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

roi-language/README.md

@@ -4,7 +4,7 @@ Wang et al. 2025 — word-level phonological and semantic reading tasks in child
 
 - Paper: https://www.sciencedirect.com/science/article/pii/S2352340925009692
 - Data: https://openneuro.org/datasets/ds006239/versions/1.0.5
-- Generated: 2026-09-08
+- Generated: 2026-09-09
 - Pipeline: https://github.com/suchirsalhan/cdl-representations-brains-babylms
 - Masking: **roi-language** -- see DATASETS.md section 10 for the three-level standard (phonology/language/all) this is part of, and how it differs from the whole-brain reference.
 
@@ -31,7 +31,7 @@ the developing brain.
 
 Measured cause, from `control/`:
 
-- RDM effective rank: **60** of 84 stimuli
+- RDM effective rank: **61** 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 |        0.564185 |        0.609668 |          26 |
-| Orth     | ses-11    |       96 |        0.532946 |        0.583661 |          24 |
-| Phon     | ses-11+   |       96 |        0.564185 |        0.609668 |          26 |
-| Phon     | ses-11    |       96 |        0.532946 |        0.583661 |          24 |
-| Sem      | ses-11+   |       72 |        0.404885 |        0.472482 |          26 |
-| Sem      | ses-11    |       72 |        0.346074 |        0.424301 |          24 |
-| SemLocal | ses-11+   |       48 |        0.30526  |        0.382288 |          27 |
-| SemLocal | ses-11    |       48 |        0.248481 |        0.348958 |          21 |
+| Orth     | ses-11+   |       96 |        0.565363 |        0.596556 |          48 |
+| Orth     | ses-11    |       96 |        0.525637 |        0.564327 |          39 |
+| Phon     | ses-11+   |       96 |        0.565363 |        0.596556 |          48 |
+| Phon     | ses-11    |       96 |        0.525637 |        0.564327 |          39 |
+| Sem      | ses-11+   |       72 |        0.390139 |        0.433242 |          50 |
+| Sem      | ses-11    |       72 |        0.351029 |        0.405242 |          39 |
+| SemLocal | ses-11+   |       48 |        0.310001 |        0.359958 |          49 |
+| SemLocal | ses-11    |       48 |        0.26477  |        0.331669 |          34 |
 
 Model grid: **15 families**, 2096 alignment rows across 8 cells.
 
 | | |
 |---|---|
 | mean noise ceiling | 0.437 |
-| best alignment anywhere | 0.0734 |
-| as a fraction of ceiling | 27.7% |
-| families equivalent to zero (TOST ±0.05) | 12/15 |
-| Pythia scale trend | ρ = -0.175, p = 0.28 |
+| best alignment anywhere | 0.0691 |
+| as a fraction of ceiling | 19.7% |
+| families equivalent to zero (TOST ±0.05) | 15/15 |
+| Pythia scale trend | ρ = -0.348, p = 0.03 |
 
 ### Per family
 
 | family                |   n_checkpoints |   rsa_mean |   rsa_sd |   rsa_abs_max |   frac_of_ceiling_abs_max |   p_equivalence_tost |
 |:----------------------|----------------:|-----------:|---------:|--------------:|--------------------------:|---------------------:|
-| pico-decoder-small    |              21 |     0.0068 |   0.0162 |        0.0681 |                    0.2739 |               0.0001 |
-| pico-decoder-tiny     |              21 |     0.0065 |   0.0095 |        0.0591 |                    0.1937 |               0      |
-| pico-decoder-large    |              21 |     0.0027 |   0.0127 |        0.0543 |                    0.2187 |               0      |
-| pico-decoder-medium   |              21 |     0.0016 |   0.0136 |        0.0645 |                    0.2595 |               0      |
-| pythia-70m-full       |              21 |     0.0012 |   0.0187 |        0.0688 |                    0.2767 |               0.0001 |
-| babylm-gpt2           |               9 |    -0.0017 |   0.0078 |        0.0341 |                    0.0729 |               0      |
-| pythia-410m-full      |              21 |    -0.0021 |   0.0136 |        0.0591 |                    0.2335 |               0      |
-| beetle-humanscale-eng |              18 |    -0.0022 |   0.0105 |        0.0358 |                    0.1441 |               0      |
-| beetle-fineweb3-eng   |              19 |    -0.0067 |   0.0072 |        0.0546 |                    0.1788 |               0      |
-| pythia-1b-full        |              21 |    -0.0081 |   0.0063 |        0.0466 |                    0.1809 |               0      |
-| pythia-160m-full      |              21 |    -0.0106 |   0.0088 |        0.0468 |                    0.1829 |               0      |
-| pythia-1.4b-full      |              21 |    -0.0111 |   0.0094 |        0.0682 |                    0.2258 |               0      |
-| babylm-gpt2-5         |               9 |    -0.0301 |   0.0301 |        0.0692 |                    0.1298 |               0.052  |
-| babylm-gpt2-3         |               9 |    -0.0302 |   0.0303 |        0.0714 |                    0.1341 |               0.053  |
-| babylm-gpt2-7         |               9 |    -0.0303 |   0.0304 |        0.0734 |                    0.1378 |               0.0547 |
+| pico-decoder-tiny     |              21 |     0.0053 |   0.0058 |        0.0538 |                    0.119  |               0      |
+| pico-decoder-small    |              21 |     0.0035 |   0.0125 |        0.0522 |                    0.1971 |               0      |
+| babylm-gpt2           |               9 |     0.002  |   0.0104 |        0.0389 |                    0.0997 |               0      |
+| pico-decoder-large    |              21 |     0.0015 |   0.009  |        0.0474 |                    0.162  |               0      |
+| pico-decoder-medium   |              21 |    -0.0007 |   0.0086 |        0.0476 |                    0.1798 |               0      |
+| beetle-humanscale-eng |              18 |    -0.0014 |   0.0122 |        0.0423 |                    0.1365 |               0      |
+| pythia-70m-full       |              21 |    -0.0016 |   0.0103 |        0.0382 |                    0.1389 |               0      |
+| pythia-410m-full      |              21 |    -0.0046 |   0.0102 |        0.0458 |                    0.1479 |               0      |
+| beetle-fineweb3-eng   |              19 |    -0.0057 |   0.0119 |        0.0504 |                    0.1905 |               0      |
+| pythia-1b-full        |              21 |    -0.0098 |   0.0045 |        0.0461 |                    0.1455 |               0      |
+| pythia-160m-full      |              21 |    -0.0116 |   0.0058 |        0.0423 |                    0.1598 |               0      |
+| pythia-1.4b-full      |              21 |    -0.0135 |   0.0044 |        0.0595 |                    0.1642 |               0      |
+| babylm-gpt2-5         |               9 |    -0.0262 |   0.0336 |        0.0663 |                    0.1262 |               0.0427 |
+| babylm-gpt2-7         |               9 |    -0.0265 |   0.034  |        0.0691 |                    0.1314 |               0.0457 |
+| babylm-gpt2-3         |               9 |    -0.027  |   0.0336 |        0.067  |                    0.1275 |               0.0471 |
 
