,Sem,ses-11,visual_luminance,72,0.29280032372271686,-0.05212333265550101,True,-0.015261728675037554,0.3753249350129974,-0.0002058804858079217,0.01729567816853339,-0.8704977070948711,stimulus,1.0,False
+corrected,Sem,ses-11+,word_frequency,72,0.37074460197306,0.03815795772302062,True,0.01414685684812613,0.3167366526694661,-9.077266655866989e-05,0.014138888652682077,1.0069836366507496,stimulus,1.0,False
+corrected,Sem,ses-11+,condition,72,0.37074460197306,0.010176821717016383,True,0.0037730017168260315,0.846630673865227,-0.0002851661890382288,0.019916224519113106,0.20376190787395349,stimulus,1.0,False
+corrected,Sem,ses-11+,text_edit_distance,72,0.37074460197306,-0.017515752021815777,True,-0.006493870511586911,0.7266546690661868,-0.00022606319189353826,0.019182415973792843,-0.3267475446226247,stimulus,1.0,False
+corrected,Sem,ses-11+,visual_pixels,72,0.37074460197306,-0.04994181901293848,True,-0.018515659811762477,0.247750449910018,-0.00018296869137134677,0.01627629820354421,-1.1263427893741091,stimulus,1.0,False
+corrected,Sem,ses-11+,visual_luminance,72,0.37074460197306,-0.003934133362874185,True,-0.0014585587077277256,0.9214157168566287,-1.934880086903171e-05,0.016587078042408478,-0.08676693406109705,stimulus,1.0,False
+corrected,SemLocal,ses-11,condition,48,0.23542722257738505,-0.033381862614680215,True,-0.007858999199834007,0.7794441111777645,-7.97119281280514e-06,0.030474741589529557,-0.25762410433238975,stimulus,1.0,False
+corrected,SemLocal,ses-11,text_edit_distance,48,0.23542722257738505,-0.007743508594750092,True,-0.0018230327214661239,0.9496100779844031,-0.00020121318902608816,0.029235092356385942,-0.05547509522508144,stimulus,1.0,False
+corrected,SemLocal,ses-11,visual_pixels,48,0.23542722257738505,0.047454904350934905,True,0.01117217632901607,0.6706658668266346,0.00012115107151682028,0.026218562821642127,0.4214962251079483,stimulus,1.0,False
+corrected,SemLocal,ses-11,visual_luminance,48,0.23542722257738505,0.0642576910921135,True,0.01512800974305186,0.5718856228754249,-0.0004904378437539119,0.026844836614934888,0.5818045313613412,stimulus,1.0,False
+corrected,SemLocal,ses-11+,condition,48,0.265494159635227,-0.020595846879858912,True,-0.005468077059343953,0.849630073985203,0.000935586895595374,0.03059324645578662,-0.20931626082849988,stimulus,1.0,False
+corrected,SemLocal,ses-11+,text_edit_distance,48,0.265494159635227,-0.05745841690859002,True,-0.015254874111116624,0.5990801839632074,-0.00043959393786946786,0.02914755361515605,-0.5082855449328437,stimulus,1.0,False
+corrected,SemLocal,ses-11+,visual_pixels,48,0.265494159635227,-0.012610220190334654,True,-0.003347939812248071,0.8864227154569086,-0.0003281098486988733,0.0258290972728345,-0.1169158151960796,stimulus,1.0,False
+corrected,SemLocal,ses-11+,visual_luminance,48,0.265494159635227,0.05284659696962009,True,0.014030462852030818,0.5982803439312138,-0.0006260460984660244,0.027066611341279335,0.5414977429259007,stimulus,1.0,False

roi-auditory/control/control_summary.csv

@@ -1,6 +1,6 @@
 control,n_cells,rsa_mean,rsa_max,z_max,p_min,n_significant,frac_of_ceiling_max
-condition,8,0.00039072058729985697,0.030404534594863857,2.2125289835562123,0.03219356128774245,0,0.07270505272725508
-text_edit_distance,8,0.00808499868895866,0.016810545679505424,1.0490212021228777,0.28854229154169164,0,0.06551202435132095
-word_frequency,6,-0.00272990798486455,0.008101507788400207,0.5482761977090377,0.5832833433313337,0,0.043679023272068636
-visual_luminance,8,-0.015921093576722785,0.004993965284072391,0.3190429757174952,0.04359128174365127,0,0.026924806043539574
-visual_pixels,8,-0.0086047906269817,0.004129151129909484,0.17269653298121562,0.236752649470106,0,0.019075761424468193
+condition,8,0.008035474823254327,0.03216120549596988,2.3182042407633885,0.028194361127774445,0,0.05822065153573462
+text_edit_distance,8,0.00507036682168528,0.021671679911760718,1.3531583115474757,0.16036792641471706,0,0.04262397514454354
+word_frequency,6,-0.001369487135696683,0.01414685684812613,1.0069836366507496,0.3167366526694661,0,0.03815795772302062
+visual_luminance,8,-0.015859399164795444,0.01512800974305186,0.5818045313613412,0.03499300139972006,0,0.0642576910921135
+visual_pixels,8,-0.010704515422632985,0.01117217632901607,0.4214962251079483,0.247750449910018,0,0.047454904350934905

