suchirsalhan commited on
Commit
2b784e3
·
verified ·
1 Parent(s): 6c326ca

ds006239 (whole-brain): alignment results (control gate: fail)

Browse files
README.md CHANGED
@@ -221,7 +221,7 @@ rather than language) and an inter-subject noise ceiling.
221
  | SemLocal | ses-11+ | 48 | 0.208521 | 0.601744 | 3 |
222
  | SemLocal | ses-11 | 48 | 0.216461 | 0.607091 | 3 |
223
 
224
- Model grid: **15 families**, 43848 alignment rows across 8 cells.
225
 
226
  | | |
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  |---|---|
@@ -229,7 +229,7 @@ Model grid: **15 families**, 43848 alignment rows across 8 cells.
229
  | best alignment anywhere | 0.0691 |
230
  | as a fraction of ceiling | 25.6% |
231
  | families equivalent to zero (TOST ±0.05) | 15/15 |
232
- | Pythia scale trend | ρ = -0.348, p = 0.03 |
233
 
234
  ### Per family
235
 
@@ -238,11 +238,11 @@ Model grid: **15 families**, 43848 alignment rows across 8 cells.
238
  | pico-decoder-tiny | 21 | 0.0053 | 0.0058 | 0.0538 | 0.177 | 0 |
239
  | pico-decoder-small | 21 | 0.0035 | 0.0125 | 0.0522 | 0.2411 | 0 |
240
  | babylm-gpt2 | 9 | 0.002 | 0.0104 | 0.0389 | 0.1337 | 0 |
 
241
  | pico-decoder-large | 21 | 0.0015 | 0.009 | 0.0474 | 0.2557 | 0 |
 
242
  | beetle-humanscale-eng | 18 | -0.0014 | 0.0122 | 0.0423 | 0.203 | 0 |
243
- | pico-decoder-medium | 20 | -0.0014 | 0.0083 | 0.0476 | 0.2199 | 0 |
244
  | pythia-70m-full | 21 | -0.0016 | 0.0103 | 0.0382 | 0.1699 | 0 |
245
- | pythia-410m-full | 21 | -0.0046 | 0.0102 | 0.0458 | 0.2198 | 0 |
246
  | beetle-fineweb3-eng | 19 | -0.0057 | 0.0119 | 0.0504 | 0.2349 | 0 |
247
  | pythia-1b-full | 21 | -0.0098 | 0.0045 | 0.0461 | 0.1779 | 0 |
248
  | pythia-160m-full | 21 | -0.0116 | 0.0058 | 0.0423 | 0.1954 | 0 |
 
221
  | SemLocal | ses-11+ | 48 | 0.208521 | 0.601744 | 3 |
222
  | SemLocal | ses-11 | 48 | 0.216461 | 0.607091 | 3 |
223
 
224
+ Model grid: **15 families**, 42336 alignment rows across 8 cells.
225
 
226
  | | |
227
  |---|---|
 
229
  | best alignment anywhere | 0.0691 |
230
  | as a fraction of ceiling | 25.6% |
231
  | families equivalent to zero (TOST ±0.05) | 15/15 |
232
+ | Pythia scale trend | ρ = -0.340, p = 0.03 |
233
 
234
  ### Per family
235
 
 
238
  | pico-decoder-tiny | 21 | 0.0053 | 0.0058 | 0.0538 | 0.177 | 0 |
239
  | pico-decoder-small | 21 | 0.0035 | 0.0125 | 0.0522 | 0.2411 | 0 |
240
  | babylm-gpt2 | 9 | 0.002 | 0.0104 | 0.0389 | 0.1337 | 0 |
241
+ | pythia-410m-full | 11 | 0.002 | 0.0128 | 0.0458 | 0.2198 | 0 |
242
  | pico-decoder-large | 21 | 0.0015 | 0.009 | 0.0474 | 0.2557 | 0 |
243
+ | pico-decoder-medium | 21 | -0.0007 | 0.0086 | 0.0476 | 0.2199 | 0 |
244
  | beetle-humanscale-eng | 18 | -0.0014 | 0.0122 | 0.0423 | 0.203 | 0 |
 
