Download REPRODUCTION_VALIDATION.json from lamm-mit/gemma4-interpretability: direct link, hf CLI and curl.
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https://huggingface.co/datasets/lamm-mit/gemma4-interpretability/resolve/main/REPRODUCTION_VALIDATION.json
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hf download hf://datasets/lamm-mit/gemma4-interpretability/REPRODUCTION_VALIDATION.json
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curl -L -o REPRODUCTION_VALIDATION.json https://huggingface.co/datasets/lamm-mit/gemma4-interpretability/resolve/main/REPRODUCTION_VALIDATION.json
7.49 kB
| { | |
| "status": "passed", | |
| "validation_scope": "Analysis-only reproduction from a clean local copy of the staged archive. Original numerical statistics were compared at rtol=1e-8, atol=1e-10. Model outputs and original research records were not regenerated or modified. Public-download verification is a separate check.", | |
| "checks": [ | |
| { | |
| "name": "controlled_readout", | |
| "command": "python reproduction/reproduce_controlled.py", | |
| "exit_code": 0, | |
| "seconds": 31.84, | |
| "numeric_values_compared": 58740, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "controlled_readout.log" | |
| }, | |
| { | |
| "name": "target_free_classification", | |
| "command": "python scripts/analyze_candidate_nonsteering.py", | |
| "exit_code": 0, | |
| "seconds": 20.72, | |
| "numeric_values_compared": 331, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "target_free_classification.log" | |
| }, | |
| { | |
| "name": "broad_steering", | |
| "command": "python scripts/analyze_semantic_steering_v3.py", | |
| "exit_code": 0, | |
| "seconds": 3.89, | |
| "numeric_values_compared": 260, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "broad_steering.log" | |
| }, | |
| { | |
| "name": "grain_steering", | |
| "command": "python scripts/analyze_relational_grain_steering_v4.py", | |
| "exit_code": 0, | |
| "seconds": 1.84, | |
| "numeric_values_compared": 47, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "grain_steering.log" | |
| }, | |
| { | |
| "name": "full_state_patching", | |
| "command": "python scripts/analyze_counterfactual_activation_patching.py", | |
| "exit_code": 0, | |
| "seconds": 1.8, | |
| "numeric_values_compared": 121, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "full_state_patching.log" | |
| }, | |
| { | |
| "name": "cross_mechanism_patching", | |
| "command": "python scripts/analyze_cross_mechanism_activation_patching.py", | |
| "exit_code": 0, | |
| "seconds": 1.28, | |
| "numeric_values_compared": 144, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "cross_mechanism_patching.log" | |
| }, | |
| { | |
| "name": "supplied_equation_60_laws", | |
| "command": "python scripts/analyze_neutral_anchored_relational_benchmark.py", | |
| "exit_code": 0, | |
| "seconds": 33.97, | |
| "numeric_values_compared": 35, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "supplied_equation_60_laws.log" | |
| }, | |
| { | |
| "name": "equation_free_4b", | |
| "command": "python scripts/analyze_equation_free_relational_benchmark_amended.py", | |
| "exit_code": 0, | |
| "seconds": 33.69, | |
| "numeric_values_compared": 162, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "equation_free_4b.log" | |
| }, | |
| { | |
| "name": "equation_free_scale_comparison", | |
| "command": "python scripts/analyze_gemma_equation_free_multiscale.py", | |
| "exit_code": 0, | |
| "seconds": 3.49, | |
| "numeric_values_compared": 92, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "equation_free_scale_comparison.log" | |
| }, | |
| { | |
| "name": "readability_scale_comparison", | |
| "command": "python scripts/analyze_gemma_multiscale_heldout_v1.py", | |
| "exit_code": 0, | |
| "seconds": 44.08, | |
| "numeric_values_compared": 265, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "readability_scale_comparison.log" | |
| }, | |
| { | |
| "name": "coordinate_interventions", | |
