Download paper/causal_relational_knockout_data/control_amendment.json from lamm-mit/gemma4-interpretability: direct link, hf CLI and curl.
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hf download hf://datasets/lamm-mit/gemma4-interpretability/paper/causal_relational_knockout_data/control_amendment.json
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1.85 kB
| { | |
| "amendment_id": "causal-relational-knockout-control-v2", | |
| "frozen_at": "2026-09-02T11:49:56Z", | |
| "status": "frozen-before-any-amended-control-output", | |
| "scope": "Random-direction controls only; the cohort, layers, fitted physical directions, primary interventions, endpoints, and inference procedures are unchanged.", | |
| "reason": "Isotropic Gaussian directions produced severe nonspecific output-distribution disruption in the 12B audit and therefore did not provide activation-manifold-matched controls.", | |
| "construction": { | |
| "source": "The same independent development states used to fit the frozen physical direction.", | |
| "paired_differences": "For each matched development pair, subtract the unit-normalized negative-outcome state from the unit-normalized positive-outcome state.", | |
| "null_axes": "For each prespecified seed, apply a balanced random sign permutation to the paired differences, average them, remove the physical-direction component and components along earlier control axes, and unit-normalize.", | |
| "seeds": [1701, 1702, 1703], | |
| "orientations": ["plus", "minus"], | |
| "distance_matching": "For every target prompt and operation, both orientations receive exactly the L2 length of the corresponding physical-coordinate perturbation.", | |
| "summary": "Average the six oriented controls (three axes times two orientations) within prompt before law-level inference. Antithetic orientations cancel first-order arbitrary-axis effects while retaining nonlinear or generic disruption." | |
| }, | |
| "audit_policy": "The superseded Gaussian-control rows are retained in explicitly labeled debug directories and excluded from confirmatory summaries.", | |
| "interpretation_guardrail": "A positive result supports a selective contribution of the tested coordinate, not unique necessity of a complete physical representation." | |
| } | |