245
  | pythia-70m-full | 21 | -0.0016 | 0.0103 | 0.0382 | 0.1699 | 0 |
 
246
  | beetle-fineweb3-eng | 19 | -0.0057 | 0.0119 | 0.0504 | 0.2349 | 0 |
247
  | pythia-1b-full | 21 | -0.0098 | 0.0045 | 0.0461 | 0.1779 | 0 |
248
  | pythia-160m-full | 21 | -0.0116 | 0.0058 | 0.0423 | 0.1954 | 0 |
alignment_by_cell.csv CHANGED
@@ -55,14 +55,14 @@ pico-decoder-large,Sem,ses-11,441,0.0015524709914889903,0.01624384348014611,-0.0
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  pico-decoder-large,Sem,ses-11+,441,0.0030012132150487,0.012470884704014062,-0.0136153364328022,0.0312489408677112,0.3901386367174326,,0.08009701661602926,
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  pico-decoder-large,SemLocal,ses-11,441,0.014716111732974062,0.01710017103169494,-0.0220010781913468,0.0428896601637125,0.2647704592119395,,0.16198808693148364,
57
  pico-decoder-large,SemLocal,ses-11+,441,0.015087526283690086,0.010975273636646913,-0.0030563274964662,0.0357534273811339,0.3100011639992813,,0.11533320365602495,
58
- pico-decoder-medium,Orth,ses-11,420,-0.008972505654517175,0.018009229585274775,-0.0376405653034201,0.0289485256597728,0.5256372477199311,,0.055073200739375855,
59
- pico-decoder-medium,Orth,ses-11+,420,-0.004440564668609375,0.017399129911311075,-0.0310112614084039,0.0388038529498783,0.5653630359262645,,0.0686352847357696,
60
- pico-decoder-medium,Phon,ses-11,420,-0.008972505654517175,0.018009229585274775,-0.0376405653034201,0.0289485256597728,0.5256372477199311,,0.055073200739375855,
61
- pico-decoder-medium,Phon,ses-11+,420,-0.004440564668609375,0.017399129911311075,-0.0310112614084039,0.0388038529498783,0.5653630359262645,,0.0686352847357696,
62
- pico-decoder-medium,Sem,ses-11,420,-0.005726608774495281,0.007373093333993933,-0.0210402204973519,0.0127319940091167,0.3510289007265154,,0.036270500755822735,
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- pico-decoder-medium,Sem,ses-11+,420,-0.001806282018097025,0.014025736898891333,-0.0298118657676554,0.0341309908477352,0.3901386367174326,,0.0874842623507074,
64
- pico-decoder-medium,SemLocal,ses-11,420,0.011408348192228529,0.019235762989965578,-0.0250598219949195,0.0476085825288689,0.2647704592119395,,0.17981077900673162,
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- pico-decoder-medium,SemLocal,ses-11+,420,0.011458558886683385,0.01555783485868974,-0.0223168034126483,0.0369642313473758,0.3100011639992813,,0.1192390082363094,
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  pico-decoder-small,Orth,ses-11,441,-0.006539076356091457,0.01422299499287607,-0.0285810456685049,0.0213939217038555,0.5256372477199311,,0.04070092406247162,
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@@ -103,14 +103,14 @@ pythia-1b-full,Sem,ses-11,441,-0.014172997115465762,0.012705465194101267,-0.0320
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106
- pythia-410m-full,Orth,ses-11,441,-0.01568696061448357,0.010999265870794693,-0.0356211800665448,-0.0002713289442177,0.5256372477199311,,-0.0005161904819238931,
107
- pythia-410m-full,Orth,ses-11+,441,-0.007568896538725526,0.013447322463498808,-0.0279542114454498,0.0172181794224776,0.5653630359262645,,0.030455085190117068,
108
- pythia-410m-full,Phon,ses-11,441,-0.01568696061448357,0.010999265870794693,-0.0356211800665448,-0.0002713289442177,0.5256372477199311,,-0.0005161904819238931,
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- pythia-410m-full,Phon,ses-11+,441,-0.007568896538725526,0.013447322463498808,-0.0279542114454498,0.0172181794224776,0.5653630359262645,,0.030455085190117068,
110
- pythia-410m-full,Sem,ses-11,441,-0.006376423226843486,0.01623690800269934,-0.0312596058939716,0.0268776720661515,0.3510289007265154,,0.07656825979434594,
111
- pythia-410m-full,Sem,ses-11+,441,-0.004116783325248867,0.014125209590574343,-0.0266735964545,0.0186324152963381,0.3901386367174326,,0.04775844672321721,
112
- pythia-410m-full,SemLocal,ses-11,441,0.005549627567367399,0.015600107716635106,-0.01774886261749,0.0284262728934438,0.2647704592119395,,0.10736195034012297,
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- pythia-410m-full,SemLocal,ses-11+,441,0.014417514462195238,0.02144463758080028,-0.0309427605942483,0.0458430479608868,0.3100011639992813,,0.14788024460770438,
114
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  pythia-70m-full,Orth,ses-11+,441,-0.007075449921923208,0.01805591863892419,-0.0381892478191561,0.0212923179413352,0.5653630359262645,,0.03766131952091784,
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  pythia-70m-full,Phon,ses-11,441,-0.012011756466165719,0.014641524959297322,-0.0329994727046327,0.0244375352191189,0.5256372477199311,,0.046491254805708995,
 