roi-auditory/control/dimensionality_summary.json

@@ -1,5 +1,5 @@
 {
-  "group_rdm_effective_rank_median": 53,
+  "group_rdm_effective_rank_median": 57,
   "n_stim_median": 84,
   "pattern_effective_rank_median": null,
   "pattern_n_voxels_median": null,

roi-auditory/control/rdm_dimensionality.csv

@@ -1,9 +1,9 @@
 task,session,n_stim,group_rdm_effective_rank,subject_rdm_rank_median,subject_rdm_rank_min,subject_rdm_rank_max,ceiling
-Orth,ses-11,96,58,51,37,55,0.39570130848710416
-Orth,ses-11+,96,59,55,43,55,0.527508409316547
-Phon,ses-11,96,58,51,37,55,0.39570130848710416
-Phon,ses-11+,96,59,55,43,55,0.527508409316547
-Sem,ses-11,72,48,41,38,44,0.18547822688106827
-Sem,ses-11+,72,49,46,40,47,0.313564737622646
-SemLocal,ses-11,48,36,34,30,34,0.21646061921350537
-SemLocal,ses-11+,48,36,35,30,35,0.20851870268800318
+Orth,ses-11,96,62,47,37,55,0.5084387328556097
+Orth,ses-11+,96,63,55,43,56,0.5524020196893538
+Phon,ses-11,96,62,47,37,55,0.5084387328556097
+Phon,ses-11+,96,63,55,43,56,0.5524020196893538
+Sem,ses-11,72,52,44,38,45,0.29280032372271686
+Sem,ses-11+,72,51,45,40,47,0.37074460197306
+SemLocal,ses-11,48,37,32,29,34,0.23542722257738505
+SemLocal,ses-11+,48,37,34,30,35,0.265494159635227

roi-auditory/control/summary.json

@@ -10,11 +10,11 @@
     "word_frequency"
   ],
   "best_control": "condition",
-  "best_rsa": 0.030404534594863857,
-  "best_z": 2.2125289835562123,
+  "best_rsa": 0.03216120549596988,
+  "best_z": 2.3182042407633885,
   "best_cell": "Orth/ses-11+",
-  "best_frac_of_ceiling": 0.0576380092864429,
-  "lm_best_rsa_for_comparison": null,
+  "best_frac_of_ceiling": 0.05822065153573462,
+  "lm_best_rsa_for_comparison": 0.0523409385907953,
   "n_permutations": 5000,
   "verdict": "no recoverable stimulus signal"
 }