 ## Dataset-specific notes
 

roi-language/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,-0.0113583925767884,0.014240617317098843,-0.0340729619675139,0.0027258208795788,0.5329455849277736,,0.005114632631675167,
-babylm-gpt2,Orth,ses-11+,9,-0.0032418652726364777,0.01334560386068864,-0.0260475790245784,0.0101366610844747,0.5641850854138037,,0.017966907219888535,
-babylm-gpt2,Phon,ses-11,9,-0.0113583925767884,0.014240617317098843,-0.0340729619675139,0.0027258208795788,0.5329455849277736,,0.005114632631675167,
-babylm-gpt2,Phon,ses-11+,9,-0.0032418652726364777,0.01334560386068864,-0.0260475790245784,0.0101366610844747,0.5641850854138037,,0.017966907219888535,
-babylm-gpt2,Sem,ses-11,9,0.012070634307073889,0.005025629952621857,0.0091372671772433,0.0252405255001435,0.3460737803330158,,0.07293394338009469,
-babylm-gpt2,Sem,ses-11+,9,0.004148786240400511,0.00738456218893004,-0.0024234085778207,0.0216968220625524,0.4048850519346865,,0.05358760951750916,
-babylm-gpt2,SemLocal,ses-11,9,-0.0016395725992884448,0.009832845610744153,-0.0132545564821484,0.0169007555449524,0.248481294678638,,0.06801620849090562,
-babylm-gpt2,SemLocal,ses-11+,9,0.0010327692323650777,0.00637249000020795,-0.00938854872097,0.0123590513300717,0.3052597540935395,,0.04048699890613345,
-babylm-gpt2-3,Orth,ses-11,9,-0.0609966302835712,0.011679502426523465,-0.0714417824598709,-0.0313184996827249,0.5329455849277736,,-0.05876491065587733,
-babylm-gpt2-3,Orth,ses-11+,9,-0.053099908504822275,0.008979405513927473,-0.0597866314279545,-0.0309749186200092,0.5641850854138037,,-0.054902051509019466,
-babylm-gpt2-3,Phon,ses-11,9,-0.0609966302835712,0.011679502426523465,-0.0714417824598709,-0.0313184996827249,0.5329455849277736,,-0.05876491065587733,
-babylm-gpt2-3,Phon,ses-11+,9,-0.053099908504822275,0.008979405513927473,-0.0597866314279545,-0.0309749186200092,0.5641850854138037,,-0.054902051509019466,
-babylm-gpt2-3,Sem,ses-11,9,0.012443689210888821,0.005726293070266741,0.0025169663188,0.0175062694397474,0.3460737803330158,,0.05058536772968375,
-babylm-gpt2-3,Sem,ses-11+,9,0.003912892969042088,0.007872633145146088,-0.0137716727395191,0.0122508109625676,0.4048850519346865,,0.030257503713779544,
-babylm-gpt2-3,SemLocal,ses-11,9,-0.01606438721005332,0.004752519422684412,-0.0269233633168896,-0.0105770039367077,0.248481294678638,,-0.042566600235993575,
-babylm-gpt2-3,SemLocal,ses-11+,9,-0.013387289870488102,0.008612619524957406,-0.0224821490504974,0.0030980819521406,0.3052597540935395,,0.010149002318829318,
-babylm-gpt2-5,Orth,ses-11,9,-0.06098537999841715,0.011720088957080007,-0.0691513144324644,-0.0307891819319771,0.5329455849277736,,-0.057771717793946534,
-babylm-gpt2-5,Orth,ses-11+,9,-0.05182129388367843,0.008698449324944596,-0.0594873028499122,-0.0312451423405017,0.5641850854138037,,-0.055381014401656554,
-babylm-gpt2-5,Phon,ses-11,9,-0.06098537999841715,0.011720088957080007,-0.0691513144324644,-0.0307891819319771,0.5329455849277736,,-0.057771717793946534,
-babylm-gpt2-5,Phon,ses-11+,9,-0.05182129388367843,0.008698449324944596,-0.0594873028499122,-0.0312451423405017,0.5641850854138037,,-0.055381014401656554,
-babylm-gpt2-5,Sem,ses-11,9,0.013614922588039511,0.006895042550113715,0.0010824193207848,0.0198992171905937,0.3460737803330158,,0.057499927245124774,
-babylm-gpt2-5,Sem,ses-11+,9,0.0045827992081994,0.008779429890207796,-0.0136761546055988,0.0124062468395355,0.4048850519346865,,0.030641404962356567,
-babylm-gpt2-5,SemLocal,ses-11,9,-0.019191065381091655,0.0060165348993623585,-0.031861977327481,-0.0133711746535036,0.248481294678638,,-0.053811594433281595,
-babylm-gpt2-5,SemLocal,ses-11+,9,-0.0145407165296098,0.007859987011425656,-0.021373649353305,0.0023431657412266,0.3052597540935395,,0.007675973363028371,
-babylm-gpt2-7,Orth,ses-11,9,-0.06185803791734737,0.010692967491484816,-0.0734383784214201,-0.0350828823255707,0.5329455849277736,,-0.06582826336824844,
-babylm-gpt2-7,Orth,ses-11+,9,-0.05240245498975496,0.007318259758415812,-0.0597363639343252,-0.0342101139925446,0.5641850854138037,,-0.060636331723397226,
-babylm-gpt2-7,Phon,ses-11,9,-0.06185803791734737,0.010692967491484816,-0.0734383784214201,-0.0350828823255707,0.5329455849277736,,-0.06582826336824844,
-babylm-gpt2-7,Phon,ses-11+,9,-0.05240245498975496,0.007318259758415812,-0.0597363639343252,-0.0342101139925446,0.5641850854138037,,-0.060636331723397226,
-babylm-gpt2-7,Sem,ses-11,9,0.01253990704028581,0.008550633087176107,0.000386611334001,0.0208232435167593,0.3460737803330158,,0.060169954212427636,
-babylm-gpt2-7,Sem,ses-11+,9,0.004659020422763534,0.00992688035883139,-0.0153170847012382,0.0152647275498816,0.4048850519346865,,0.03770138580552984,
-babylm-gpt2-7,SemLocal,ses-11,9,-0.017377383966354732,0.006331288187727394,-0.0313835485203914,-0.0117391473238495,0.248481294678638,,-0.04724358563501447,
-babylm-gpt2-7,SemLocal,ses-11+,9,-0.013670633232192666,0.00653871075370251,-0.0231810470689768,-0.0034284137080964,0.3052597540935395,,-0.0112311356545411,
-beetle-fineweb3-eng,Orth,ses-11,19,-0.011941499127752215,0.017419847984905368,-0.0521914646349631,0.0193540912834711,0.5329455849277736,,0.03631532342292324,
-beetle-fineweb3-eng,Orth,ses-11+,19,-0.0033902470169117423,0.016494446192857934,-0.0304773962055899,0.0334710502673645,0.5641850854138037,,0.059326364933619306,
-beetle-fineweb3-eng,Phon,ses-11,19,-0.011941499127752215,0.017419847984905368,-0.0521914646349631,0.0193540912834711,0.5329455849277736,,0.03631532342292324,
-beetle-fineweb3-eng,Phon,ses-11+,19,-0.0033902470169117423,0.016494446192857934,-0.0304773962055899,0.0334710502673645,0.5641850854138037,,0.059326364933619306,
-beetle-fineweb3-eng,Sem,ses-11,19,-0.00017302737028502654,0.009467829314438741,-0.0245901090896511,0.0229677624842815,0.3460737803330158,,0.06636666453662093,
-beetle-fineweb3-eng,Sem,ses-11+,19,0.0035696134388312475,0.008198891962084467,-0.008879926079676,0.021939652802984,0.4048850519346865,,0.05418736181577572,
-beetle-fineweb3-eng,SemLocal,ses-11,19,-0.0076192156530893234,0.03526107454523682,-0.0432162378646828,0.044125329518656,0.248481294678638,,0.1775800853570225,
-beetle-fineweb3-eng,SemLocal,ses-11+,19,-0.018582866571022538,0.017131278514232125,-0.0545836668575688,0.0141534728913168,0.3052597540935395,,0.046365341980128205,
-beetle-humanscale-eng,Orth,ses-11,18,0.005408596067365572,0.013448218855841186,-0.0299414015519112,0.0157800046770972,0.5329455849277736,,0.02960903537503882,
-beetle-humanscale-eng,Orth,ses-11+,18,0.009210079864295721,0.013728135529949373,-0.025069628398624,0.0212798324441853,0.5641850854138037,,0.037717821676511575,
-beetle-humanscale-eng,Phon,ses-11,18,0.005408596067365572,0.013448218855841186,-0.0299414015519112,0.0157800046770972,0.5329455849277736,,0.02960903537503882,
-beetle-humanscale-eng,Phon,ses-11+,18,0.009210079864295721,0.013728135529949373,-0.025069628398624,0.0212798324441853,0.5641850854138037,,0.037717821676511575,
-beetle-humanscale-eng,Sem,ses-11,18,-0.006431983965097211,0.014919481229828406,-0.0202298480956688,0.0212815665706954,0.3460737803330158,,0.06149430491445155,
-beetle-humanscale-eng,Sem,ses-11+,18,-0.013241042150556583,0.022154010179573653,-0.0327056939149464,0.0241085918852142,0.4048850519346865,,0.05954428737246453,
-beetle-humanscale-eng,SemLocal,ses-11,18,-0.012900305979913783,0.021072549256709566,-0.0357950229792478,0.0204109808967763,0.248481294678638,,0.08214292718964587,
-beetle-humanscale-eng,SemLocal,ses-11+,18,-0.014359758259222413,0.017457653600576096,-0.0294748498465795,0.0217397825868736,0.3052597540935395,,0.07121732326434348,
-pico-decoder-large,Orth,ses-11,21,-0.00864310333252217,0.01747133447556742,-0.0357072110964229,0.0217244220710725,0.5329455849277736,,0.04076292718330082,
-pico-decoder-large,Orth,ses-11+,21,-0.0012619918758421198,0.017162422328506278,-0.0227873806387801,0.0435511742162373,0.5641850854138037,,0.07719306189084123,
-pico-decoder-large,Phon,ses-11,21,-0.00864310333252217,0.01747133447556742,-0.0357072110964229,0.0217244220710725,0.5329455849277736,,0.04076292718330082,
-pico-decoder-large,Phon,ses-11+,21,-0.0012619918758421198,0.017162422328506278,-0.0227873806387801,0.0435511742162373,0.5641850854138037,,0.07719306189084123,
-pico-decoder-large,Sem,ses-11,21,-0.0005213848582641905,0.018624264090773817,-0.0220220942248997,0.0427001694945819,0.3460737803330158,,0.12338458421638555,
-pico-decoder-large,Sem,ses-11+,21,-0.003460020515607233,0.014746034153978405,-0.0215738957956509,0.0282686261915158,0.4048850519346865,,0.0698188931807636,
-pico-decoder-large,SemLocal,ses-11,21,0.021570817863244586,0.021802760194574285,-0.031823458549489,0.0543328056865522,0.248481294678638,,0.21865954037635335,
-pico-decoder-large,SemLocal,ses-11+,21,0.023639320076549626,0.017253423332962422,-0.0099548759246367,0.0495137110880286,0.3052597540935395,,0.16220189666029908,
-pico-decoder-medium,Orth,ses-11,21,-0.011752439406025928,0.018348197858954397,-0.0414971343369962,0.0302110260242258,0.5329455849277736,,0.05668688676409636,
-pico-decoder-medium,Orth,ses-11+,21,0.002278598345370104,0.016180870184640723,-0.0222855431312502,0.0399988911314284,0.5641850854138037,,0.07089675385887072,
-pico-decoder-medium,Phon,ses-11,21,-0.011752439406025928,0.018348197858954397,-0.0414971343369962,0.0302110260242258,0.5329455849277736,,0.05668688676409636,
