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Download validation/paper1/C3_YARDSTICK_NATS.json from piotrwilam/AtlasOpenCoder: direct link, hf CLI and curl.
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curl -L -o C3_YARDSTICK_NATS.json https://huggingface.co/datasets/piotrwilam/AtlasOpenCoder/resolve/main/validation/paper1/C3_YARDSTICK_NATS.json
10.6 kB
| { | |
| "what": "[TBC: 2] Appendix C.3's three-yardstick ablation comparison, in nats over the random sets' mean rather than in control standard deviations", | |
| "why": "the control's spread is long-tailed at 83.9 B and 2,034 B -- about twice its own mean and still rising with the mask count -- so a control standard deviation has no converged denominator there. Nats over the random mean need no spread.", | |
| "definition": { | |
| "rise_over_random_mean": "the loss with the yardstick's carrier set zeroed, minus the mean loss over the size-matched random masks, in nats, at the construct's own positions. Signed.", | |
| "yardsticks": { | |
| "v": "code-coordinate", | |
| "twenty": "20-cell", | |
| "one": "one pooled cell" | |
| }, | |
| "paired_difference": "per construct, one yardstick's rise minus another's, then the median over constructs. C.3's pre-registered test is this paired median for code-coordinate minus one cell; the difference of the two medians is a different number and is reported beside it so they cannot be confused.", | |
| "sign_test": "count above zero over the 16 constructs; one-sided for a yardstick's own effect, two-sided for a paired difference, which has no prior direction", | |
| "interval": "construct bootstrap, 10000 resamples, 95% percentile, seed 20261024", | |
| "mask_count": "20 random masks (the only run carrying all three yardsticks); the nats figures do not use the control's spread" | |
| }, | |
| "fixed_before_computing": true, | |
| "per_reference": { | |
| "pretrain_iter_0001000": { | |
| "tokens_b": 4.19, | |
| "n_constructs": 16, | |
| "n_random_masks": 20, | |
| "constructs": [ | |
| "AsyncFor", | |
| "AsyncWith", | |
| "DictComp", | |
| "For", | |
| "GeneratorExp", | |
| "If", | |
| "IfExp", | |
| "Import", | |
| "ImportFrom", | |
| "Lambda", | |
| "ListComp", | |
| "NamedExpr", | |
| "SetComp", | |
| "Try", | |
| "While", | |
| "With" | |
| ], | |
| "per_yardstick": { | |
| "v": { | |
| "label": "code-coordinate", | |
| "median": 0.31736799170659813, | |
| "ci95": [ | |
| 0.25827566369477173, | |
| 0.6373604348241058 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 13, | |
| "n": 16, | |
| "p": 0.0106353759765625 | |
| }, | |
| "median_control_units_for_reference": 4.792004325303352 | |
| }, | |
| "twenty": { | |
| "label": "20-cell", | |
| "median": 0.0804447503073149, | |
| "ci95": [ | |
| 0.041080018227475534, | |
| 0.13615402585038794 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 13, | |
| "n": 16, | |
| "p": 0.0106353759765625 | |
| }, | |
| "median_control_units_for_reference": 1.0846374640024175 | |
| }, | |
| "one": { | |
| "label": "one pooled cell", | |
| "median": 0.2493086871156831, | |
| "ci95": [ | |
| 0.12978681858987862, | |
| 0.4382023281597607 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 15, | |
| "n": 16, | |
| "p": 0.0002593994140625 | |
| }, | |
| "median_control_units_for_reference": 3.604666612719516 | |
| } | |
| }, | |
| "paired_differences": { | |
| "v_minus_one": { | |
| "label": "code-coordinate minus one pooled cell", | |
| "median": -0.06087687829562638, | |
| "ci95": [ | |
| -0.08877719226097502, | |
| 0.09233965513954934 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 7, | |
| "n": 16, | |
| "p": 0.803619384765625 | |
| }, | |