roi-auditory/scale_ladder.csv

@@ -1,6 +1,6 @@
 family,params,n_checkpoints,n_rows,n_cells,rsa_mean,rsa_sd,rsa_sd_all_rows,rsa_abs_max,best_rsa,best_cell,best_step,frac_of_ceiling_mean,frac_of_ceiling_abs_max,seed_null_sd,null_max_p50,null_max_p95,best_percentile_vs_null,beats_null_max,p_equivalence_tost,equivalent_to_zero,mean_in_seed_sd,scale_trend_rho,scale_trend_p,scale_trend_n
-pythia-70m-full,95592496.0,21,168,8,-0.0035789103995827213,0.006723650465640079,0.017811459230426787,0.0518542180553456,0.0518542180553456,SemLocal/ses-11,8,-0.004886834630033911,0.2395545575134207,,,,,False,1.1523307737916e-07,True,,-0.12869879673753806,0.4286805490303479,40
-pythia-160m-full,212654688.0,21,168,8,-0.014066228536740968,0.007678063596729266,0.019263257497417204,0.056836836786555,-0.056836836786555,Sem/ses-11+,0,-0.04772601388538025,0.24096013310486167,,,,,False,1.6414407393499643e-06,True,,-0.12869879673753806,0.4286805490303479,40
-pythia-410m-full,505997504.0,21,168,8,-0.004884689604800396,0.008619516517314353,0.015882203326370303,0.0379622999571536,-0.0379622999571536,SemLocal/ses-11+,90000,-0.0075122191096536495,0.18994685862939809,,,,,False,7.683335092133994e-07,True,,-0.12869879673753806,0.4286805490303479,40
-pythia-1b-full,1078891008.0,21,168,8,-0.007007137786425681,0.010625099497736826,0.018245904165714075,0.0482334070058872,-0.0482334070058872,Orth/ses-11+,4000,-0.02457708379860417,0.2179315131090436,,,,,False,4.366220139716945e-06,True,,-0.12869879673753806,0.4286805490303479,40
-pythia-1.4b-full,1515311488.0,21,168,8,-0.010245378515753759,0.007299462854144574,0.015599614916939656,0.048211803064972,-0.048211803064972,Orth/ses-11+,8000,-0.03541720538497256,0.18310372992647272,,,,,False,5.860846164078167e-07,True,,-0.12869879673753806,0.4286805490303479,40
+pythia-70m-full,95592496.0,21,168,8,0.00040371912812710097,0.011327201104913157,0.01923845321481439,0.0596243677531793,0.0596243677531793,SemLocal/ses-11,71000,0.010279559394900193,0.25326058575745564,,,,,False,2.572266891324088e-06,True,,-0.18998393804112765,0.2403174243633695,40
+pythia-160m-full,212654688.0,21,168,8,-0.009604020176662093,0.01040829313078708,0.020793742517193677,0.0573369359329631,0.0573369359329631,SemLocal/ses-11,33000,-0.018534495863668028,0.24354448570476692,,,,,False,5.766141790842107e-06,True,,-0.18998393804112765,0.2403174243633695,40
+pythia-410m-full,505997504.0,21,168,8,-0.0010756772206551228,0.012223271663712518,0.017283924026380647,0.060323106914098,0.060323106914098,SemLocal/ses-11,90000,0.007336634418064904,0.25622855163876274,,,,,False,4.695465655044824e-06,True,,-0.18998393804112765,0.2403174243633695,40
+pythia-1b-full,1078891008.0,21,168,8,-0.0047882147796182925,0.006727389835108795,0.021443240722363362,0.0498487166006368,0.0498487166006368,SemLocal/ses-11,71000,-0.011100258079211797,0.21173751003609598,,,,,False,1.387281020959757e-07,True,,-0.18998393804112765,0.2403174243633695,40
+pythia-1.4b-full,1515311488.0,21,168,8,-0.009699739846771646,0.008287258116309478,0.019987614494785123,0.0479830516039087,0.0479830516039087,SemLocal/ses-11,1000,-0.021651178737140547,0.2038129076008216,,,,,False,1.2663170235122003e-06,True,,-0.18998393804112765,0.2403174243633695,40