55
  pico-decoder-large,Sem,ses-11+,441,0.0030012132150487,0.012470884704014062,-0.0136153364328022,0.0312489408677112,0.3901386367174326,,0.08009701661602926,
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  pico-decoder-large,SemLocal,ses-11,441,0.014716111732974062,0.01710017103169494,-0.0220010781913468,0.0428896601637125,0.2647704592119395,,0.16198808693148364,
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  pico-decoder-large,SemLocal,ses-11+,441,0.015087526283690086,0.010975273636646913,-0.0030563274964662,0.0357534273811339,0.3100011639992813,,0.11533320365602495,
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+ pico-decoder-medium,Orth,ses-11,441,-0.008195811173792882,0.01791494791225273,-0.0376405653034201,0.0289485256597728,0.5256372477199311,,0.055073200739375855,
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+ pico-decoder-medium,Orth,ses-11+,441,-0.0035681912421515524,0.017422300597326704,-0.0310112614084039,0.0388038529498783,0.5653630359262645,,0.0686352847357696,
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+ pico-decoder-medium,Phon,ses-11,441,-0.008195811173792882,0.01791494791225273,-0.0376405653034201,0.0289485256597728,0.5256372477199311,,0.055073200739375855,
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+ pico-decoder-medium,Phon,ses-11+,441,-0.0035681912421515524,0.017422300597326704,-0.0310112614084039,0.0388038529498783,0.5653630359262645,,0.0686352847357696,
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+ pico-decoder-medium,Sem,ses-11,441,-0.0053377790684245195,0.0074026059065353585,-0.0210402204973519,0.0127319940091167,0.3510289007265154,,0.036270500755822735,
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+ pico-decoder-medium,Sem,ses-11+,441,-0.0026681077621668763,0.014220441553227879,-0.0298118657676554,0.0341309908477352,0.3901386367174326,,0.0874842623507074,
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+ pico-decoder-medium,SemLocal,ses-11,441,0.012599547343861315,0.01951405640784886,-0.0250598219949195,0.0476085825288689,0.2647704592119395,,0.17981077900673162,
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+ pico-decoder-medium,SemLocal,ses-11+,441,0.013009656251978504,0.016694952507723043,-0.0223168034126483,0.0440316035578809,0.3100011639992813,,0.1420368975065622,
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  pico-decoder-small,Orth,ses-11,441,-0.006539076356091457,0.01422299499287607,-0.0285810456685049,0.0213939217038555,0.5256372477199311,,0.04070092406247162,
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  pico-decoder-small,Orth,ses-11+,441,-0.00862456723372013,0.01538442151355097,-0.0307451545925009,0.0206507181672388,0.5653630359262645,,0.03652647388488288,
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  pico-decoder-small,Phon,ses-11,441,-0.006539076356091457,0.01422299499287607,-0.0285810456685049,0.0213939217038555,0.5256372477199311,,0.04070092406247162,
 
