Abliteration HandbookField guide
Research & reference

Paper term → chapter

Type the word from the paper. Open one chapter. Authorized factory QA / research only.

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Type the word from the paper. Open one chapter. Authorized factory QA / research only.

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DIM / mean-differenceArditi et al. 2024, 2406.11717techniques/mean-difference-direction.mdabliterate-cxx estimate --mode dim
projected / norm-preservingLai 2025techniques/projected-norm-preserving-abliteration.md--mode projected · Heretic orthogonalize_direction = true
ORBA / HouseholderLai 2026techniques/orba-orthogonal-reflection.md · methods/orba-pipeline.md--mode orba-directional (not a full flip)
COSMICSiu et al. ACL 2025, 2506.00085techniques/cosmic-refusal-direction.md · methods/cosmic-direction-id.md--mode cosmic (score + DIM r; not full paper ID)
false-refusal / over-refusalWang et al. 2410.03415 · T38techniques/false-refusal-vector-ablation.mdPaper: w′ ← w − λ v against true refusal (need a harmful set for v). Not factory DIM, not T03 (project off g). Table 1: raw w lifts harmful and XSTest. C++: two estimate --mode dim, form w′ offline — no Wang flag. Maskey 2603.27518: one factory vector may still be incomplete
harm ≠ refusalZhao et al. 2507.11878 · T39techniques/harm-vs-refusal-directions.mdAnalysis / Latent Guard; do not flatten both axes
Hereticp-e-w/hereticinstructions/heretic-workflow.mdDay 1 real checkpoint
C++26 labthis repocxx26-researcher-guide.mdguide → doctor → limits → self-check → demo on cxx-nightly
eval gateshandbook contractevaluation.md · instructions/eval-driven-workflow.mdEmpty / mute ≠ safety. Keyword judge ≠ deploy truth.
SOM / T352511.08379techniques/som-multi-directional-refusal.mdsvd proxy; official trainer pralab (not Abliterix, not this bin)
SVD / OBLITERATUS / T37elder-plinius OBLITERATUStechniques/svd-whitened-obliteratus.md · methods/svd-refusal-subspace.mdestimate --mode svd --rank 2 then apply --mode subspace. Cousin of OBLITERATUS — not the full CLI
DeepRefusal2509.15202defenses-against-abliteration.mddefense, not a bake / not this bin
OT2603.04355 Nanfackcxx26-researcher-guide.mdnot this binary, not Abliterix, no --mode ot
RFM-AGOP2607.02396 Winningercxx26-researcher-guide.mdnot this binary; svd is not RFM

T-IDs in this table follow advanced-techniques-catalog.md (T34 ORBA, T35 SOM, T37 SVD/OBLITERATUS, T38 false-refusal, T39 harm≠refusal).

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