Abliterlitics LLM Abliteration Forensics

We take the same base LLM, compare the different abliteration techniques others have applied, then measure what actually changed using benchmarks, safety evaluation, distribution shift, and weight-level analysis.

Methodology Techniques GitHub ↗

Latest

Qwen2.5-7B Abliteration Benchmarks: Heretic vs Huihui vs Apostate

Three-way abliteration comparison for Qwen2.5-7B-Instruct: Heretic, Huihui, and the new Apostate tool. Heretic achieves 100% ASR with the fewest parameter changes.

~7.6B

Gemma 4

Gemma4-E2B Abliteration Benchmarks: 13 Techniques Compared ~2B 13 techniques

Qwen 2.5

Qwen2.5-7B Abliteration Benchmarks: Heretic vs Huihui vs Apostate ~7.6B 3 techniques

Qwen 3.6

Qwen3.6-27B Abliteration Benchmarks: Heretic vs Huihui vs AEON vs Abliterix vs HauhauCS ~27B 5 techniques

GLM 4.7 Flash

GLM-4.7-Flash Abliteration Benchmarks: Heretic vs Huihui vs HauhauCS vs Abliterix ~59B total MoE 4 techniques

Qwen 3.5

Qwen3.5-27B Abliteration Benchmarks: Heretic vs Huihui vs HauhauCS ~27B 3 techniques Qwen3.5-9B Abliteration Benchmarks: Heretic vs Huihui vs HauhauCS ~9B 3 techniques Qwen3.5-4B Abliteration Benchmarks: Heretic vs Huihui vs HauhauCS ~4B 3 techniques Qwen3.5-2B Abliteration Benchmarks: Heretic vs Huihui vs HauhauCS ~2B 3 techniques

Qwen 3

Qwen3-4B Abliteration Benchmarks: Heretic vs Huihui vs HauhauCS ~4B 3 techniques