| "difference_of_medians_nats": 0.06805930459091503, | |
| "median_control_units_for_reference": -0.550793847251202 | |
| }, | |
| "v_minus_twenty": { | |
| "label": "code-coordinate minus 20-cell", | |
| "median": 0.23145569457879844, | |
| "ci95": [ | |
| 0.08746025102947824, | |
| 0.43312744407916615 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 14, | |
| "n": 16, | |
| "p": 0.004180908203125 | |
| }, | |
| "difference_of_medians_nats": 0.23692324139928322, | |
| "median_control_units_for_reference": 4.051964631989781 | |
| }, | |
| "twenty_minus_one": { | |
| "label": "20-cell minus one pooled cell", | |
| "median": -0.18362727318849403, | |
| "ci95": [ | |
| -0.2609247664304384, | |
| -0.13717200358708737 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 1, | |
| "n": 16, | |
| "p": 0.000518798828125 | |
| }, | |
| "difference_of_medians_nats": -0.1688639368083682, | |
| "median_control_units_for_reference": -3.006940604421712 | |
| } | |
| } | |
| }, | |
| "pretrain_iter_0020000": { | |
| "tokens_b": 83.9, | |
| "n_constructs": 16, | |
| "n_random_masks": 20, | |
| "constructs": [ | |
| "AsyncFor", | |
| "AsyncWith", | |
| "DictComp", | |
| "For", | |
| "GeneratorExp", | |
| "If", | |
| "IfExp", | |
| "Import", | |
| "ImportFrom", | |
| "Lambda", | |
| "ListComp", | |
| "NamedExpr", | |
| "SetComp", | |
| "Try", | |
| "While", | |
| "With" | |
| ], | |
| "per_yardstick": { | |
| "v": { | |
| "label": "code-coordinate", | |
| "median": 0.41704369298158595, | |
| "ci95": [ | |
| 0.09019889946452353, | |
| 1.0242787754777725 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 14, | |
| "n": 16, | |
| "p": 0.0020904541015625 | |
| }, | |
| "median_control_units_for_reference": 3.528367989492356 | |
| }, | |
| "twenty": { | |
| "label": "20-cell", | |
| "median": 0.2708738023878575, | |
| "ci95": [ | |
| 0.04504704123627068, | |
| 0.6859939469300675 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 14, | |
| "n": 16, | |
| "p": 0.0020904541015625 | |
| }, | |
| "median_control_units_for_reference": 3.112056513655431 | |
| }, | |
| "one": { | |
| "label": "one pooled cell", | |
| "median": 0.5094131345528695, | |
| "ci95": [ | |
| 0.26161540713880466, | |
| 1.1865427449572508 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 14, | |
| "n": 16, | |
| "p": 0.0020904541015625 | |
| }, | |
| "median_control_units_for_reference": 8.815660962819022 | |
| } | |
| }, | |
| "paired_differences": { | |
| "v_minus_one": { | |
| "label": "code-coordinate minus one pooled cell", | |
| "median": -0.20651603383966965, | |
| "ci95": [ | |
| -0.3327571873863544, | |
| -0.029954622138776976 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 4, | |
| "n": 16, | |
| "p": 0.076812744140625 | |
| }, | |
| "difference_of_medians_nats": -0.09236944157128357, | |
| "median_control_units_for_reference": -3.484891080951722 | |
| }, | |
| "v_minus_twenty": { | |
| "label": "code-coordinate minus 20-cell", | |
| "median": 0.09404114462853108, | |
| "ci95": [ | |
| 0.027846967535359646, | |
| 0.2468891510596638 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 14, | |
| "n": 16, | |
| "p": 0.004180908203125 | |
| }, | |
| "difference_of_medians_nats": 0.14616989059372842, | |
| "median_control_units_for_reference": 0.7136233166390268 | |
| }, | |
| "twenty_minus_one": { | |
| "label": "20-cell minus one pooled cell", | |
| "median": -0.36119617916295654, | |
| "ci95": [ | |
| -0.4976666747063656, | |
| -0.10214471277020393 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 3, | |
| "n": 16, | |
| "p": 0.021270751953125 | |
| }, | |
| "difference_of_medians_nats": -0.238539332165012, | |
