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 pico-decoder-small,64595328.0,21,2184,8,0.00675063468533653,0.016177059284967286,0.020345309967082916,0.0680667524820783,0.0680667524820783,SemLocal/ses-11,5000,0.0322609600033858,0.3144527366089336,,,,,False,6.518498882791569e-05,True, pico-decoder-tiny,11282784.0,21,2184,8,0.006510978152556381,0.009475786709493705,0.019974248003461384,0.0591314160206779,0.0591314160206779,SemLocal/ses-11+,45000,0.020440880000552313,0.2835758586464448,,,,,False,1.8731112029706086e-06,True, pico-decoder-large,569808384.0,21,2184,8,0.0026773177686492755,0.012714495074844852,0.021063503189206974,0.0543328056865522,0.0543328056865522,SemLocal/ses-11,10000,0.01672046061819428,0.2510050621303874,,,,,False,7.616073134034762e-06,True, pico-decoder-medium,181095168.0,21,2184,8,0.0016271527562518125,0.013636318634272619,0.02061849076671733,0.0644901079480601,0.0644901079480601,SemLocal/ses-11,3000,0.012193521315491177,0.29792946172674295,,,,,False,1.0464261829170118e-05,True, pythia-70m-full,95592496.0,21,2184,8,0.0011800303808901182,0.018666050194156472,0.02289946858946348,0.0687605503367688,0.0687605503367688,SemLocal/ses-11,8,0.01798260106478902,0.31765792307817603,,,,,False,7.486490839433301e-05,True, babylm-gpt2,134601216.0,9,936,8,-0.001698487314787341,0.007770218988641287,0.012718759908029037,0.0340729619675139,-0.0340729619675139,Orth/ses-11,897,-0.0005598893042031218,0.13608374381511168,,,,,False,2.3712490066166485e-07,True, pythia-410m-full,505997504.0,21,2184,8,-0.0020977306574268347,0.013602010571812167,0.02003155394484878,0.0590741687723793,0.0590741687723793,SemLocal/ses-11+,2,0.0035891563141960373,0.2833013186694934,,,,,False,1.0977007523635425e-05,True, beetle-humanscale-eng,193811712.0,18,1872,8,-0.002211967311433426,0.010544671887852346,0.01890249372806761,0.0357950229792478,-0.0357950229792478,SemLocal/ses-11,2500,-0.014663379838826448,0.1653647709396412,,,,,False,2.0395494686966393e-06,True, beetle-fineweb3-eng,193804032.0,19,1976,8,-0.006683623555611694,0.00724043425671626,0.019568842650035088,0.0545836668575688,-0.0545836668575688,SemLocal/ses-11+,64,-0.019977059328680533,0.26176626975741263,,,,,False,3.083721843830297e-07,True, pythia-1b-full,1078891008.0,21,2184,8,-0.008070990045684998,0.00629977111294525,0.01831281698306934,0.0465917992105976,-0.0465917992105976,Orth/ses-11,4000,-0.020552065859282216,0.20770145988298225,,,,,False,1.4830902478444022e-07,True, pythia-160m-full,212654688.0,21,2184,8,-0.010628442023775771,0.008797225895337227,0.019526026025758775,0.0468134504413724,-0.0468134504413724,Sem/ses-11+,0,-0.02454449043444547,0.20998550432069332,,,,,False,2.21960318748223e-06,True, pythia-1.4b-full,1515311488.0,21,2184,8,-0.011126229877240292,0.009392616952851474,0.01944808519428345,0.0682036980403643,-0.0682036980403643,Orth/ses-11,8000,-0.025553677257219132,0.25914601405162674,,,,,False,3.7539802401778014e-06,True, babylm-gpt2-5,134601216.0,9,936,8,-0.03014342598483171,0.03006282635499096,0.02939041297116137,0.0691513144324644,-0.0691513144324644,Orth/ses-11,1528,-0.06522775827846983,0.1747562720906681,,,,,False,0.05197740481107282,False, babylm-gpt2-3,134601216.0,9,936,8,-0.03016102155967468,0.030261528630146948,0.029525142591716663,0.0714417824598709,-0.0714417824598709,Orth/ses-11,573,-0.06436170990768236,0.18054464584896227,,,,,False,0.05304991451534222,False, babylm-gpt2-7,134601216.0,9,936,8,-0.030296259443712843,0.03040154372018085,0.029584538296611746,0.0734383784214201,-0.0734383784214201,Orth/ses-11,573,-0.06504124208249985,0.18559035857293932,,,,,False,0.05471938058484222,False,