-pico-decoder-medium,Phon,ses-11+,21,0.002278598345370104,0.016180870184640723,-0.0222855431312502,0.0399988911314284,0.5641850854138037,,0.07089675385887072,
-pico-decoder-medium,Sem,ses-11,21,-0.008276871870183491,0.010758355912592221,-0.0254403562286927,0.0111562771607708,0.3460737803330158,,0.032236701520801346,
-pico-decoder-medium,Sem,ses-11+,21,-0.0034713630970316664,0.014798635618317036,-0.0280847358721377,0.0259966227560565,0.4048850519346865,,0.06420741549196564,
-pico-decoder-medium,SemLocal,ses-11,21,0.021520869701810975,0.020790302369792967,-0.0242073170762296,0.0644901079480601,0.248481294678638,,0.25953707312844393,
-pico-decoder-medium,SemLocal,ses-11+,21,0.02219226943673033,0.015450960975568282,-0.0110730910158006,0.0433898691784577,0.3052597540935395,,0.14214081154360728,
-pico-decoder-small,Orth,ses-11,21,-0.008146555516753785,0.013084505819600923,-0.0305175296342018,0.0144180856861413,0.5329455849277736,,0.02705357937826858,
-pico-decoder-small,Orth,ses-11+,21,-0.0030996535523993953,0.012971735907347357,-0.0231687440776467,0.0228165306772379,0.5641850854138037,,0.04044157009308927,
-pico-decoder-small,Phon,ses-11,21,-0.008146555516753785,0.013084505819600923,-0.0305175296342018,0.0144180856861413,0.5329455849277736,,0.02705357937826858,
-pico-decoder-small,Phon,ses-11+,21,-0.0030996535523993953,0.012971735907347357,-0.0231687440776467,0.0228165306772379,0.5641850854138037,,0.04044157009308927,
-pico-decoder-small,Sem,ses-11,21,0.005993236455116924,0.016121383987340848,-0.0209498325852813,0.0359493896823563,0.3460737803330158,,0.10387781948624755,
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-pico-decoder-tiny,SemLocal,ses-11,21,0.014091210681028763,0.020996203407860764,-0.0375039457291738,0.0364809448433004,0.248481294678638,,0.14681565825903062,
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-pythia-1.4b-full,Orth,ses-11,21,-0.022200412145799577,0.024861014818153077,-0.0682036980403643,0.0171424628015775,0.5329455849277736,,0.03216550298263696,
-pythia-1.4b-full,Orth,ses-11+,21,-0.010528233311325056,0.016316450909318707,-0.0444026523435611,0.0077789482993755,0.5641850854138037,,0.013787936796787175,
-pythia-1.4b-full,Phon,ses-11,21,-0.022200412145799577,0.024861014818153077,-0.0682036980403643,0.0171424628015775,0.5329455849277736,,0.03216550298263696,
-pythia-1.4b-full,Phon,ses-11+,21,-0.010528233311325056,0.016316450909318707,-0.0444026523435611,0.0077789482993755,0.5641850854138037,,0.013787936796787175,
-pythia-1.4b-full,Sem,ses-11,21,-0.010844978512861586,0.0073280092311849175,-0.0255398246118789,0.0098415340296098,0.3460737803330158,,0.02843767597805186,
-pythia-1.4b-full,Sem,ses-11+,21,-0.014783946998475858,0.013915069745757456,-0.0320188370478378,0.0169300849464203,0.4048850519346865,,0.04181454678438303,
-pythia-1.4b-full,SemLocal,ses-11,21,0.006612881127665298,0.016081162866590205,-0.033852027794187,0.0560950042457609,0.248481294678638,,0.2257514164931764,
-pythia-1.4b-full,SemLocal,ses-11+,21,-0.004536503720000933,0.0158968070365,-0.0492997633975492,0.0228154656564083,0.3052597540935395,,0.07474115192210058,
-pythia-160m-full,Orth,ses-11,21,-0.020056974117003756,0.014589703056422643,-0.0386654261145208,0.0040976047484612,0.5329455849277736,,0.007688598731925924,
-pythia-160m-full,Orth,ses-11+,21,-0.010239476848808568,0.015148873094391573,-0.0367292018441272,0.0310143439612809,0.5641850854138037,,0.0549719316641157,
-pythia-160m-full,Phon,ses-11,21,-0.020056974117003756,0.014589703056422643,-0.0386654261145208,0.0040976047484612,0.5329455849277736,,0.007688598731925924,
-pythia-160m-full,Phon,ses-11+,21,-0.010239476848808568,0.015148873094391573,-0.0367292018441272,0.0310143439612809,0.5641850854138037,,0.0549719316641157,
-pythia-160m-full,Sem,ses-11,21,-0.009440735511754375,0.014287505235302202,-0.0270310649089803,0.0148630819854113,0.3460737803330158,,0.04294772626550624,
-pythia-160m-full,Sem,ses-11+,21,-0.015927537676241492,0.021093435458340505,-0.0468134504413724,0.0197566424398964,0.4048850519346865,,0.048795682491838244,
-pythia-160m-full,SemLocal,ses-11,21,0.0070978278724119865,0.02274259100601499,-0.0241989979566068,0.0454536713579199,0.248481294678638,,0.1829259277512432,
-pythia-160m-full,SemLocal,ses-11+,21,-0.006164188942997644,0.02411127033897982,-0.0410167462456649,0.0263974611819427,0.3052597540935395,,0.08647540603683325,
-pythia-1b-full,Orth,ses-11,21,-0.015453748392367971,0.0202366555399636,-0.0465917992105976,0.0293784690790256,0.5329455849277736,,0.055124706742822646,
-pythia-1b-full,Orth,ses-11+,21,-0.004408180835435401,0.015451386131997322,-0.0376508608553805,0.0224253023604447,0.5641850854138037,,0.03974813042779529,
-pythia-1b-full,Phon,ses-11,21,-0.015453748392367971,0.0202366555399636,-0.0465917992105976,0.0293784690790256,0.5329455849277736,,0.055124706742822646,
-pythia-1b-full,Phon,ses-11+,21,-0.004408180835435401,0.015451386131997322,-0.0376508608553805,0.0224253023604447,0.5641850854138037,,0.03974813042779529,
-pythia-1b-full,Sem,ses-11,21,-0.010500812348347568,0.012984553129594376,-0.0264166980263064,0.0227400701740906,0.3460737803330158,,0.06570873457159498,
-pythia-1b-full,Sem,ses-11+,21,-0.011054962953062176,0.012528767961105485,-0.0239635745481508,0.0295425143888476,0.4048850519346865,,0.07296518912635286,
-pythia-1b-full,SemLocal,ses-11,21,0.0030755166138846618,0.020242746169893255,-0.0288511165370536,0.0449592648246001,0.248481294678638,,0.18093621446534286,
-pythia-1b-full,SemLocal,ses-11+,21,-0.006363803222348148,0.022184569996204963,-0.0363839664829944,0.0291648685802336,0.3052597540935395,,0.09554115204881128,
-pythia-410m-full,Orth,ses-11,21,-0.016716929122115493,0.015096809315486416,-0.0386022141009026,0.0026786598581307,0.5329455849277736,,0.0050261413808198084,
-pythia-410m-full,Orth,ses-11+,21,-0.005392907573085192,0.013766675846227615,-0.0240020415088215,0.0169194228828228,0.5641850854138037,,0.0299891353391825,
-pythia-410m-full,Phon,ses-11,21,-0.016716929122115493,0.015096809315486416,-0.0386022141009026,0.0026786598581307,0.5329455849277736,,0.0050261413808198084,
-pythia-410m-full,Phon,ses-11+,21,-0.005392907573085192,0.013766675846227615,-0.0240020415088215,0.0169194228828228,0.5641850854138037,,0.0299891353391825,
-pythia-410m-full,Sem,ses-11,21,-0.004643363765482257,0.013426381434670173,-0.0273591339369166,0.0229187131367034,0.3460737803330158,,0.06622493363886005,
-pythia-410m-full,Sem,ses-11+,21,-0.004110225686300319,0.013718065871035374,-0.0244559364336265,0.0214147777143464,0.4048850519346865,,0.052891006007801195,
-pythia-410m-full,SemLocal,ses-11,21,0.014944188987286606,0.013394375880201273,-0.0025408597949757,0.0580173145042421,0.248481294678638,,0.2334876537860774,
-pythia-410m-full,SemLocal,ses-11+,21,0.021247228595482674,0.025029518578550743,-0.0219684873086437,0.0590741687723793,0.3052597540935395,,0.19352098657026842,
-pythia-70m-full,Orth,ses-11,21,-0.016874064101701534,0.015384125590678619,-0.0406385101593296,0.0151366849911233,0.5329455849277736,,0.028401933366564377,
-pythia-70m-full,Orth,ses-11+,21,-0.006457398567269528,0.016285228960880697,-0.0348276093092524,0.0259404233257703,0.5641850854138037,,0.0459785697928264,
-pythia-70m-full,Phon,ses-11,21,-0.016874064101701534,0.015384125590678619,-0.0406385101593296,0.0151366849911233,0.5329455849277736,,0.028401933366564377,
-pythia-70m-full,Phon,ses-11+,21,-0.006457398567269528,0.016285228960880697,-0.0348276093092524,0.0259404233257703,0.5641850854138037,,0.0459785697928264,
-pythia-70m-full,Sem,ses-11,21,0.0023341587531059147,0.00869985054294483,-0.0237728508796244,0.0237519541544288,0.3460737803330158,,0.06863263126022737,
-pythia-70m-full,Sem,ses-11+,21,-0.0028115955013376334,0.01138271364741471,-0.0264664322178995,0.0290900840116406,0.4048850519346865,,0.07184775993244924,
-pythia-70m-full,SemLocal,ses-11,21,0.03786082779913599,0.020790131293912703,-0.0038521871534031,0.0687605503367688,0.248481294678638,,0.27672324560968314,
-pythia-70m-full,SemLocal,ses-11+,21,0.01871977733415879,0.014166229107102954,-0.0210316624689531,0.037574645704581,0.3052597540935395,,0.12309072912725716,
+babylm-gpt2,Orth,ses-11,9,-0.012582289912182678,0.011426526883928994,-0.0311138802859476,-0.0010840788071367,0.5256372477199311,,-0.0020624086512878105,
+babylm-gpt2,Orth,ses-11+,9,0.0036157622746650553,0.015899050095777252,-0.0245078882207933,0.018682740071267,0.5653630359262645,,0.033045563441653145,
+babylm-gpt2,Phon,ses-11,9,-0.012582289912182678,0.011426526883928994,-0.0311138802859476,-0.0010840788071367,0.5256372477199311,,-0.0020624086512878105,
+babylm-gpt2,Phon,ses-11+,9,0.0036157622746650553,0.015899050095777252,-0.0245078882207933,0.018682740071267,0.5653630359262645,,0.033045563441653145,
+babylm-gpt2,Sem,ses-11,9,0.011682999499762389,0.0050198466000858115,0.0088595790981021,0.024797206494674,0.3510289007265154,,0.07064149545337112,
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+babylm-gpt2,SemLocal,ses-11,9,-0.0003398817894255999,0.010441098283986677,-0.0118901957812415,0.01888531288443,0.2647704592119395,,0.07132711459065366,
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+beetle-fineweb3-eng,Orth,ses-11,19,-0.00870864312445327,0.017471160794170607,-0.0444634302832176,0.0232443945091493,0.5256372477199311,,0.04422136104314724,
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roi-language/alignment_by_family.csv