roi-auditory/seed_null_comparison.csv

@@ -1,16 +1,16 @@
 family,rsa_mean,rsa_sd,mean_in_seed_sd,rsa_abs_max,null_max_p50,null_max_p95,best_percentile_vs_null,beats_null_max,frac_of_ceiling_abs_max,p_equivalence_tost,equivalent_to_zero
-pico-decoder-tiny,0.005515758893902021,0.003943342280334144,,0.0434304013461065,,,,False,0.20384021915095824,3.839540394622379e-09,True
-beetle-humanscale-eng,0.0008290919926303544,0.005232896971515949,,0.0398449627128697,,,,False,0.18407456075477854,1.3672334460075725e-08,True
-pico-decoder-large,-0.001325061401003119,0.00838773881258168,,0.0520851049783434,,,,False,0.24978394499734183,3.798739730601604e-07,True
-pico-decoder-small,-0.0027559315668600503,0.011502268354256995,,0.0523409385907953,,,,False,0.2821950310896572,3.950278125449435e-06,True
-pythia-70m-full,-0.0035789103995827213,0.006723650465640079,,0.0518542180553456,,,,False,0.2395545575134207,1.1523307737916e-07,True
-pico-decoder-medium,-0.003935882557525888,0.007332019197842153,,0.0350972320097667,,,,False,0.15873536194415563,2.2045728540911114e-07,True
-pythia-410m-full,-0.004884689604800396,0.008619516517314353,,0.0379622999571536,,,,False,0.18994685862939809,7.683335092133994e-07,True
-pythia-1b-full,-0.007007137786425681,0.010625099497736826,,0.0482334070058872,,,,False,0.2179315131090436,4.366220139716945e-06,True
-beetle-fineweb3-eng,-0.0073784662058804405,0.005143243189498322,,0.0568897435388491,,,,False,0.26281752674305464,3.266457753503594e-08,True
-pythia-1.4b-full,-0.010245378515753759,0.007299462854144574,,0.048211803064972,,,,False,0.18310372992647272,5.860846164078167e-07,True
-babylm-gpt2,-0.012175208620479692,0.012444785769524782,,0.0420399979592656,,,,False,0.20161073962146692,2.870917409500936e-05,True
-pythia-160m-full,-0.014066228536740968,0.007678063596729266,,0.056836836786555,,,,False,0.24096013310486167,1.6414407393499643e-06,True
-babylm-gpt2-5,-0.030783617674172592,0.020033569856578563,,0.0643537831294292,,,,False,0.13947074536306742,0.015032998265800646,True
-babylm-gpt2-7,-0.03088198408650326,0.02012713427111413,,0.0622939418697273,,,,False,0.121657917987389,0.0156191852863961,True
-babylm-gpt2-3,-0.031100438329945135,0.020510716020092846,,0.0653262949612016,,,,False,0.13178433887234905,0.01755220961573836,True
+pico-decoder-tiny,0.009329416089667497,0.01042001813654596,,0.0698415425931985,,,,False,0.2966590783918974,5.5532438667482114e-06,True
+pico-decoder-small,0.004662678558809071,0.021919986796227444,,0.0913037090514747,,,,False,0.38782182029882883,0.00031528035953311853,True
+pico-decoder-large,0.001114962763172685,0.01340081570554527,,0.0676858287735221,,,,False,0.2875024639862449,8.699981244563058e-06,True
+pico-decoder-medium,0.00045333790196577464,0.011602785632743218,,0.077592804963165,,,,False,0.32958335620233614,3.043747122946809e-06,True
+pythia-70m-full,0.00040371912812710097,0.011327201104913157,,0.0596243677531793,,,,False,0.25326058575745564,2.572266891324088e-06,True
+babylm-gpt2,3.570113598244315e-05,0.015483627050963508,,0.0493708228926988,,,,False,0.20970760775011782,1.946766054111659e-05,True
+pythia-410m-full,-0.0010756772206551228,0.012223271663712518,,0.060323106914098,,,,False,0.25622855163876274,4.695465655044824e-06,True
+beetle-humanscale-eng,-0.003412820207240373,0.008274220051326315,,0.0401384820711232,,,,False,0.1578190962156016,4.670429917405702e-07,True
+pythia-1b-full,-0.0047882147796182925,0.006727389835108795,,0.0498487166006368,,,,False,0.21173751003609598,1.387281020959757e-07,True
+beetle-fineweb3-eng,-0.007020512177343227,0.00709754585874909,,0.0576127879065451,,,,False,0.24471619510889728,2.8378509747800343e-07,True
+pythia-160m-full,-0.009604020176662093,0.01040829313078708,,0.0573369359329631,,,,False,0.24354448570476692,5.766141790842107e-06,True
+pythia-1.4b-full,-0.009699739846771646,0.008287258116309478,,0.0479830516039087,,,,False,0.2038129076008216,1.2663170235122003e-06,True
+babylm-gpt2-7,-0.02566678368709909,0.029312895056667163,,0.0620383599273684,,,,False,0.1137640676849806,0.025621542438570406,True
+babylm-gpt2-5,-0.026159623416384836,0.02908603257752234,,0.0635668325774576,,,,False,0.11507347907508902,0.02676331964076004,True
+babylm-gpt2-3,-0.026333351870240124,0.0295740171854473,,0.0648524788553287,,,,False,0.11773573178718398,0.029017557411825427,True

roi-auditory/summary.json

@@ -4,23 +4,23 @@
   "n_families": 15,
   "n_rows": 2096,
   "n_cells": 8,
-  "ceiling_lower_mean": 0.3463055146147536,
-  "best_rsa_abs": 0.0653262949612016,
-  "best_frac_of_ceiling": 0.2821950310896572,
+  "ceiling_lower_mean": 0.41076843205515984,
+  "best_rsa_abs": 0.0913037090514747,
+  "best_frac_of_ceiling": 0.38782182029882883,
   "seed_null_sd_median": null,
   "null_max_p95_median": null,
   "families_beating_null_max": 0,
   "families_equivalent_to_zero": 15,
   "sesoi": 0.05,
-  "scale_trend_rho": -0.12869879673753806,
-  "scale_trend_p": 0.4286805490303479,
-  "var_pct_cell": 9.087357681744379,
-  "var_pct_family": 23.226486816293846,
-  "var_pct_residual": 67.63844557829766,
-  "untrained_mean": 0.0002920819876757009,
+  "scale_trend_rho": -0.18998393804112765,
+  "scale_trend_p": 0.2403174243633695,
+  "var_pct_cell": 17.153302480955332,
+  "var_pct_family": 15.463934993673597,
+  "var_pct_residual": 67.33505260170693,
+  "untrained_mean": -0.001638040849787916,
   "untrained_n": 88,
-  "trained_mean": -0.0078123666664514846,
+  "trained_mean": -0.004275668747064227,
   "trained_n": 2008,
-  "untrained_vs_trained_t": 4.392251399465806,
-  "untrained_vs_trained_p": 2.8529472543679012e-05
+  "untrained_vs_trained_t": 1.2525450764303154,
+  "untrained_vs_trained_p": 0.21333318251974748
 }

