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-tiny,11282784.0,20,160,8,0.008856365161683446,0.010132275122072836,0.02034612753183976,0.0698415425931985,0.0698415425931985,SemLocal/ses-11,56000,0.030560917955667087,0.2966590783918974,,,,,False,4.264438968206344e-06,True, pico-decoder-small,64595328.0,21,168,8,0.004662678558809071,0.021919986796227444,0.025940627409539774,0.0913037090514747,0.0913037090514747,SemLocal/ses-11,13000,0.030954708476944117,0.38782182029882883,,,,,False,0.00031528035953311853,True, pico-decoder-large,569808384.0,21,168,8,0.001114962763172685,0.01340081570554527,0.020919975600665098,0.0676858287735221,0.0676858287735221,SemLocal/ses-11,10000,0.013024863050532262,0.2875024639862449,,,,,False,8.699981244563058e-06,True, pico-decoder-medium,181095168.0,21,168,8,0.00045333790196577464,0.011602785632743218,0.02009390046416801,0.077592804963165,0.077592804963165,SemLocal/ses-11,8000,0.009815700127394111,0.32958335620233614,,,,,False,3.043747122946809e-06,True, pythia-70m-full,95592496.0,21,168,8,0.00040371912812710097,0.011327201104913157,0.01923845321481439,0.0596243677531793,0.0596243677531793,SemLocal/ses-11,71000,0.010279559394900193,0.25326058575745564,,,,,False,2.572266891324088e-06,True, babylm-gpt2,134601216.0,9,72,8,3.570113598244315e-05,0.015483627050963508,0.017233927031134102,0.0493708228926988,0.0493708228926988,SemLocal/ses-11,897,0.009233557005157588,0.20970760775011782,,,,,False,1.946766054111659e-05,True, pythia-410m-full,505997504.0,21,168,8,-0.0010756772206551228,0.012223271663712518,0.017283924026380647,0.060323106914098,0.060323106914098,SemLocal/ses-11,90000,0.007336634418064904,0.25622855163876274,,,,,False,4.695465655044824e-06,True, beetle-humanscale-eng,193811712.0,18,144,8,-0.003412820207240373,0.008274220051326315,0.019258612832120478,0.0401384820711232,0.0401384820711232,Sem/ses-11,500,-0.014532497612038934,0.1578190962156016,,,,,False,4.670429917405702e-07,True, pythia-1b-full,1078891008.0,21,168,8,-0.0047882147796182925,0.006727389835108795,0.021443240722363362,0.0498487166006368,0.0498487166006368,SemLocal/ses-11,71000,-0.011100258079211797,0.21173751003609598,,,,,False,1.387281020959757e-07,True, beetle-fineweb3-eng,193804032.0,19,152,8,-0.007020512177343227,0.00709754585874909,0.017716707844196475,0.0576127879065451,0.0576127879065451,SemLocal/ses-11,65536,-0.019468966173523238,0.24471619510889728,,,,,False,2.8378509747800343e-07,True, pythia-160m-full,212654688.0,21,168,8,-0.009604020176662093,0.01040829313078708,0.020793742517193677,0.0573369359329631,0.0573369359329631,SemLocal/ses-11,33000,-0.018534495863668028,0.24354448570476692,,,,,False,5.766141790842107e-06,True, pythia-1.4b-full,1515311488.0,21,168,8,-0.009699739846771646,0.008287258116309478,0.019987614494785123,0.0479830516039087,0.0479830516039087,SemLocal/ses-11,1000,-0.021651178737140547,0.2038129076008216,,,,,False,1.2663170235122003e-06,True, babylm-gpt2-7,134601216.0,9,72,8,-0.02566678368709909,0.029312895056667163,0.028705340645338376,0.0620383599273684,-0.0620383599273684,Orth/ses-11+,1719,-0.04677502684999671,0.1137640676849806,,,,,False,0.025621542438570406,True, babylm-gpt2-5,134601216.0,9,72,8,-0.026159623416384836,0.02908603257752234,0.02861299745035171,0.0635668325774576,-0.0635668325774576,Orth/ses-11+,1528,-0.04876364072429151,0.11507347907508902,,,,,False,0.02676331964076004,True, babylm-gpt2-3,134601216.0,9,72,8,-0.026333351870240124,0.0295740171854473,0.029045754665290916,0.0648524788553287,-0.0648524788553287,Orth/ses-11+,1719,-0.04888898307735645,0.11773573178718398,,,,,False,0.029017557411825427,True,