@@ -1,16 +1,16 @@
 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
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+pico-decoder-small,64595328.0,21,168,8,0.0035338403553263112,0.012539751513951583,0.018864863004069057,0.05218683234362,0.05218683234362,SemLocal/ses-11,5000,0.01685415190524445,0.1971021710614864,,,,,False,7.842838865682486e-06,True,
+babylm-gpt2,134601216.0,9,72,8,0.0019970468267228292,0.010354606992853975,0.014464454852087276,0.038879960106291,0.038879960106291,Sem/ses-11+,598,0.007371562632699089,0.09965677953206864,,,,,False,1.7500429581915914e-06,True,
+pico-decoder-large,569808384.0,21,168,8,0.0014692847976827325,0.0090096032396843,0.01816296412601773,0.0474267552049968,0.0474267552049968,Sem/ses-11,5000,0.009334889442851222,0.16198808693148364,,,,,False,6.318255982825595e-07,True,
+pico-decoder-medium,181095168.0,21,168,8,-0.0007405860083300553,0.008610867813134157,0.01835642842794999,0.0476085825288689,0.0476085825288689,SemLocal/ses-11,3000,0.002962656088356319,0.17981077900673162,,,,,False,4.1896017205180245e-07,True,
+beetle-humanscale-eng,193811712.0,18,144,8,-0.0014000188992872586,0.01216257235214028,0.021672335958979598,0.0423209417357121,-0.0423209417357121,SemLocal/ses-11+,64,-0.01064211103793033,0.1365186542841827,,,,,False,4.748218928099878e-06,True,
+pythia-70m-full,95592496.0,21,168,8,-0.001618431060929435,0.010302304259638118,0.017642731632360194,0.0381892478191561,-0.0381892478191561,Orth/ses-11+,43000,0.0023710636411192754,0.13891946634483374,,,,,False,1.6036890683094196e-06,True,
+pythia-410m-full,505997504.0,21,168,8,-0.004629722353618489,0.010222754669397309,0.01772180122500008,0.0458430479608868,0.0458430479608868,SemLocal/ses-11+,2,-0.005963965496021116,0.14788024460770438,,,,,False,2.3483028743583153e-06,True,
+beetle-fineweb3-eng,193804032.0,19,152,8,-0.005719257561944839,0.01192710724484376,0.02325530885681034,0.0504311720271701,-0.0504311720271701,SemLocal/ses-11,32,-0.01525305732290037,0.19047129418165837,,,,,False,7.743900944666366e-06,True,
+pythia-1b-full,1078891008.0,21,168,8,-0.009824357400176993,0.004539114457317072,0.015744696277576752,0.046133118202689,-0.046133118202689,Orth/ses-11+,4000,-0.02597425071600403,0.14546511417531213,,,,,False,2.0700417824073743e-08,True,
+pythia-160m-full,212654688.0,21,168,8,-0.011560903523515173,0.0058416820141283035,0.015698936624858537,0.0423063352010579,-0.0423063352010579,SemLocal/ses-11,0,-0.02707870044506177,0.15978495232050477,,,,,False,1.6041519666440316e-07,True,
+pythia-1.4b-full,1515311488.0,21,168,8,-0.013529707048611558,0.004368473859165732,0.017056156288590106,0.0594907030612743,-0.0594907030612743,Orth/ses-11,8000,-0.031649460723887024,0.16420164228580686,,,,,False,3.1031636630886953e-08,True,
+babylm-gpt2-5,134601216.0,9,72,8,-0.026206196577961242,0.03362753421562339,0.033081191767393096,0.0663433010018333,-0.0663433010018333,Orth/ses-11,1528,-0.05005413727932855,0.1262149919732899,,,,,False,0.042727188468539457,True,
+babylm-gpt2-7,134601216.0,9,72,8,-0.026498834346516478,0.03399799861890559,0.03327625187150115,0.0690762309770627,-0.0690762309770627,Orth/ses-11,382,-0.05013469246622899,0.131414261977621,,,,,False,0.04573519363077842,True,
+babylm-gpt2-3,134601216.0,9,72,8,-0.02700984642452589,0.03359839173634999,0.03289487812789547,0.0670413510933163,-0.0670413510933163,Orth/ses-11,1528,-0.05133382406076117,0.12754299925304594,,,,,False,0.047086074805349175,True,

roi-language/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-language/Orth/session_rdm_ses-11+.npz,True,96,26,0.5641850854138037,0.60966765416501,0.01128909756352919,26
-Orth,ses-11,data/processed/fmri_wrn/ds006239/roi-language/Orth/session_rdm_ses-11.npz,True,96,24,0.5329455849277736,0.5836612560905733,0.01358627489550798,24
-Phon,ses-11+,data/processed/fmri_wrn/ds006239/roi-language/Phon/session_rdm_ses-11+.npz,True,96,26,0.5641850854138037,0.60966765416501,0.01128909756352919,26
-Phon,ses-11,data/processed/fmri_wrn/ds006239/roi-language/Phon/session_rdm_ses-11.npz,True,96,24,0.5329455849277736,0.5836612560905733,0.01358627489550798,24
-Sem,ses-11+,data/processed/fmri_wrn/ds006239/roi-language/Sem/session_rdm_ses-11+.npz,True,72,26,0.40488505193468655,0.4724818485222129,0.0126258663568585,26
-Sem,ses-11,data/processed/fmri_wrn/ds006239/roi-language/Sem/session_rdm_ses-11.npz,True,72,24,0.34607378033301583,0.42430136361934084,0.011941139006169582,24
-SemLocal,ses-11+,data/processed/fmri_wrn/ds006239/roi-language/SemLocal/session_rdm_ses-11+.npz,True,48,27,0.3052597540935395,0.38228820029336097,0.017164338624227934,27
-SemLocal,ses-11,data/processed/fmri_wrn/ds006239/roi-language/SemLocal/session_rdm_ses-11.npz,True,48,21,0.24848129467863803,0.34895831837933206,0.011597575708212057,21
+Orth,ses-11+,data/processed/fmri_wrn/ds006239/roi-language/Orth/session_rdm_ses-11+.npz,True,96,48,0.5653630359262645,0.596556071556983,0.009376050828074516,48
+Orth,ses-11,data/processed/fmri_wrn/ds006239/roi-language/Orth/session_rdm_ses-11.npz,True,96,39,0.5256372477199311,0.5643266494873286,0.01153457262490003,39
+Phon,ses-11+,data/processed/fmri_wrn/ds006239/roi-language/Phon/session_rdm_ses-11+.npz,True,96,48,0.5653630359262645,0.596556071556983,0.009376050828074516,48
+Phon,ses-11,data/processed/fmri_wrn/ds006239/roi-language/Phon/session_rdm_ses-11.npz,True,96,39,0.5256372477199311,0.5643266494873286,0.01153457262490003,39
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+Sem,ses-11,data/processed/fmri_wrn/ds006239/roi-language/Sem/session_rdm_ses-11.npz,True,72,39,0.35102890072651544,0.40524179922429027,0.010932739026720626,39
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+SemLocal,ses-11,data/processed/fmri_wrn/ds006239/roi-language/SemLocal/session_rdm_ses-11.npz,True,48,34,0.26477045921193954,0.33166871385515584,0.010229497483162518,34