103
  pythia-1b-full,Sem,ses-11+,441,-0.005591064895675625,0.011405863535155459,-0.0171433567268647,0.0341444505837272,0.3901386367174326,,0.08751876223030211,
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  pythia-1b-full,SemLocal,ses-11,441,-0.01855213005330705,0.015796480849050273,-0.0385148650795146,0.008424534155638,0.2647704592119395,,0.03181825563438123,
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  pythia-1b-full,SemLocal,ses-11+,441,-0.006209892940029271,0.016718505195791773,-0.0369407789548714,0.0227022838249175,0.3100011639992813,,0.07323289865121323,
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+ pythia-410m-full,Orth,ses-11,231,-0.007608456457380518,0.006155146204578682,-0.0188786542334241,-0.0002713289442177,0.5256372477199311,,-0.0005161904819238931,
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+ pythia-410m-full,Orth,ses-11+,231,0.0022144254182587223,0.010222647341281829,-0.0169247328418104,0.0172181794224776,0.5653630359262645,,0.030455085190117068,
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+ pythia-410m-full,Phon,ses-11,231,-0.007608456457380518,0.006155146204578682,-0.0188786542334241,-0.0002713289442177,0.5256372477199311,,-0.0005161904819238931,
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+ pythia-410m-full,Phon,ses-11+,231,0.0022144254182587223,0.010222647341281829,-0.0169247328418104,0.0172181794224776,0.5653630359262645,,0.030455085190117068,
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+ pythia-410m-full,Sem,ses-11+,231,-0.0070618906703392445,0.016644683267795734,-0.0266735964545,0.0165160216436722,0.3901386367174326,,0.04233372470523685,
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+ pythia-410m-full,SemLocal,ses-11,231,0.017893405515736035,0.008109220300201758,0.001031729690784,0.0284262728934438,0.2647704592119395,,0.10736195034012297,
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+ pythia-410m-full,SemLocal,ses-11+,231,0.024587867583530862,0.023181054132372227,-0.0309427605942483,0.0458430479608868,0.3100011639992813,,0.14788024460770438,
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alignment_by_checkpoint.csv CHANGED
@@ -1,3 +1,3 @@
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alignment_by_family.csv CHANGED
@@ -2,11 +2,11 @@ family,params,n_checkpoints,n_rows,n_cells,rsa_mean,rsa_sd,rsa_sd_all_rows,rsa_a
2
  pico-decoder-tiny,11282784.0,21,3528,8,0.005251294788689427,0.005765810379518548,0.018246395929633022,0.0538436152749142,0.0538436152749142,Orth/ses-11+,30000,0.01081943768456297,0.17695599114655475,,,,,False,5.140438390786655e-08,True,
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5
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2
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  babylm-gpt2,134601216.0,9,1512,8,0.0019970468267228297,0.010354606992853975,0.014368408272905024,0.038879960106291,0.038879960106291,Sem/ses-11+,598,0.008521546645980245,0.1336935990469951,,,,,False,1.7500429581915914e-06,True,
5
+ pythia-410m-full,505997504.0,11,1848,8,0.0019612687936314114,0.012813854059686084,0.018505213175987724,0.0458430479608868,0.0458430479608868,SemLocal/ses-11+,2,0.011463653607020301,0.2198489832195564,,,,,False,7.259310060524262e-06,True,
6
  pico-decoder-large,569808384.0,21,3528,8,0.001469284797682733,0.0090096032396843,0.01811139399318454,0.0474267552049968,0.0474267552049968,Sem/ses-11,5000,0.010789193367269153,0.25570031833378853,,,,,False,6.318255982825595e-07,True,
7
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8
  beetle-humanscale-eng,193811712.0,18,3024,8,-0.0014000188992872589,0.01216257235214028,0.02160052550323741,0.0423209417357121,-0.0423209417357121,SemLocal/ses-11+,64,-0.013035081076554697,0.20295805849185103,,,,,False,4.748218928099878e-06,True,
 
9
  pythia-70m-full,95592496.0,21,3528,8,-0.0016184310609294343,0.010302304259638117,0.017592638596470866,0.0381892478191561,-0.0381892478191561,Orth/ses-11+,43000,0.0033361782410387506,0.16992331930509266,,,,,False,1.6036890683094196e-06,True,
 
