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,11282784.0,21,840,8,0.009329416089667497,0.01042001813654596,0.020230850227704582,0.0698415425931985,0.0698415425931985,SemLocal/ses-11,56000,0.035917993263227234,0.32265185860311363,,,,,False,5.5532438667482114e-06,True, pico-decoder-small,64595328.0,21,840,8,0.004662678558809073,0.021919986796227448,0.025878716515999437,0.0913037090514747,0.0913037090514747,SemLocal/ses-11,13000,0.03660908774483399,0.421802129921528,,,,,False,0.00031528035953311853,True, pico-decoder-large,569808384.0,21,840,8,0.0011149627631726851,0.01340081570554527,0.020870047186759316,0.0676858287735221,0.0676858287735221,SemLocal/ses-11,10000,0.01533874554592917,0.31269295671306946,,,,,False,8.699981244563028e-06,True, pico-decoder-medium,181095168.0,21,840,8,0.00045333790196577475,0.011602785632743218,0.02004594359277832,0.077592804963165,0.077592804963165,SemLocal/ses-11,8000,0.011291099542998123,0.3584609074489738,,,,,False,3.043747122946809e-06,True, pythia-70m-full,95592496.0,21,840,8,0.0004037191281271018,0.011327201104913158,0.019192537986548745,0.0596243677531793,0.0596243677531793,SemLocal/ses-11,71000,0.012090050547918672,0.2754508614686918,,,,,False,2.5722668913240975e-06,True, babylm-gpt2,134601216.0,9,360,8,3.5701135982443536e-05,0.015483627050963508,0.017137647355839825,0.0493708228926988,0.0493708228926988,SemLocal/ses-11,897,0.011077483360175304,0.22808184320725067,,,,,False,1.946766054111659e-05,True, pythia-410m-full,505997504.0,21,840,8,-0.0010756772206551237,0.01222327166371252,0.017242673552232017,0.060323106914098,0.060323106914098,SemLocal/ses-11,90000,0.009220436784452371,0.27867887563588106,,,,,False,4.695465655044824e-06,True, beetle-humanscale-eng,193811712.0,18,720,8,-0.0034128202072403733,0.008274220051326315,0.0192049675668232,0.0401384820711232,0.0401384820711232,Sem/ses-11,500,-0.017376084653866038,0.21640575237877394,,,,,False,4.670429917405702e-07,True, pythia-1b-full,1078891008.0,21,840,8,-0.004788214779618293,0.006727389835108795,0.021392063463904543,0.0498487166006368,0.0498487166006368,SemLocal/ses-11,71000,-0.013209520279441432,0.2302896021907406,,,,,False,1.387281020959757e-07,True, beetle-fineweb3-eng,193804032.0,19,760,8,-0.0070205121773432265,0.00709754585874909,0.017669961831742426,0.0576127879065451,0.0576127879065451,SemLocal/ses-11,65536,-0.02081045654126965,0.2661578253737488,,,,,False,2.8378509747800343e-07,True, pythia-160m-full,212654688.0,21,840,8,-0.009604020176662094,0.010408293130787078,0.02074411537599301,0.0573369359329631,0.0573369359329631,SemLocal/ses-11,33000,-0.022461828497347142,0.26488345272001196,,,,,False,5.766141790842107e-06,True, pythia-1.4b-full,1515311488.0,21,840,8,-0.009699739846771646,0.008287258116309478,0.01993991128955514,0.0479830516039087,0.0479830516039087,SemLocal/ses-11,1000,-0.02617033092415948,0.2519430033504195,,,,,False,1.2663170235122003e-06,True, babylm-gpt2-7,134601216.0,9,360,8,-0.025666783687099088,0.029312895056667166,0.028544974359026965,0.0620383599273684,-0.0620383599273684,Orth/ses-11+,1719,-0.051371235208411845,0.14617602058209703,,,,,False,0.025621542438570406,True, babylm-gpt2-5,134601216.0,9,360,8,-0.02615962341638484,0.02908603257752234,0.028453147051847698,0.0635668325774576,-0.0635668325774576,Orth/ses-11+,1528,-0.05348782957714009,0.14778460893464318,,,,,False,0.02676331964076004,True, babylm-gpt2-3,134601216.0,9,360,8,-0.026333351870240128,0.029574017185447297,0.02888348660979785,0.0648524788553287,-0.0648524788553287,Orth/ses-11+,1719,-0.053563684154841223,0.1512792316869994,,,,,False,0.029017557411825396,True,