| { | |
| "source_model": "google/gemma-2-2b", | |
| "technique": "refusal_direction_ablation", | |
| "method": "advanced", | |
| "method_config": { | |
| "n_directions": 4, | |
| "direction_method": "svd", | |
| "norm_preserve": true, | |
| "regularization": 0.3, | |
| "refinement_passes": 2, | |
| "project_biases": true, | |
| "use_chat_template": true, | |
| "use_whitened_svd": false, | |
| "true_iterative_refinement": false, | |
| "winsorize_activations": false, | |
| "float_layer_interpolation": false, | |
| "cot_aware": false, | |
| "use_kl_optimization": false, | |
| "use_lora_ablation": false, | |
| "spectral_cascade": false, | |
| "spectral_bands": 3, | |
| "spectral_threshold": 0.05 | |
| }, | |
| "references": [ | |
| "Arditi et al., Refusal in Language Models Is Mediated by a Single Direction (NeurIPS 2024)", | |
| "Gabliteration: SVD-based multi-direction extraction (arXiv:2512.18901)", | |
| "Norm-Preserving Biprojected Abliteration (grimjim, 2025)", | |
| "Young, Comparative Analysis of LLM Abliteration Methods (arXiv:2512.13655)", | |
| "Joad et al., More to Refusal than a Single Direction (2026)", | |
| "Heretic (p-e-w, 2025): Bayesian optimization, LoRA-mediated ablation, winsorization", | |
| "OBLITERATUS: Whitened SVD, EGA, CoT-aware, KL co-optimization, float interpolation (novel)" | |
| ], | |
| "strong_layers": [ | |
| 2, | |
| 3, | |
| 4, | |
| 5, | |
| 6 | |
| ], | |
| "n_harmful_prompts": 33, | |
| "n_harmless_prompts": 33, | |
| "quality_metrics": { | |
| "perplexity": 6.0438748867344465, | |
| "coherence": 1.0, | |
| "refusal_rate": 0.06666666666666667, | |
| "kl_divergence": 0.03498305007815361, | |
| "spectral_certification": "RED" | |
| }, | |
| "kl_contributions": {}, | |
| "cot_preserved_layers": [], | |
| "float_layer_weights": {}, | |
| "lora_adapters_saved": false | |
| } |