10
  beetle-fineweb3-eng,193804032.0,19,3192,8,-0.00571925756194484,0.011927107244843757,0.02318231649578446,0.0504311720271701,-0.0504311720271701,SemLocal/ses-11,32,-0.016588285089650632,0.2348562597747442,,,,,False,7.743900944666366e-06,True,
11
  pythia-1b-full,1078891008.0,21,3528,8,-0.009824357400176993,0.00453911445731707,0.01569999233647885,0.046133118202689,-0.046133118202689,Orth/ses-11+,4000,-0.028790633822719115,0.17792981569917005,,,,,False,2.070041782407367e-08,True,
12
  pythia-160m-full,212654688.0,21,3528,8,-0.011560903523515173,0.0058416820141283035,0.015654362609215128,0.0423063352010579,-0.0423063352010579,SemLocal/ses-11,0,-0.02929881829885819,0.1954455353716226,,,,,False,1.6041519666440316e-07,True,
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scale_ladder.csv CHANGED
@@ -1,6 +1,6 @@
1
  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
2
- pythia-70m-full,95592496.0,21,3528,8,-0.0016184310609294343,0.010302304259638117,0.017592638596470866,0.0381892478191561,-0.0381892478191561,Orth/ses-11+,43000,0.0033361782410387506,0.16992331930509266,,,,,False,1.6036890683094196e-06,True,,-0.34779317689787076,0.027874566812770417,40
3
- pythia-160m-full,212654688.0,21,3528,8,-0.011560903523515173,0.0058416820141283035,0.015654362609215128,0.0423063352010579,-0.0423063352010579,SemLocal/ses-11,0,-0.02929881829885819,0.1954455353716226,,,,,False,1.6041519666440316e-07,True,,-0.34779317689787076,0.027874566812770417,40
4
- pythia-410m-full,505997504.0,21,3528,8,-0.004629722353618491,0.010222754669397309,0.01767148368669104,0.0458430479608868,0.0458430479608868,SemLocal/ses-11+,2,-0.006024377256268457,0.2198489832195564,,,,,False,2.3483028743583153e-06,True,,-0.34779317689787076,0.027874566812770417,40
5
- pythia-1b-full,1078891008.0,21,3528,8,-0.009824357400176993,0.00453911445731707,0.01569999233647885,0.046133118202689,-0.046133118202689,Orth/ses-11+,4000,-0.028790633822719115,0.17792981569917005,,,,,False,2.070041782407367e-08,True,,-0.34779317689787076,0.027874566812770417,40
6
- pythia-1.4b-full,1515311488.0,21,3528,8,-0.013529707048611558,0.004368473859165732,0.017007728717004136,0.0594907030612743,-0.0594907030612743,Orth/ses-11,8000,-0.034429796493913915,0.21160163711481234,,,,,False,3.1031636630886953e-08,True,,-0.34779317689787076,0.027874566812770417,40
 
1
  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
2
+ pythia-70m-full,95592496.0,21,3528,8,-0.0016184310609294343,0.010302304259638117,0.017592638596470866,0.0381892478191561,-0.0381892478191561,Orth/ses-11+,43000,0.0033361782410387506,0.16992331930509266,,,,,False,1.6036890683094196e-06,True,,-0.34013253423492207,0.031756759970412475,40
3
+ pythia-160m-full,212654688.0,21,3528,8,-0.011560903523515173,0.0058416820141283035,0.015654362609215128,0.0423063352010579,-0.0423063352010579,SemLocal/ses-11,0,-0.02929881829885819,0.1954455353716226,,,,,False,1.6041519666440316e-07,True,,-0.34013253423492207,0.031756759970412475,40
4
+ pythia-410m-full,505997504.0,11,1848,8,0.0019612687936314114,0.012813854059686084,0.018505213175987724,0.0458430479608868,0.0458430479608868,SemLocal/ses-11+,2,0.011463653607020301,0.2198489832195564,,,,,False,7.259310060524262e-06,True,,-0.34013253423492207,0.031756759970412475,40
5
+ pythia-1b-full,1078891008.0,21,3528,8,-0.009824357400176993,0.00453911445731707,0.01569999233647885,0.046133118202689,-0.046133118202689,Orth/ses-11+,4000,-0.028790633822719115,0.17792981569917005,,,,,False,2.070041782407367e-08,True,,-0.34013253423492207,0.031756759970412475,40
6
+ pythia-1.4b-full,1515311488.0,21,3528,8,-0.013529707048611558,0.004368473859165732,0.017007728717004136,0.0594907030612743,-0.0594907030612743,Orth/ses-11,8000,-0.034429796493913915,0.21160163711481234,,,,,False,3.1031636630886953e-08,True,,-0.34013253423492207,0.031756759970412475,40
seed_null_comparison.csv CHANGED
@@ -2,11 +2,11 @@ family,rsa_mean,rsa_sd,mean_in_seed_sd,rsa_abs_max,null_max_p50,null_max_p95,bes
2
  pico-decoder-tiny,0.005251294788689427,0.005765810379518548,,0.0538436152749142,,,,False,0.17695599114655475,5.140438390786655e-08,True
3
  pico-decoder-small,0.003533840355326311,0.012539751513951583,,0.05218683234362,,,,False,0.24109115900194708,7.842838865682486e-06,True
4
  babylm-gpt2,0.0019970468267228297,0.010354606992853975,,0.038879960106291,,,,False,0.1336935990469951,1.7500429581915914e-06,True
 
