Datasets:
Download 1c_evaluation.json from jingyongai/executable-knowledge-lifecycles-benchmark: direct link, hf CLI and curl.
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- Download file 6.43 kB
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https://huggingface.co/datasets/jingyongai/executable-knowledge-lifecycles-benchmark/resolve/main/1c_evaluation.json
- Command line
-
hf download hf://datasets/jingyongai/executable-knowledge-lifecycles-benchmark/1c_evaluation.json
-
curl -L -o 1c_evaluation.json https://huggingface.co/datasets/jingyongai/executable-knowledge-lifecycles-benchmark/resolve/main/1c_evaluation.json
6.43 kB
| { | |
| "spec_version": "v0.2.6-exp.1-final", | |
| "seeds": { | |
| "seed_data": 104729, | |
| "seed_model": 130363, | |
| "seed_decode": 155921 | |
| }, | |
| "timing_repeats": 3, | |
| "metric_definitions": { | |
| "e_ood_raw": "held-out shortcut-intervention MSE with X1 fixed; same raw observation as e_inv", | |
| "delta_e_ood_absolute": "e_ood_base_raw - e_ood_group_raw; unbounded below", | |
| "r_ood_relative_improvement": "delta_e_ood_absolute / (e_ood_base_raw + 1e-12); upper-bounded by 1", | |
| "predictive_ood_mse_raw": "held-out label prediction MSE; retained separately and never used in delta_e_ood", | |
| "e_inv": "alias of e_ood_group_raw; lower is better", | |
| "e_sens": "absolute error of dŷ/dX1 from the structural slope; lower is better", | |
| "c_train_ratio": "median group training wall time divided by No-K wall time", | |
| "c_infer_ratio": "forward-pass graph cost divided by No-K; identical architecture gives 1" | |
| }, | |
| "headline_correct_k": { | |
| "e_ood_base_raw": 1.6329936981201172, | |
| "e_ood_group_correct_k_raw": 6.353416637239206e-08, | |
| "delta_e_ood_absolute": 1.6329936345859508, | |
| "r_ood_relative_improvement": 0.9999999610928282, | |
| "c_train_ratio": 1.8787562461649783, | |
| "c_infer_ratio": 1.0 | |
| }, | |
| "results": [ | |
| { | |
| "group": "Group 0 (No K)", | |
| "lambda_reg": 0.0, | |
| "claim_meta": { | |
| "non_causal_indices": [], | |
| "is_active": false | |
| }, | |
| "wall_seconds": 0.02479749999474734, | |
| "ood_mse": 3.8300702571868896, | |
| "invariance_error": 1.6329936981201172, | |
| "sensitivity_error": 1.039240837097168, | |
| "feature_gradients": [ | |
| 0.9838831424713135, | |
| 0.840571939945221, | |
| 0.20713724195957184 | |
| ], | |
| "evaluation_vector": { | |
| "e_ood_base_raw": 1.6329936981201172, | |
| "e_ood_group_raw": 1.6329936981201172, | |
| "delta_e_ood_absolute": 0.0, | |
| "r_ood_relative_improvement": 0.0, | |
| "e_inv": 1.6329936981201172, | |
| "e_sens": 1.039240837097168, | |
| "c_train_ratio": 1.0, | |
| "c_infer_ratio": 1.0 | |
| } | |
| }, | |
| { | |
| "group": "Group 1 (Correct K)", | |
| "lambda_reg": 4.0, | |
| "claim_meta": { | |
| "non_causal_indices": [ | |
| 1, | |
| 2 | |
| ], | |
| "is_active": true | |
| }, | |
| "wall_seconds": 0.046588458004407585, | |
| "ood_mse": 0.015115885995328426, | |
| "invariance_error": 6.353416637239206e-08, | |
| "sensitivity_error": 0.0008015632629394531, | |
| "feature_gradients": [ | |
| 2.023925542831421, | |
| -1.5042605809867382e-05, | |
| -0.00017934205243363976 | |
| ], | |
| "evaluation_vector": { | |
| "e_ood_base_raw": 1.6329936981201172, | |
| "e_ood_group_raw": 6.353416637239206e-08, | |
| "delta_e_ood_absolute": 1.6329936345859508, | |
| "r_ood_relative_improvement": 0.9999999610928282, | |
| "e_inv": 6.353416637239206e-08, | |