roi-auditory/training_trend.csv

@@ -1,16 +1,16 @@
 family,n_cells,trend_rho_mean,trend_rho_sd,t,p
-babylm-gpt2,8,0.29166666666666663,0.7487025815072067,1.1018499625359777,0.3069642290790041
-beetle-fineweb3-eng,8,0.24582639018686628,0.2758798169334331,2.5203077112043406,0.03979263507186677
-pico-decoder-tiny,8,0.2056818181818182,0.5724198424775049,1.0163100410612178,0.3433150777796226
-beetle-humanscale-eng,8,0.07410607136830849,0.3370088560240951,0.6219528615340445,0.5536821250060779
-babylm-gpt2-7,8,-0.018750000000000003,0.5098581735569777,-0.10401521705342344,0.9200747283684965
-pythia-160m-full,8,-0.1463137459434707,0.6760854029384227,-0.6121087157792511,0.5598148542380019
-pico-decoder-small,8,-0.2349025974025974,0.3100858913354505,-2.1426478815448204,0.06936257520686029
-pythia-70m-full,8,-0.25479052983940687,0.33689070708526697,-2.1391401738601057,0.06972277942178044
-pico-decoder-large,8,-0.27126623376623377,0.24363070425127453,-3.149261403525014,0.016168726518950027
-babylm-gpt2-3,8,-0.275,0.5722414852667687,-1.3592468902225743,0.2162318520539861
-pico-decoder-medium,8,-0.27889610389610386,0.4243354781644567,-1.8589944650822896,0.1053668976844089
-pythia-1.4b-full,8,-0.3324131386751217,0.5029756689926052,-1.8692879119458046,0.10378631352479742
-babylm-gpt2-5,8,-0.39375,0.5282448851907218,-2.1082895671894972,0.07297249766510873
-pythia-410m-full,8,-0.428710642942023,0.36507969528549555,-3.3214030438377318,0.012740464015984174
-pythia-1b-full,8,-0.484572938840529,0.4869600628329424,-2.814561909165686,0.02597522584815778
+pico-decoder-tiny,8,0.45064935064935074,0.4045693522067711,3.1505818228031064,0.0161389565916475
+babylm-gpt2,8,0.38125,0.707467958778638,1.5242214547371318,0.17127729409900794
+beetle-fineweb3-eng,8,0.3525928116621272,0.2349383614016427,4.244871150653698,0.0038172473590602643
+beetle-humanscale-eng,8,0.32874714638919833,0.5441772058221789,1.7087032240265474,0.13125715124456508
+pythia-160m-full,8,-0.04384540666452513,0.6684356131006984,-0.18552802255733175,0.8580763266362604
+pythia-1.4b-full,8,-0.1026307296739995,0.5876625346407899,-0.49396298475939154,0.6364534930985914
+pythia-70m-full,8,-0.12439104261120817,0.49558964121161814,-0.7099240374291188,0.5007096731065592
+pythia-1b-full,8,-0.13770705500561947,0.7180487024936654,-0.5424344731689643,0.6043506304783666
+pico-decoder-small,8,-0.1957792207792208,0.33047710507612393,-1.6755994591094834,0.13772379374054222
+babylm-gpt2-7,8,-0.19791666666666663,0.598572209909707,-0.9352135952382307,0.38080969141038074
+pico-decoder-medium,8,-0.249512987012987,0.3658661015189263,-1.9289278167998543,0.09507226087721593
+babylm-gpt2-3,8,-0.3083333333333333,0.6450052294607742,-1.3520795237466285,0.2184038160200559
+pythia-410m-full,8,-0.3281909884037229,0.4024200064964196,-2.306705130741583,0.0544504720564295
+babylm-gpt2-5,8,-0.3416666666666667,0.7176902988611209,-1.3465129306542534,0.2201039012180167
+pico-decoder-large,8,-0.3537337662337662,0.28138903356044515,-3.5556118399308296,0.009273764163724612