5
  pico-decoder-large,0.001469284797682733,0.0090096032396843,,0.0474267552049968,,,,False,0.25570031833378853,6.318255982825595e-07,True
 
6
  beetle-humanscale-eng,-0.0014000188992872589,0.01216257235214028,,0.0423209417357121,,,,False,0.20295805849185103,4.748218928099878e-06,True
7
- pico-decoder-medium,-0.0014365155449916865,0.008293250373686929,,0.0476085825288689,,,,False,0.21994069815827924,3.5709273387572856e-07,True
8
  pythia-70m-full,-0.0016184310609294343,0.010302304259638117,,0.0381892478191561,,,,False,0.16992331930509266,1.6036890683094196e-06,True
9
- pythia-410m-full,-0.004629722353618491,0.010222754669397309,,0.0458430479608868,,,,False,0.2198489832195564,2.3483028743583153e-06,True
10
  beetle-fineweb3-eng,-0.00571925756194484,0.011927107244843757,,0.0504311720271701,,,,False,0.2348562597747442,7.743900944666366e-06,True
11
  pythia-1b-full,-0.009824357400176993,0.00453911445731707,,0.046133118202689,,,,False,0.17792981569917005,2.070041782407367e-08,True
12
  pythia-160m-full,-0.011560903523515173,0.0058416820141283035,,0.0423063352010579,,,,False,0.1954455353716226,1.6041519666440316e-07,True
 
2
  pico-decoder-tiny,0.005251294788689427,0.005765810379518548,,0.0538436152749142,,,,False,0.17695599114655475,5.140438390786655e-08,True
3
  pico-decoder-small,0.003533840355326311,0.012539751513951583,,0.05218683234362,,,,False,0.24109115900194708,7.842838865682486e-06,True
4
  babylm-gpt2,0.0019970468267228297,0.010354606992853975,,0.038879960106291,,,,False,0.1336935990469951,1.7500429581915914e-06,True
5
+ pythia-410m-full,0.0019612687936314114,0.012813854059686084,,0.0458430479608868,,,,False,0.2198489832195564,7.259310060524262e-06,True
6
  pico-decoder-large,0.001469284797682733,0.0090096032396843,,0.0474267552049968,,,,False,0.25570031833378853,6.318255982825595e-07,True
7
+ pico-decoder-medium,-0.0007405860083300555,0.008610867813134158,,0.0476085825288689,,,,False,0.21994069815827924,4.18960172051804e-07,True
8
  beetle-humanscale-eng,-0.0014000188992872589,0.01216257235214028,,0.0423209417357121,,,,False,0.20295805849185103,4.748218928099878e-06,True
 
9
  pythia-70m-full,-0.0016184310609294343,0.010302304259638117,,0.0381892478191561,,,,False,0.16992331930509266,1.6036890683094196e-06,True
 