roi-language/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,96,0.5329456336254198,-0.044191231716973506,True,-0.023551523988090194,0.33053389322135573,-1.9478442770542025e-05,0.024440791574939856,-0.9628184697784177,stimulus,1.0,False
-corrected,Orth,ses-11,condition,96,0.5329456336254198,0.06052931727283459,True,0.032258835346884895,0.026794641071785644,-8.857339939308849e-05,0.013872145018154999,2.3318245809578753,stimulus,1.0,False
-corrected,Orth,ses-11,text_edit_distance,96,0.5329456336254198,0.056785972667736447,True,0.03026383618444257,0.0669866026794641,6.0508883554860085e-05,0.01675458240162695,1.8026905460891782,stimulus,1.0,False
-corrected,Orth,ses-11,visual_pixels,96,0.5329456336254198,-0.028482317729805008,True,-0.01517952686963146,0.47470505898820237,-0.00035480406058968844,0.0214030097469899,-0.6926466409909504,stimulus,1.0,False
-corrected,Orth,ses-11,visual_luminance,96,0.5329456336254198,-0.06541448243494387,True,-0.034862362789570056,0.08258348330333934,-0.000238917358168141,0.02052798196927061,-1.686646328974026,stimulus,1.0,False
-corrected,Orth,ses-11+,word_frequency,96,0.5641849263391924,0.009278820132300246,True,0.005234970452856429,0.8174365126974605,0.00010929875885244629,0.023120833710976528,0.22169060847269098,stimulus,1.0,False
-corrected,Orth,ses-11+,condition,96,0.5641849263391924,0.05208679593073366,True,0.029386585125425517,0.03819236152769446,-0.00014303959378401664,0.013940515680260208,2.118259137207189,stimulus,1.0,False
-corrected,Orth,ses-11+,text_edit_distance,96,0.5641849263391924,0.01982952442774268,True,0.011187518778607219,0.4793041391721656,-2.9955005425452853e-05,0.016393339940019895,0.6842701868192206,stimulus,1.0,False
-corrected,Orth,ses-11+,visual_pixels,96,0.5641849263391924,-0.02494254132307925,True,-0.014072205839073728,0.49190161967606477,-0.000358994826041873,0.02042602535642974,-0.6713597370544645,stimulus,1.0,False
-corrected,Orth,ses-11+,visual_luminance,96,0.5641849263391924,-0.06793439112189713,True,-0.03832755945100542,0.05138972205558888,-0.0001460624463799503,0.01967067170733986,-1.9410367663467991,stimulus,1.0,False
-corrected,Phon,ses-11,word_frequency,96,0.5329456336254198,-0.044191231716973506,True,-0.023551523988090194,0.33053389322135573,-1.9478442770542025e-05,0.024440791574939856,-0.9628184697784177,stimulus,1.0,False
-corrected,Phon,ses-11,condition,96,0.5329456336254198,0.0006483519983052697,True,0.00034553636654910907,0.9826034793041392,7.60911064063033e-05,0.014512391296540333,0.018566565262643747,stimulus,1.0,False
-corrected,Phon,ses-11,text_edit_distance,96,0.5329456336254198,0.056785972667736447,True,0.03026383618444257,0.0669866026794641,6.0508883554860085e-05,0.01675458240162695,1.8026905460891782,stimulus,1.0,False
-corrected,Phon,ses-11,visual_pixels,96,0.5329456336254198,-0.028482317729805008,True,-0.01517952686963146,0.47470505898820237,-0.00035480406058968844,0.0214030097469899,-0.6926466409909504,stimulus,1.0,False
-corrected,Phon,ses-11,visual_luminance,96,0.5329456336254198,-0.06541448243494387,True,-0.034862362789570056,0.08258348330333934,-0.000238917358168141,0.02052798196927061,-1.686646328974026,stimulus,1.0,False
-corrected,Phon,ses-11+,word_frequency,96,0.5641849263391924,0.009278820132300246,True,0.005234970452856429,0.8174365126974605,0.00010929875885244629,0.023120833710976528,0.22169060847269098,stimulus,1.0,False
-corrected,Phon,ses-11+,condition,96,0.5641849263391924,0.017797734461608747,True,0.010041213506227236,0.4461107778444311,-1.4746639112650117e-05,0.014405876621540002,0.6980456940472428,stimulus,1.0,False
-corrected,Phon,ses-11+,text_edit_distance,96,0.5641849263391924,0.01982952442774268,True,0.011187518778607219,0.4793041391721656,-2.9955005425452853e-05,0.016393339940019895,0.6842701868192206,stimulus,1.0,False
-corrected,Phon,ses-11+,visual_pixels,96,0.5641849263391924,-0.02494254132307925,True,-0.014072205839073728,0.49190161967606477,-0.000358994826041873,0.02042602535642974,-0.6713597370544645,stimulus,1.0,False
-corrected,Phon,ses-11+,visual_luminance,96,0.5641849263391924,-0.06793439112189713,True,-0.03832755945100542,0.05138972205558888,-0.0001460624463799503,0.01967067170733986,-1.9410367663467991,stimulus,1.0,False
-corrected,Sem,ses-11,word_frequency,72,0.3460735211274073,0.04467991757017512,True,0.015462536397192816,0.3233353329334133,-3.26487972288656e-06,0.015454916702111894,1.000704279033844,stimulus,1.0,False
-corrected,Sem,ses-11,condition,72,0.3460735211274073,0.017401138611159047,True,0.006022073310789893,0.7524495100979804,-0.00024071207097246922,0.01956255326561611,0.3201415120208225,stimulus,1.0,False
-corrected,Sem,ses-11,text_edit_distance,72,0.3460735211274073,-0.043277043129220275,True,-0.014977038699711929,0.45030993801239755,-0.00012421781541203808,0.019379052525458462,-0.7664368969546448,stimulus,1.0,False
-corrected,Sem,ses-11,visual_pixels,72,0.3460735211274073,-0.06224643583584037,True,-0.021541843227340506,0.20075984803039393,0.00019995951860438542,0.01695562717023474,-1.2822765283981892,stimulus,1.0,False
-corrected,Sem,ses-11,visual_luminance,72,0.3460735211274073,-0.0672057416125856,True,-0.02325812763984622,0.1807638472305539,0.00020003994969289244,0.017405700892952035,-1.3477289844553249,stimulus,1.0,False
-corrected,Sem,ses-11+,word_frequency,72,0.40488516913909905,0.04640973913838408,True,0.018790615080746104,0.1983603279344131,-3.823771677617871e-06,0.014923902266923337,1.259351509746852,stimulus,1.0,False
-corrected,Sem,ses-11+,condition,72,0.40488516913909905,0.032800130099445546,True,0.013280286223098464,0.46970605878824234,-6.700737745728204e-05,0.019705519487919692,0.6773378193891746,stimulus,1.0,False
-corrected,Sem,ses-11+,text_edit_distance,72,0.40488516913909905,0.026993557098658413,True,0.01092929093155624,0.5596880623875224,-0.00022390159635686646,0.019086367847542248,0.5843538496385497,stimulus,1.0,False
-corrected,Sem,ses-11+,visual_pixels,72,0.40488516913909905,-0.04107816715283546,True,-0.016631940655599968,0.3129374125174965,0.00016287230104940884,0.016693195087229305,-1.0060873827857992,stimulus,1.0,False
-corrected,Sem,ses-11+,visual_luminance,72,0.40488516913909905,-0.034333605586914735,True,-0.01390116770521309,0.41571685662867425,0.0003018865441441428,0.01723510126829358,-0.824077214716556,stimulus,1.0,False
-corrected,SemLocal,ses-11,condition,48,0.2484818434818085,-0.04672974954855537,True,-0.011611494313268246,0.6850629874025195,-0.0002114773356409386,0.030475259992488544,-0.3740744781197298,stimulus,1.0,False
-corrected,SemLocal,ses-11,text_edit_distance,48,0.2484818434818085,-0.018804377224038996,True,-0.004672546318156542,0.8758248350329934,-0.00024868919977451,0.029162070901678296,-0.15169900426981464,stimulus,1.0,False
-corrected,SemLocal,ses-11,visual_pixels,48,0.2484818434818085,0.06372176223168015,True,0.01583370094923736,0.5612877424515097,1.1358267092099306e-05,0.027253430803384354,0.5805633351526469,stimulus,1.0,False
-corrected,SemLocal,ses-11,visual_luminance,48,0.2484818434818085,0.021033382936686964,True,0.005226413766766792,0.8472305538892222,-0.000836297552302206,0.027648243480151408,0.21928016234384368,stimulus,1.0,False
-corrected,SemLocal,ses-11+,condition,48,0.3052601704501246,-0.025727407857899353,True,-0.007853552907942232,0.7854429114177165,-1.6065471822363297e-05,0.030569802102246232,-0.2563800514523972,stimulus,1.0,False
-corrected,SemLocal,ses-11+,text_edit_distance,48,0.3052601704501246,-0.008616279282519934,True,-0.0026302068824279124,0.9320135972805439,-0.00018596685475218096,0.0291376182570538,-0.08388606117454812,stimulus,1.0,False
-corrected,SemLocal,ses-11+,visual_pixels,48,0.3052601704501246,-0.06002215037770786,True,-0.018322371855082113,0.47910417916416714,4.1630210668033785e-05,0.02575603534279435,-0.712998014664348,stimulus,1.0,False
-corrected,SemLocal,ses-11+,visual_luminance,48,0.3052601704501246,0.08117192750674865,True,0.02477855642647525,0.34453109378124375,-0.0005327432602662514,0.02653083271484274,0.9540333678115953,stimulus,1.0,False
+corrected,Orth,ses-11,word_frequency,96,0.5256372048055667,-0.03359741160869193,True,-0.017660049526694928,0.46270745850829836,-9.753068199211428e-05,0.02424123403879328,-0.7244894717766018,stimulus,1.0,False
+corrected,Orth,ses-11,condition,96,0.5256372048055667,0.06838641640718426,True,0.035946444766941886,0.01859628074385123,-0.00015631518762083044,0.013861152437324524,2.604600166919935,stimulus,0.7066586682663467,False
+corrected,Orth,ses-11,text_edit_distance,96,0.5256372048055667,0.05969118076089026,True,0.03137590540669818,0.05798840231953609,9.631759232955255e-05,0.016609840003890496,1.8831962141211995,stimulus,1.0,False
+corrected,Orth,ses-11,visual_pixels,96,0.5256372048055667,-0.025628793645524832,True,-0.013471447454372345,0.5272945410917816,-0.0002331182819137851,0.021336527198913217,-0.6204537902734427,stimulus,1.0,False
+corrected,Orth,ses-11,visual_luminance,96,0.5256372048055667,-0.072869578235581,True,-0.03830296141911136,0.05578884223155369,-0.0001500361632171449,0.020435857550461147,-1.8669598356623067,stimulus,1.0,False
+corrected,Orth,ses-11+,word_frequency,96,0.5653630944258544,-0.0007468587336508406,True,-0.00042224636475581424,0.9870025994801039,0.00010222534261461653,0.024134616183645614,-0.021731097911724756,stimulus,1.0,False
+corrected,Orth,ses-11+,condition,96,0.5653630944258544,0.048407851973114396,True,0.02736801298602866,0.04439112177564487,-0.000100346892998076,0.013995144757772646,1.962706377996455,stimulus,1.0,False
+corrected,Orth,ses-11+,text_edit_distance,96,0.5653630944258544,0.025760637241892266,True,0.01456411358545812,0.36992601479704057,2.945616757750935e-05,0.016630788911572353,0.8739607900917357,stimulus,1.0,False
+corrected,Orth,ses-11+,visual_pixels,96,0.5653630944258544,-0.02120957208150395,True,-0.011991109303447283,0.5636872625474905,-0.0002746063115511245,0.021054734045434644,-0.5564783181804285,stimulus,1.0,False
+corrected,Orth,ses-11+,visual_luminance,96,0.5653630944258544,-0.0724886712994987,True,-0.04098241951670321,0.04619076184763048,-0.00015011742588192414,0.020262078952071893,-2.0152079253758304,stimulus,1.0,False
+corrected,Phon,ses-11,word_frequency,96,0.5256372048055667,-0.03359741160869193,True,-0.017660049526694928,0.46270745850829836,-9.753068199211428e-05,0.02424123403879328,-0.7244894717766018,stimulus,1.0,False
+corrected,Phon,ses-11,condition,96,0.5256372048055667,0.012169206857329565,True,0.006396587877187448,0.6304739052189562,1.7677134036975716e-05,0.01453890898705714,0.43874755309290214,stimulus,1.0,False
+corrected,Phon,ses-11,text_edit_distance,96,0.5256372048055667,0.05969118076089026,True,0.03137590540669818,0.05798840231953609,9.631759232955255e-05,0.016609840003890496,1.8831962141211995,stimulus,1.0,False
+corrected,Phon,ses-11,visual_pixels,96,0.5256372048055667,-0.025628793645524832,True,-0.013471447454372345,0.5272945410917816,-0.0002331182819137851,0.021336527198913217,-0.6204537902734427,stimulus,1.0,False
+corrected,Phon,ses-11,visual_luminance,96,0.5256372048055667,-0.072869578235581,True,-0.03830296141911136,0.05578884223155369,-0.0001500361632171449,0.020435857550461147,-1.8669598356623067,stimulus,1.0,False
+corrected,Phon,ses-11+,word_frequency,96,0.5653630944258544,-0.0007468587336508406,True,-0.00042224636475581424,0.9870025994801039,0.00010222534261461653,0.024134616183645614,-0.021731097911724756,stimulus,1.0,False
+corrected,Phon,ses-11+,condition,96,0.5653630944258544,0.031293744642557436,True,0.017692328307288775,0.1731653669266147,9.029181805226728e-05,0.014515696446631815,1.2126208723597425,stimulus,1.0,False
+corrected,Phon,ses-11+,text_edit_distance,96,0.5653630944258544,0.025760637241892266,True,0.01456411358545812,0.36992601479704057,2.945616757750935e-05,0.016630788911572353,0.8739607900917357,stimulus,1.0,False
+corrected,Phon,ses-11+,visual_pixels,96,0.5653630944258544,-0.02120957208150395,True,-0.011991109303447283,0.5636872625474905,-0.0002746063115511245,0.021054734045434644,-0.5564783181804285,stimulus,1.0,False
+corrected,Phon,ses-11+,visual_luminance,96,0.5653630944258544,-0.0724886712994987,True,-0.04098241951670321,0.04619076184763048,-0.00015011742588192414,0.020262078952071893,-2.0152079253758304,stimulus,1.0,False
+corrected,Sem,ses-11,word_frequency,72,0.3510289717893002,0.06267245811089449,True,0.02199984853017528,0.16176764647070585,0.00014343872136161692,0.015803682654768943,1.3829947288162767,stimulus,1.0,False
+corrected,Sem,ses-11,condition,72,0.3510289717893002,-0.02228438176950509,True,-0.007822463619509598,0.6752649470105979,-7.743513841843464e-05,0.019549442383453214,-0.3961764396538714,stimulus,1.0,False
+corrected,Sem,ses-11,text_edit_distance,72,0.3510289717893002,-0.0017072796135064777,True,-0.0005993046072860128,0.9778044391121775,-0.0002482829376826209,0.01954222090400927,-0.017962219919099076,stimulus,1.0,False
+corrected,Sem,ses-11,visual_pixels,72,0.3510289717893002,-0.05462781706601163,True,-0.019175946455776048,0.24875024995001,0.0002700526021645423,0.0168641769332677,-1.1530950566835358,stimulus,1.0,False
+corrected,Sem,ses-11,visual_luminance,72,0.3510289717893002,-0.07454358381377532,True,-0.02616695757963907,0.1331733653269346,0.0001535503832108267,0.017365228217280423,-1.51570181698748,stimulus,1.0,False
+corrected,Sem,ses-11+,word_frequency,72,0.3901386585711637,0.07173740017735572,True,0.027987533074576323,0.07418516296740651,9.783455780388411e-05,0.01572372760410813,1.7737332531576022,stimulus,1.0,False
+corrected,Sem,ses-11+,condition,72,0.3901386585711637,0.04793932714891245,True,0.018702984786680872,0.3285342931413717,-3.440864262390577e-05,0.019741522643710943,0.9491361819714962,stimulus,1.0,False
+corrected,Sem,ses-11+,text_edit_distance,72,0.3901386585711637,0.04196704562968817,True,0.016372966886161362,0.40071985602879423,-0.00010854498487991786,0.019389678243011067,0.8500147172958873,stimulus,1.0,False
+corrected,Sem,ses-11+,visual_pixels,72,0.3901386585711637,-0.04489000486027302,True,-0.017513326279439932,0.3079384123175365,0.00022987378759568546,0.01740893656907489,-1.0192006844079902,stimulus,1.0,False
+corrected,Sem,ses-11+,visual_luminance,72,0.3901386585711637,-0.034455176406344684,True,-0.013442296304004125,0.4449110177964407,0.00027027820545939016,0.017802259974230777,-0.7702715570125671,stimulus,1.0,False
+corrected,SemLocal,ses-11,condition,48,0.2647696181702722,0.007220044607928977,True,0.0019116484540136881,0.9496100779844031,-8.710581400032056e-05,0.030742152154262476,0.06501673200754944,stimulus,1.0,False
+corrected,SemLocal,ses-11,text_edit_distance,48,0.2647696181702722,-0.11674629842594117,True,-0.030910872857029096,0.2835432913417317,-0.0003497641334031206,0.02880407709286885,-1.0609994072724906,stimulus,1.0,False
+corrected,SemLocal,ses-11,visual_pixels,48,0.2647696181702722,-0.0024849446668194263,True,-0.0006579378506080338,0.9818036392721455,0.00012897577958971554,0.026219349436232685,-0.03001270615358197,stimulus,1.0,False
+corrected,SemLocal,ses-11,visual_luminance,48,0.2647696181702722,0.025539396909985336,True,0.006762056368155848,0.7958408318336333,-0.0010010965594658573,0.02674832085861541,0.2902295425707453,stimulus,1.0,False
+corrected,SemLocal,ses-11+,condition,48,0.31000085292006424,-0.04803264859389738,True,-0.014890162032117913,0.5992801439712058,-0.00014973817075575563,0.031110904427840196,-0.47380248604079805,stimulus,1.0,False
+corrected,SemLocal,ses-11+,text_edit_distance,48,0.31000085292006424,-0.12403505845398871,True,-0.038450973912726526,0.1855628874225155,-0.00018743935864526558,0.029043932686616994,-1.3174364148831361,stimulus,1.0,False
+corrected,SemLocal,ses-11+,visual_pixels,48,0.31000085292006424,-0.09144530754515318,True,-0.02834812333453507,0.2599480103979204,0.00020684890794874766,0.025474397883877998,-1.1209282500621731,stimulus,1.0,False
+corrected,SemLocal,ses-11+,visual_luminance,48,0.31000085292006424,0.073244273147052,True,0.022705787147096278,0.3719256148770246,-0.0010507043503891398,0.026485070213110876,0.8969767233174368,stimulus,1.0,False

