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| 56 | |
| ] | |
| }, | |
| "wd0_s2": { | |
| "group": "wd0", | |
| "final_train_acc": 1.0, | |
| "final_test_acc": 0.08099339970913973, | |
| "max_excluded_loss_K_free_peak": 4.748889446258545, | |
| "gini_we": 0.07759488727957886, | |
| "gini_wl": 0.0967013544851727, | |
| "gini_we_init": 0.03567157378568453, | |
| "gini_wl_init": 0.03831196672783832, | |
| "key_freqs": [ | |
| 1, | |
| 2, | |
| 3, | |
| 4, | |
| 5, | |
| 6, | |
| 7, | |
| 8, | |
| 9, | |
| 10, | |
| 11, | |
| 12, | |
| 13, | |
| 14, | |
| 15, | |
| 16, | |
| 17, | |
| 18, | |
| 19, | |
| 20, | |
| 21, | |
| 22, | |
| 23, | |
| 24, | |
| 25, | |
| 26, | |
| 27, | |
| 28, | |
| 29, | |
| 30, | |
| 31, | |
| 32, | |
| 33, | |
| 34, | |
| 35, | |
| 36, | |
| 37, | |
| 38, | |
| 39, | |
| 40, | |
| 41, | |
| 42, | |
| 43, | |
| 44, | |
| 45, | |
| 46, | |
| 47, | |
| 48, | |
| 49, | |
| 50, | |
| 51, | |
| 52, | |
| 53, | |
| 54, | |
| 55, | |
| 56 | |
| ] | |
| }, | |
| "wd0_s3": { | |
| "group": "wd0", | |
| "final_train_acc": 1.0, | |
| "final_test_acc": 0.21467725696386622, | |
| "max_excluded_loss_K_free_peak": 4.761351108551025, | |
| "gini_we": 0.07121806854142942, | |
| "gini_wl": 0.08866172623669799, | |
| "gini_we_init": 0.032033777395853, | |
| "gini_wl_init": 0.04248594606512257, | |
| "key_freqs": [ | |
| 1, | |
| 2, | |
| 3, | |
| 4, | |
| 5, | |
| 6, | |
| 7, | |
| 8, | |
| 9, | |
| 10, | |
| 11, | |
| 12, | |
| 13, | |
| 14, | |
| 15, | |
| 16, | |
| 17, | |
| 18, | |
| 19, | |
| 20, | |
| 21, | |
| 22, | |
| 23, | |
| 24, | |
| 25, | |
| 26, | |
| 27, | |
| 28, | |
| 29, | |
| 30, | |
| 31, | |
| 32, | |
| 33, | |
| 34, | |
| 35, | |
| 36, | |
| 37, | |
| 38, | |
| 39, | |
| 40, | |
| 41, | |
| 42, | |
| 43, | |
| 44, | |
| 45, | |
| 46, | |
| 47, | |
| 48, | |
| 49, | |
| 50, | |
| 51, | |
| 52, | |
| 53, | |
| 54, | |
| 55, | |
| 56 | |
| ] | |
| }, | |
| "wd0_s4": { | |
| "group": "wd0", | |
| "final_train_acc": 1.0, | |
| "final_test_acc": 0.16187493008166462, | |
| "max_excluded_loss_K_free_peak": 4.763060092926025, | |
| "gini_we": 0.07394684094968496, | |
| "gini_wl": 0.08642104428458652, | |
| "gini_we_init": 0.03394181242552419, | |
| "gini_wl_init": 0.04096392429269691, | |
| "key_freqs": [ | |
| 1, | |
| 2, | |
| 3, | |
| 4, | |
| 5, | |
| 6, | |
| 7, | |
| 8, | |
| 9, | |
| 10, | |
| 11, | |
| 12, | |
| 13, | |
| 14, | |
| 15, | |
| 16, | |
| 17, | |
| 18, | |
| 19, | |
| 20, | |
| 21, | |
| 22, | |
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| 25, | |
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| 29, | |
| 30, | |
| 31, | |
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| 38, | |
| 39, | |
| 40, | |
| 41, | |
| 42, | |
| 43, | |
| 44, | |
| 45, | |
| 46, | |
| 47, | |
| 48, | |
| 49, | |
| 50, | |
| 51, | |
| 52, | |
| 53, | |
| 54, | |
| 55, | |
| 56 | |
| ] | |
| } | |
| }, | |
| "fmt": "json" | |
| }, | |
| "seeds.t1_ci": { | |
| "value": "1,576 [1,567, 1,586]", | |
| "fmt": "str" | |
| }, | |
| "seeds.t2_ci": { | |
| "value": "7,445 [5,874, 9,017]", | |
| "fmt": "str" | |
| }, | |
| "seeds.tgrok_ci": { | |
| "value": "8,455 [6,816, 10,093]", | |
| "fmt": "str" | |
| }, | |
| "seeds.nkey_ci": { | |
| "value": "4.364 [3.743, 4.985]", | |
| "fmt": "str" | |
| }, | |
| "seeds.neurons085_ci": { | |
| "value": "80.2 % [75.3 %, 85.2 %]", | |
| "fmt": "str" | |
| }, | |
| "seeds.logitfve_ci": { | |
| "value": "96.5 % [95.3 %, 97.7 %]", | |
| "fmt": "str" | |
| }, | |
| "seeds.patch_key_ci": { | |
| "value": "0.997 [0.995, 0.998]", | |
| "fmt": "str" | |
| }, | |
| "seeds.patch_random_ci": { | |
| "value": "0.058 [0.049, 0.067]", | |