10
  beetle-fineweb3-eng,-0.00571925756194484,0.011927107244843757,,0.0504311720271701,,,,False,0.2348562597747442,7.743900944666366e-06,True
11
  pythia-1b-full,-0.009824357400176993,0.00453911445731707,,0.046133118202689,,,,False,0.17792981569917005,2.070041782407367e-08,True
12
  pythia-160m-full,-0.011560903523515173,0.0058416820141283035,,0.0423063352010579,,,,False,0.1954455353716226,1.6041519666440316e-07,True
summary.json CHANGED
@@ -2,7 +2,7 @@
2
  "dataset": "ds003604",
3
  "rdms": "within-run normalised",
4
  "n_families": 15,
5
- "n_rows": 43848,
6
  "n_cells": 8,
7
  "ceiling_lower_mean": 0.41321425967386266,
8
  "best_rsa_abs": 0.0690762309770627,
@@ -12,15 +12,15 @@
12
  "families_beating_null_max": 0,
13
  "families_equivalent_to_zero": 15,
14
  "sesoi": 0.05,
15
- "scale_trend_rho": -0.34779317689787076,
16
- "scale_trend_p": 0.027874566812770417,
17
- "var_pct_cell": 7.517611243245288,
18
- "var_pct_family": 16.505318355542908,
19
- "var_pct_residual": 75.9747897954829,
20
  "untrained_mean": -0.0004713113131062314,
21
  "untrained_n": 1848,
22
- "trained_mean": -0.0060238213014741256,
23
- "trained_n": 42000,
24
- "untrained_vs_trained_t": 11.001726568597737,
25
- "untrained_vs_trained_p": 2.191007122845108e-27
26
  }
 
2
  "dataset": "ds003604",
3
  "rdms": "within-run normalised",
4
  "n_families": 15,
5
+ "n_rows": 42336,
6
  "n_cells": 8,
7
  "ceiling_lower_mean": 0.41321425967386266,
8
  "best_rsa_abs": 0.0690762309770627,
 
12
  "families_beating_null_max": 0,
13
  "families_equivalent_to_zero": 15,
14
  "sesoi": 0.05,
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+ "scale_trend_rho": -0.34013253423492207,
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+ "scale_trend_p": 0.031756759970412475,
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+ "var_pct_cell": 6.932372125498332,
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+ "var_pct_family": 17.301898214431986,
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+ "var_pct_residual": 75.76336760413618,
20
  "untrained_mean": -0.0004713113131062314,
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  "untrained_n": 1848,
22
+ "trained_mean": -0.005701158483351431,
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+ "trained_n": 40488,
24
+ "untrained_vs_trained_t": 10.347354276574958,
25
+ "untrained_vs_trained_p": 1.714656436720535e-24
26
  }
training_trend.csv CHANGED
@@ -11,6 +11,6 @@ pythia-1b-full,8,-0.04352062587441752,0.6458059075280298,-0.190606678065717,0.85
11
  pythia-160m-full,8,-0.047742776145816235,0.6743690818335736,-0.20024192493278858,0.8469846760826647
12
  pythia-1.4b-full,8,-0.11286132456238859,0.3863319424291648,-0.8262843339327898,0.43589743648595614
13
  pico-decoder-small,8,-0.12987012987012986,0.2590966050866248,-1.4177267891880538,0.1992123167581927
14
- pico-decoder-medium,8,-0.2851503759398496,0.3217703160004274,-2.506530334944796,0.04060245039292304
 
15
  pico-decoder-large,8,-0.39464285714285713,0.2879968173978896,-3.875801725225496,0.006085892144156609
16
- pythia-410m-full,8,-0.39801885827685546,0.5563543552587521,-2.02347177526307,0.08270560591041042
 
11
  pythia-160m-full,8,-0.047742776145816235,0.6743690818335736,-0.20024192493278858,0.8469846760826647
12
  pythia-1.4b-full,8,-0.11286132456238859,0.3863319424291648,-0.8262843339327898,0.43589743648595614
13
  pico-decoder-small,8,-0.12987012987012986,0.2590966050866248,-1.4177267891880538,0.1992123167581927
14
+ pythia-410m-full,8,-0.19931714581546478,0.6216924578812613,-0.9068053094495239,0.3946525663582001
15
+ pico-decoder-medium,8,-0.23831168831168834,0.31561228184229845,-2.1356812841068056,0.0700798043177341
16
  pico-decoder-large,8,-0.39464285714285713,0.2879968173978896,-3.875801725225496,0.006085892144156609