roi-language/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,8,0.008983685332220579,0.032258835346884895,2.3318245809578753,0.026794641071785644,0,0.06052931727283459
-text_edit_distance,8,0.00894402611966993,0.03026383618444257,1.8026905460891782,0.0669866026794641,0,0.056785972667736447
-word_frequency,6,-0.0003966592654214354,0.018790615080746104,1.259351509746852,0.1983603279344131,0,0.04640973913838408
-visual_luminance,8,-0.01919177120412103,0.02477855642647525,0.9540333678115953,0.05138972205558888,0,0.08117192750674865
-visual_pixels,8,-0.01239574002577445,0.01583370094923736,0.5805633351526469,0.20075984803039393,0,0.06372176223168015
+condition,8,0.010663172690814227,0.035946444766941886,2.604600166919935,0.01859628074385123,0,0.06838641640718426
+text_edit_distance,8,0.0047864816866790404,0.03137590540669818,1.8831962141211995,0.05798840231953609,0,0.05969118076089026
+word_frequency,6,0.002303798303641687,0.027987533074576323,1.7737332531576022,0.07418516296740651,0,0.07173740017735572
+visual_luminance,8,-0.021089021530002527,0.022705787147096278,0.8969767233174368,0.04619076184763048,0,0.073244273147052
+visual_pixels,8,-0.014577555929499792,-0.0006579378506080338,-0.03001270615358197,0.24875024995001,0,-0.0024849446668194263