| "fmt": "str" | |
| }, | |
| "hyp.summary": { | |
| "value": "**H1** supported (11/11 seeds; Holm-adjusted p = 0.002); **H2** supported (11/11 seeds; Holm-adjusted p = 0.002); **H3** supported (11/11 seeds; Holm-adjusted p = 0.002); **H4** not supported (6/11 seeds; Holm-adjusted p = 0.5); **H5** supported (11/11 weight-decay runs vs 0/5 without grokked; Holm-adjusted p = 0.0011).", | |
| "fmt": "str" | |
| }, | |
| "hyp.h4_key_ok": { | |
| "value": "9/11", | |
| "fmt": "str" | |
| }, | |
| "hyp.h4_nonkey_ok": { | |
| "value": "11/11", | |
| "fmt": "str" | |
| }, | |
| "hyp.h4_keep_ok": { | |
| "value": "8/11", | |
| "fmt": "str" | |
| }, | |
| "hyp.h4_key_min": { | |
| "value": 5.919525368096768, | |
| "fmt": ".1f" | |
| }, | |
| "hyp.h4_nonkey_max": { | |
| "value": 1.8375855871722213, | |
| "fmt": ".2f" | |
| }, | |
| "hyp.h4_keep_max": { | |
| "value": 2.7831531079973093, | |
| "fmt": ".2f" | |
| }, | |
| "controls.wd0": { | |
| "value": "final train accuracy 100 %, 100 %, 100 %, 100 %, 100 %, final test accuracy 6.0 %, 1.9 %, 8.1 %, 21.5 %, 16.2 %; Gini of the embedding spectrum 0.07, 0.07, 0.08, 0.07, 0.07 (initially \u2248 0.03)", | |
| "fmt": "str" | |
| }, | |
| "controls.rand": { | |
| "value": "final train accuracy 100 %, 100 %, 100 %, final test accuracy 0.9 %, 0.9 %, 0.8 %; Gini of the embedding spectrum 0.09, 0.09, 0.08 (initially \u2248 0.04)", | |
| "fmt": "str" | |
| }, | |
| "controls.split0": { | |
| "value": "final test accuracy 100.0 %, 100.0 %, 100.0 %; key frequencies split0_init100: [2, 14, 27, 30, 37, 52]; split0_init101: [9, 14, 15, 27]; split0_init102: [7, 38, 49, 53] (the paper's run: {14, 35, 41, 42, 52})", | |
| "fmt": "str" | |
| }, | |
| "seeds.same_init_diff": { | |
| "value": 2.9802322387695312e-08, | |
| "fmt": "sci" | |
| }, | |
| "seeds.same_init_cos40k": { | |
| "value": 0.7352586156787267, | |
| "fmt": ".2f" | |
| }, | |
| "seeds.same_init_keys": { | |
| "value": [ | |
| 14, | |
| 35, | |
| 41, | |
| 42, | |
| 52 | |
| ], | |
| "fmt": "g" | |
| }, | |
| "seeds.same_init_keys_equal": { | |
| "value": "the same", | |
| "fmt": "str" | |
| }, | |
| "seeds.same_init_loss_steps": { | |
| "value": 52, | |
| "fmt": "int" | |
| }, | |
| "seeds.spikes": { | |
| "value": "split0_init102 (6 spikes; test loss up to 0.64, test accuracy down to 87 %); wd1_s4 (4 spikes; test loss up to 0.25, test accuracy down to 93 %)", | |
| "fmt": "str" | |
| }, | |
| "seeds.spike_n": { | |
| "value": 2, | |
| "fmt": "int" | |
| }, | |
| "paper.neuron_linear_share": { | |
| "value": 0.7618141461388657, | |
| "fmt": "pct" | |
| }, | |
| "paper.logit_linear_share": { | |
| "value": 0.009948816856354528, | |
| "fmt": "pct" | |
| }, | |
| "paper.logit_key_product_share": { | |
| "value": 0.9696048452014524, | |
| "fmt": "pct" | |
| }, | |
| "seeds.adam_ratio_end_ci": { | |
| "value": "0.992 [0.972, 1.004]", | |
| "fmt": "str" | |
| }, | |
| "seeds.adam_cos_w_end_ci": { | |
| "value": "-0.991 [-1.000, -0.976]", | |
| "fmt": "str" | |
| }, | |
| "seeds.cos_gw_end_ci": { | |
| "value": "-0.814 [-0.965, -0.625]", | |
| "fmt": "str" | |
| }, | |
| "seeds.cos_tt_mid_ci": { | |
| "value": "-0.251 [-0.305, -0.199]", | |
| "fmt": "str" | |
| }, | |
| "seeds.cos_tt_neg_ci": { | |
| "value": "97.9 % [96.0 %, 99.6 %]", | |
| "fmt": "str" | |
| }, | |
| "seeds.dynamics_n": { | |
| "value": 11, | |
| "fmt": "int" | |
| }, | |
| "seeds.cos_gw_end_range": { | |
| "value": "-0.996 to -0.157", | |
| "fmt": "str" | |
| }, | |
| "seeds.adam_dip_ci": { | |
| "value": "0.906 [0.897, 0.914]", | |
| "fmt": "str" | |
| }, | |
| "seeds.adam_dip_near_grok": { | |
| "value": "10 of 11", | |
| "fmt": "str" | |
| } | |
| } |