| "median_control_units_for_reference": -6.571049422756383 | |
| } | |
| } | |
| }, | |
| "pretrain_iter_0484865": { | |
| "tokens_b": 2034.0, | |
| "n_constructs": 16, | |
| "n_random_masks": 20, | |
| "constructs": [ | |
| "AsyncFor", | |
| "AsyncWith", | |
| "DictComp", | |
| "For", | |
| "GeneratorExp", | |
| "If", | |
| "IfExp", | |
| "Import", | |
| "ImportFrom", | |
| "Lambda", | |
| "ListComp", | |
| "NamedExpr", | |
| "SetComp", | |
| "Try", | |
| "While", | |
| "With" | |
| ], | |
| "per_yardstick": { | |
| "v": { | |
| "label": "code-coordinate", | |
| "median": 0.8719431820510113, | |
| "ci95": [ | |
| 0.570621380886483, | |
| 1.3930869714977843 | |
| ], | |
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| "p": 0.0002593994140625 | |
| }, | |
| "median_control_units_for_reference": 7.489065664394015 | |
| }, | |
| "twenty": { | |
| "label": "20-cell", | |
| "median": 0.4008911185284054, | |
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| 0.13539211108134452, | |
| 0.7153082427337092 | |
| ], | |
| "sign_test": { | |
| "n_above_zero": 14, | |
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| "p": 0.0020904541015625 | |
| }, | |
| "median_control_units_for_reference": 3.7190927958719113 | |
| }, | |
| "one": { | |
| "label": "one pooled cell", | |
| "median": 0.7278566784016687, | |
| "ci95": [ | |
| 0.28435153114027, | |
| 1.1038517673495944 | |
| ], | |
| "sign_test": { | |
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| "p": 0.0020904541015625 | |
| }, | |
| "median_control_units_for_reference": 6.751319823606835 | |
| } | |
| }, | |
| "paired_differences": { | |
| "v_minus_one": { | |
| "label": "code-coordinate minus one pooled cell", | |
| "median": 0.1603320029874642, | |
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| -0.04934741405858856, | |
| 0.36600575955386105 | |
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| "sign_test": { | |
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| "n": 16, | |
| "p": 0.803619384765625 | |
| }, | |
| "difference_of_medians_nats": 0.1440865036493426, | |
| "median_control_units_for_reference": 1.153958151111993 | |
| }, | |
| "v_minus_twenty": { | |
| "label": "code-coordinate minus 20-cell", | |
| "median": 0.34183138513412215, | |
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| 0.004652235980914909, | |
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| "n": 16, | |
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| "difference_of_medians_nats": 0.47105206352260587, | |
| "median_control_units_for_reference": 1.8621819064581682 | |
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| "median_control_units_for_reference": -1.936092199893086 | |
| } | |
| } | |
| } | |
| }, | |
| "pre_registered_test": { | |
| "statistic": "median over constructs of (code-coordinate rise - one-cell rise), paired", | |
| "in_nats": { | |
| "pretrain_iter_0001000": { | |
| "median": -0.06087687829562638, | |
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| "n_above_zero": 9, | |
| "n": 16, | |
| "p": 0.803619384765625 | |
| } | |
| }, | |
| "in_control_units_as_C3_stated_it": { | |
| "pretrain_iter_0001000": -0.550793847251202, | |
| "pretrain_iter_0020000": -3.484891080951722, | |
| "pretrain_iter_0484865": 1.153958151111993 | |
| } | |
| }, | |
| "minutes": 0.0006532986958821614, | |
| "provenance": { | |
| "inputs": [ | |
| "validation/paper1/ablation_splits/ABLATION_*.json" | |
| ], | |
| "reference": null, | |
| "battery_prompt_hash": "570b42db13f8fe5772b8d1a9ad7d55d6fa1279dae5948ad94e8363789bcbc1ad", | |
| "code_commit": "8bcfd04", | |
| "design": "9-Paper-1/2610-18Oct_PAPER-1-Design.md sha256 47f6a664\u2026" | |
| } | |
| } |