roi-language/control/dimensionality_summary.json

@@ -1,5 +1,5 @@
 {
-  "group_rdm_effective_rank_median": 60,
+  "group_rdm_effective_rank_median": 61,
   "n_stim_median": 84,
   "pattern_effective_rank_median": null,
   "pattern_n_voxels_median": null,

roi-language/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-11,96,66,49,35,57,0.5329456336254198
-Orth,ses-11+,96,66,52,36,57,0.5641849263391924
-Phon,ses-11,96,66,49,35,57,0.5329456336254198
-Phon,ses-11+,96,66,52,36,57,0.5641849263391924
-Sem,ses-11,72,53,42,37,47,0.3460735211274073
-Sem,ses-11+,72,54,45,39,48,0.40488516913909905
-SemLocal,ses-11,48,38,31,26,34,0.2484818434818085
-SemLocal,ses-11+,48,38,32,27,35,0.3052601704501246
+Orth,ses-11,96,67,49,35,57,0.5256372048055667
+Orth,ses-11+,96,68,52,36,57,0.5653630944258544
+Phon,ses-11,96,67,49,35,57,0.5256372048055667
+Phon,ses-11+,96,68,52,36,57,0.5653630944258544
+Sem,ses-11,72,54,42,37,47,0.3510289717893002
+Sem,ses-11+,72,55,45,39,48,0.3901386585711637
+SemLocal,ses-11,48,38,31,26,34,0.2647696181702722
+SemLocal,ses-11+,48,38,32,27,35,0.31000085292006424

roi-language/control/summary.json

@@ -10,11 +10,11 @@
     "word_frequency"
   ],
   "best_control": "condition",
-  "best_rsa": 0.032258835346884895,
-  "best_z": 2.3318245809578753,
+  "best_rsa": 0.035946444766941886,
+  "best_z": 2.604600166919935,
   "best_cell": "Orth/ses-11",
-  "best_frac_of_ceiling": 0.06052931727283459,
-  "lm_best_rsa_for_comparison": 0.0771122942859387,
+  "best_frac_of_ceiling": 0.06838641640718426,
+  "lm_best_rsa_for_comparison": 0.0687605503367688,
   "n_permutations": 5000,
   "verdict": "no recoverable stimulus signal"
 }

roi-language/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,95592496.0,21,168,8,0.0011800303808901197,0.018666050194156472,0.022962668714953262,0.0687605503367688,0.0687605503367688,SemLocal/ses-11,8,0.015909834727154577,0.27672324560968314,,,,,False,7.486490839433301e-05,True,,-0.17466265271523024,0.2810571952468683,40
-pythia-160m-full,212654688.0,21,168,8,-0.010628442023775771,0.008797225895337227,0.019579915804481086,0.0468134504413724,-0.0468134504413724,Sem/ses-11+,0,-0.021226631176161984,0.1829259277512432,,,,,False,2.21960318748223e-06,True,,-0.17466265271523024,0.2810571952468683,40
-pythia-410m-full,505997504.0,21,168,8,-0.002097730657426834,0.013602010571812165,0.020086838927472886,0.0590741687723793,0.0590741687723793,SemLocal/ses-11+,2,0.003040677137900541,0.2334876537860774,,,,,False,1.0977007523635388e-05,True,,-0.17466265271523024,0.2810571952468683,40
-pythia-1b-full,1078891008.0,21,168,8,-0.008070990045684996,0.006299771112945249,0.018363358432399474,0.0465917992105976,-0.0465917992105976,Orth/ses-11,4000,-0.0174671261268053,0.18093621446534286,,,,,False,1.4830902478444022e-07,True,,-0.17466265271523024,0.2810571952468683,40
-pythia-1.4b-full,1515311488.0,21,168,8,-0.011126229877240292,0.009392616952851474,0.019501759864506155,0.0682036980403643,-0.0682036980403643,Orth/ses-11,8000,-0.022091635317436676,0.2257514164931764,,,,,False,3.7539802401778014e-06,True,,-0.17466265271523024,0.2810571952468683,40
+pythia-70m-full,95592496.0,21,168,8,-0.001618431060929435,0.010302304259638118,0.017642731632360194,0.0381892478191561,-0.0381892478191561,Orth/ses-11+,43000,0.0023710636411192754,0.13891946634483374,,,,,False,1.6036890683094196e-06,True,,-0.34779317689787076,0.027874566812770417,40
+pythia-160m-full,212654688.0,21,168,8,-0.011560903523515173,0.0058416820141283035,0.015698936624858537,0.0423063352010579,-0.0423063352010579,SemLocal/ses-11,0,-0.02707870044506177,0.15978495232050477,,,,,False,1.6041519666440316e-07,True,,-0.34779317689787076,0.027874566812770417,40
+pythia-410m-full,505997504.0,21,168,8,-0.004629722353618489,0.010222754669397309,0.01772180122500008,0.0458430479608868,0.0458430479608868,SemLocal/ses-11+,2,-0.005963965496021116,0.14788024460770438,,,,,False,2.3483028743583153e-06,True,,-0.34779317689787076,0.027874566812770417,40
+pythia-1b-full,1078891008.0,21,168,8,-0.009824357400176993,0.004539114457317072,0.015744696277576752,0.046133118202689,-0.046133118202689,Orth/ses-11+,4000,-0.02597425071600403,0.14546511417531213,,,,,False,2.0700417824073743e-08,True,,-0.34779317689787076,0.027874566812770417,40
+pythia-1.4b-full,1515311488.0,21,168,8,-0.013529707048611558,0.004368473859165732,0.017056156288590106,0.0594907030612743,-0.0594907030612743,Orth/ses-11,8000,-0.031649460723887024,0.16420164228580686,,,,,False,3.1031636630886953e-08,True,,-0.34779317689787076,0.027874566812770417,40