| "command": "python scripts/analyze_causal_relational_knockout.py", | |
| "exit_code": 0, | |
| "seconds": 2.68, | |
| "numeric_values_compared": 488, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "coordinate_interventions.log" | |
| }, | |
| { | |
| "name": "coordinate_integrity", | |
| "command": "python scripts/validate_causal_relational_knockout.py", | |
| "exit_code": 0, | |
| "seconds": 0.18, | |
| "numeric_values_compared": 0, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "coordinate_integrity.log" | |
| }, | |
| { | |
| "name": "lexical_adversarial", | |
| "command": "python scripts/analyze_lexical_adversarial_representation.py", | |
| "exit_code": 0, | |
| "seconds": 17.15, | |
| "numeric_values_compared": 132, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "lexical_adversarial.log" | |
| }, | |
| { | |
| "name": "late_replication", | |
| "command": "python scripts/analyze_late_physics_replication.py", | |
| "exit_code": 0, | |
| "seconds": 29.52, | |
| "numeric_values_compared": 203, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "late_replication.log" | |
| }, | |
| { | |
| "name": "answer_scaffold", | |
| "command": "python scripts/analyze_answer_scaffold_audit.py", | |
| "exit_code": 0, | |
| "seconds": 5.41, | |
| "numeric_values_compared": 32, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "answer_scaffold.log" | |
| }, | |
| { | |
| "name": "answer_code", | |
| "command": "python scripts/analyze_answer_code_binding.py", | |
| "exit_code": 0, | |
| "seconds": 35.38, | |
| "numeric_values_compared": 240, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "answer_code.log" | |
| }, | |
| { | |
| "name": "graph_integrity", | |
| "command": "python scripts/audit_graph_topology_rigorous.py", | |
| "exit_code": 0, | |
| "seconds": 0.35, | |
| "numeric_values_compared": 0, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "graph_integrity.log" | |
| }, | |
| { | |
| "name": "graph_generalization_integrity", | |
| "command": "python scripts/validate_graph_generalization_audit.py", | |
| "exit_code": 0, | |
| "seconds": 0.61, | |
| "numeric_values_compared": 0, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "graph_generalization_integrity.log" | |
| }, | |
| { | |
| "name": "graph_figures", | |
| "command": "python scripts/plot_graph_generalization_audit.py", | |
| "exit_code": 0, | |
| "seconds": 4.64, | |
| "numeric_values_compared": 0, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "graph_figures.log" | |
| }, | |
| { | |
| "name": "latent_geometry", | |
| "command": "python scripts/analyze_materials_latent_geometry.py", | |
| "exit_code": 0, | |
| "seconds": 119.02, | |
| "numeric_values_compared": 304, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "latent_geometry.log" | |
| }, | |
| { | |
| "name": "equation_free_12b", | |
| "command": "python reproduction/reproduce_scale.py --root <working-copy> --scale 12b", | |
| "exit_code": 0, | |
| "seconds": 34.33, | |
| "numeric_values_compared": 47, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "equation_free_12b.log" | |
| }, | |
| { | |
| "name": "equation_free_31b", | |
| "command": "python reproduction/reproduce_scale.py --root <working-copy> --scale 31b", | |
| "exit_code": 0, | |
| "seconds": 34.27, | |
| "numeric_values_compared": 47, | |
| "differences": [], | |
| "status": "passed", | |
| "log": "equation_free_31b.log" | |
| } | |
| ], | |
| "numeric_values_compared": 61690, | |
| "limitations": [ | |
| "The saved graph-network training outputs were integrity-checked and used to rebuild publication figures; graph-network training was not repeated.", | |
| "The original Gemma inference, lens fitting, and external automated-rater calls were not repeated. The automated-rater analysis was recomputed from cached responses.", | |
| "Original protocol terminology and validator labels are historical records. The SI and CHRONOLOGY documentation provide the corrected chronology and overlap interpretation." | |
| ] | |
| } | |