| "e_sens": 0.0008015632629394531, | |
| "c_train_ratio": 1.8787562461649783, | |
| "c_infer_ratio": 1.0 | |
| } | |
| }, | |
| { | |
| "group": "Group 2 (Wrong K)", | |
| "lambda_reg": 4.0, | |
| "claim_meta": { | |
| "non_causal_indices": [ | |
| 0 | |
| ], | |
| "is_active": true | |
| }, | |
| "wall_seconds": 0.04202995804371312, | |
| "ood_mse": 14.20492172241211, | |
| "invariance_error": 5.775146484375, | |
| "sensitivity_error": 2.0115741724148393, | |
| "feature_gradients": [ | |
| 0.011549807153642178, | |
| 1.4857321977615356, | |
| 0.5276612639427185 | |
| ], | |
| "evaluation_vector": { | |
| "e_ood_base_raw": 1.6329936981201172, | |
| "e_ood_group_raw": 5.775146484375, | |
| "delta_e_ood_absolute": -4.142152786254883, | |
| "r_ood_relative_improvement": -2.536539357757928, | |
| "e_inv": 5.775146484375, | |
| "e_sens": 2.0115741724148393, | |
| "c_train_ratio": 1.6949272326894242, | |
| "c_infer_ratio": 1.0 | |
| } | |
| }, | |
| { | |
| "group": "Group 3 (Partial K)", | |
| "lambda_reg": 4.0, | |
| "claim_meta": { | |
| "non_causal_indices": [ | |
| 1 | |
| ], | |
| "is_active": true | |
| }, | |
| "wall_seconds": 0.04086691699922085, | |
| "ood_mse": 0.5393426418304443, | |
| "invariance_error": 0.2759785056114197, | |
| "sensitivity_error": 0.39242076873779297, | |
| "feature_gradients": [ | |
| 1.6307032108306885, | |
| 0.004867400508373976, | |
| 0.38717037439346313 | |
| ], | |
| "evaluation_vector": { | |
| "e_ood_base_raw": 1.6329936981201172, | |
| "e_ood_group_raw": 0.2759785056114197, | |
| "delta_e_ood_absolute": 1.3570151925086975, | |
| "r_ood_relative_improvement": 0.8309984258175926, | |
| "e_inv": 0.2759785056114197, | |
| "e_sens": 0.39242076873779297, | |
| "c_train_ratio": 1.6480256883910622, | |
| "c_infer_ratio": 1.0 | |
| } | |
| }, | |
| { | |
| "group": "Group 4 (Stale K)", | |
| "lambda_reg": 4.0, | |
| "claim_meta": { | |
| "non_causal_indices": [ | |
| 1, | |
| 2 | |
| ], | |
| "is_active": false | |
| }, | |
| "wall_seconds": 0.024877124989870936, | |
| "ood_mse": 3.8300702571868896, | |
| "invariance_error": 1.6329936981201172, | |
| "sensitivity_error": 1.039240837097168, | |
| "feature_gradients": [ | |
| 0.9838831424713135, | |
| 0.840571939945221, | |
| 0.20713724195957184 | |
| ], | |
| "evaluation_vector": { | |
| "e_ood_base_raw": 1.6329936981201172, | |
| "e_ood_group_raw": 1.6329936981201172, | |
| "delta_e_ood_absolute": 0.0, | |
| "r_ood_relative_improvement": 0.0, | |
| "e_inv": 1.6329936981201172, | |
| "e_sens": 1.039240837097168, | |
| "c_train_ratio": 1.003211008978343, | |
| "c_infer_ratio": 1.0 | |
| } | |
| }, | |
| { | |
| "group": "Group 5 (Stale K, fault-injected active)", | |
| "lambda_reg": 4.0, | |
| "claim_meta": { | |
| "non_causal_indices": [ | |
| 0, | |
| 2 | |
| ], | |
| "is_active": true | |
| }, | |
| "wall_seconds": 0.046929624979384243, | |
| "ood_mse": 14.126823425292969, | |
| "invariance_error": 6.908834457397461, | |
| "sensitivity_error": 2.0078989220783114, | |
| "feature_gradients": [ | |
| 0.015225057490170002, | |
| 1.9633798599243164, | |
| 0.01510866079479456 | |
| ], | |
| "evaluation_vector": { | |
| "e_ood_base_raw": 1.6329936981201172, | |
| "e_ood_group_raw": 6.908834457397461, | |
| "delta_e_ood_absolute": -5.275840759277344, | |
| "r_ood_relative_improvement": -3.23077839513257, | |
| "e_inv": 6.908834457397461, | |
| "e_sens": 2.0078989220783114, | |
| "c_train_ratio": 1.8925143659370895, | |
| "c_infer_ratio": 1.0 | |
| } | |
| } | |
| ] | |
| } | |