roi-language/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-small,0.00675063468533653,0.016177059284967286,,0.0680667524820783,,,,False,0.2739310923589212,6.518498882791569e-05,True
-pico-decoder-tiny,0.0065109781525563805,0.009475786709493705,,0.0591314160206779,,,,False,0.19370852275062275,1.8731112029706086e-06,True
-pico-decoder-large,0.0026773177686492764,0.012714495074844852,,0.0543328056865522,,,,False,0.21865954037635335,7.616073134034762e-06,True
-pico-decoder-medium,0.001627152756251812,0.01363631863427262,,0.0644901079480601,,,,False,0.25953707312844393,1.0464261829170153e-05,True
-pythia-70m-full,0.0011800303808901197,0.018666050194156472,,0.0687605503367688,,,,False,0.27672324560968314,7.486490839433301e-05,True
-babylm-gpt2,-0.0016984873147873406,0.007770218988641288,,0.0340729619675139,,,,False,0.07293394338009469,2.3712490066166567e-07,True
-pythia-410m-full,-0.002097730657426834,0.013602010571812165,,0.0590741687723793,,,,False,0.2334876537860774,1.0977007523635388e-05,True
-beetle-humanscale-eng,-0.002211967311433426,0.010544671887852346,,0.0357950229792478,,,,False,0.14405520152147333,2.0395494686966393e-06,True
-beetle-fineweb3-eng,-0.006683623555611695,0.00724043425671626,,0.0545836668575688,,,,False,0.1788105576500037,3.083721843830297e-07,True
-pythia-1b-full,-0.008070990045684996,0.006299771112945249,,0.0465917992105976,,,,False,0.18093621446534286,1.4830902478444022e-07,True
-pythia-160m-full,-0.010628442023775771,0.008797225895337227,,0.0468134504413724,,,,False,0.1829259277512432,2.21960318748223e-06,True
-pythia-1.4b-full,-0.011126229877240292,0.009392616952851474,,0.0682036980403643,,,,False,0.2257514164931764,3.7539802401778014e-06,True
-babylm-gpt2-5,-0.03014342598483171,0.03006282635499096,,0.0691513144324644,,,,False,0.12975304869414764,0.05197740481107282,False
-babylm-gpt2-3,-0.03016102155967468,0.030261528630146948,,0.0714417824598709,,,,False,0.13405080083279594,0.05304991451534222,False
-babylm-gpt2-7,-0.030296259443712836,0.03040154372018085,,0.0734383784214201,,,,False,0.13779714195657086,0.05471938058484222,False
+pico-decoder-tiny,0.005251294788689426,0.005765810379518547,,0.0538436152749142,,,,False,0.11902850253083871,5.140438390786636e-08,True
+pico-decoder-small,0.0035338403553263112,0.012539751513951583,,0.05218683234362,,,,False,0.1971021710614864,7.842838865682486e-06,True
+babylm-gpt2,0.0019970468267228292,0.010354606992853975,,0.038879960106291,,,,False,0.09965677953206864,1.7500429581915914e-06,True
+pico-decoder-large,0.0014692847976827325,0.0090096032396843,,0.0474267552049968,,,,False,0.16198808693148364,6.318255982825595e-07,True
+pico-decoder-medium,-0.0007405860083300553,0.008610867813134157,,0.0476085825288689,,,,False,0.17981077900673162,4.1896017205180245e-07,True
+beetle-humanscale-eng,-0.0014000188992872586,0.01216257235214028,,0.0423209417357121,,,,False,0.1365186542841827,4.748218928099878e-06,True
+pythia-70m-full,-0.001618431060929435,0.010302304259638118,,0.0381892478191561,,,,False,0.13891946634483374,1.6036890683094196e-06,True
+pythia-410m-full,-0.004629722353618489,0.010222754669397309,,0.0458430479608868,,,,False,0.14788024460770438,2.3483028743583153e-06,True
+beetle-fineweb3-eng,-0.005719257561944839,0.01192710724484376,,0.0504311720271701,,,,False,0.19047129418165837,7.743900944666366e-06,True
+pythia-1b-full,-0.009824357400176993,0.004539114457317072,,0.046133118202689,,,,False,0.14546511417531213,2.0700417824073743e-08,True
+pythia-160m-full,-0.011560903523515173,0.0058416820141283035,,0.0423063352010579,,,,False,0.15978495232050477,1.6041519666440316e-07,True
+pythia-1.4b-full,-0.013529707048611558,0.004368473859165732,,0.0594907030612743,,,,False,0.16420164228580686,3.1031636630886953e-08,True
+babylm-gpt2-5,-0.026206196577961242,0.03362753421562339,,0.0663433010018333,,,,False,0.1262149919732899,0.042727188468539457,True
+babylm-gpt2-7,-0.026498834346516478,0.03399799861890559,,0.0690762309770627,,,,False,0.131414261977621,0.04573519363077842,True
+babylm-gpt2-3,-0.02700984642452589,0.03359839173634999,,0.0670413510933163,,,,False,0.12754299925304594,0.047086074805349175,True

roi-language/summary.json

@@ -4,23 +4,23 @@
   "n_families": 15,
   "n_rows": 2096,
   "n_cells": 8,
-  "ceiling_lower_mean": 0.43737015271537927,
-  "best_rsa_abs": 0.0734383784214201,
-  "best_frac_of_ceiling": 0.27672324560968314,
+  "ceiling_lower_mean": 0.43724246599344496,
+  "best_rsa_abs": 0.0690762309770627,
+  "best_frac_of_ceiling": 0.1971021710614864,
   "seed_null_sd_median": null,
   "null_max_p95_median": null,
   "families_beating_null_max": 0,
-  "families_equivalent_to_zero": 12,
+  "families_equivalent_to_zero": 15,
   "sesoi": 0.05,
-  "scale_trend_rho": -0.17466265271523024,
-  "scale_trend_p": 0.2810571952468683,
-  "var_pct_cell": 14.375875656947132,
-  "var_pct_family": 19.3373806146098,
-  "var_pct_residual": 66.23903380477896,
-  "untrained_mean": 0.0008259286975406381,
+  "scale_trend_rho": -0.34779317689787076,
+  "scale_trend_p": 0.027874566812770417,
+  "var_pct_cell": 7.468620429390696,
+  "var_pct_family": 16.527850065877438,
+  "var_pct_residual": 75.95581958106771,
+  "untrained_mean": -0.00047131131310623113,
   "untrained_n": 88,
-  "trained_mean": -0.0051127692415607546,
+  "trained_mean": -0.005947320002564258,
   "trained_n": 2008,
-  "untrained_vs_trained_t": 2.460245824087979,
-  "untrained_vs_trained_p": 0.01567525088617617
+  "untrained_vs_trained_t": 2.355518686072725,
+  "untrained_vs_trained_p": 0.020543072021083426
 }

roi-language/training_trend.csv

@@ -1,16 +1,16 @@
 family,n_cells,trend_rho_mean,trend_rho_sd,t,p
-pico-decoder-tiny,8,0.5780844155844156,0.17025861165810743,9.603447517329448,2.791676556157338e-05
-beetle-fineweb3-eng,8,0.4215735860309172,0.24031128235151542,4.961856780665831,0.001634159068968516
-babylm-gpt2-7,8,0.31666666666666665,0.4789207443461594,1.870181235782051,0.10365023103984952
-babylm-gpt2,8,0.22291666666666668,0.7901646151578917,0.7979394855994871,0.4511217509386344
-beetle-humanscale-eng,8,0.08987332059560821,0.6337127899477452,0.40112830574965924,0.7002881828330269
-babylm-gpt2-3,8,0.029166666666666674,0.6883238209881178,0.11985026323802711,0.9079690585039049
-babylm-gpt2-5,8,-0.03749999999999998,0.6982262106723303,-0.15190781376690204,0.8835451676367849
-pythia-160m-full,8,-0.03946086599807258,0.7104069050767509,-0.15711021804167963,0.879593592994909
-pythia-1b-full,8,-0.05310165918259152,0.6961274076911002,-0.21575673007794668,0.8353294923653383
-pythia-1.4b-full,8,-0.06999026026818633,0.5155449646598339,-0.3839865854207363,0.7123858777571273
-pythia-70m-full,8,-0.10734005113055956,0.2810333906076078,-1.0803111741736886,0.31581264912388046
-pico-decoder-small,8,-0.17126623376623376,0.2000764106017283,-2.4211452998415246,0.04601473764690841
-pico-decoder-medium,8,-0.2722402597402598,0.2254765358452081,-3.4150415350798173,0.01121070549316337
-pico-decoder-large,8,-0.2946428571428572,0.2749467402037682,-3.0310446620968974,0.019086444958278662
-pythia-410m-full,8,-0.3140630240340426,0.5195517047840369,-1.7097516337222762,0.13105711797318562
+pico-decoder-tiny,8,0.5797077922077922,0.17834873954120126,9.193567883491887,3.713576635563191e-05
+babylm-gpt2-7,8,0.37916666666666665,0.42852182252593896,2.5026620079183495,0.04083287051082103
+beetle-fineweb3-eng,8,0.2612042698232207,0.3665172601059782,2.0157229202627387,0.08365653066637742
+babylm-gpt2,8,0.2208333333333333,0.7566504088876456,0.8254948159829315,0.436316535725668
+babylm-gpt2-3,8,0.12291666666666662,0.594147214668564,0.5851425799872225,0.5768192899719715
+beetle-humanscale-eng,8,0.08777102069863485,0.5884720615813784,0.4218618893198681,0.6857795286068111
+pythia-70m-full,8,-0.0006495615802151675,0.3370402938988867,-0.005451091830654397,0.9958027762507845
+babylm-gpt2-5,8,-0.012499999999999956,0.7437437474727179,-0.04753698996390442,0.9634130778478115
+pythia-1b-full,8,-0.04352062587441752,0.6458059075280298,-0.190606678065717,0.854243899663109
+pythia-160m-full,8,-0.04774277614581618,0.6743690818335736,-0.20024192493278836,0.8469846760826649
+pythia-1.4b-full,8,-0.11286132456238866,0.3863319424291648,-0.8262843339327903,0.4358974364859556
+pico-decoder-small,8,-0.12987012987012986,0.2590966050866248,-1.4177267891880536,0.1992123167581929
+pico-decoder-medium,8,-0.2383116883116883,0.31561228184229845,-2.135681284106805,0.07007980431773414
+pico-decoder-large,8,-0.39464285714285713,0.2879968173978897,-3.8758017252254957,0.006085892144156609
+pythia-410m-full,8,-0.3980188582768554,0.556354355258752,-2.02347177526307,0.08270560591041042