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nuofang/Qwen3.5-9B-ultra-uncensored-heretic-v2-GGUF

nuofang Qwen 9B GGUF second-order 262K ctx
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  • files 8
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  • author_summary 22 models
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Abliteration classifier · v1.0.0
M3
Primary method

Layer-wise ablation

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 2 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • 'heretic' in model name (Heretic-produced)
  • Heretic uses layer-wise optimization (M3) with underlying direction removal (M1)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
HIGH
Why we say so
name contains 'heretic'; Heretic default extraction is difference-of-means (Arditi 2024)
Downloads · lifetime
4K
277 last 30d - cooling
Likes
1
Model age
3mo ago
created 2026-06-27
Downloads over time
Now4.2K→from0↑0%
01.5K3.1K4.6K0 on Jun 244.2K on Oct 12JunJulAugSepOct
Jun 24 → Oct 12 · 56 snapshots · spans 110 days

Genealogy 0 direct forks

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Metadata

Quantizations
IQ4 Q4_K
Tags
gguf llama.cpp quantized imatrix base_model:llmfan46/Qwen3.5-9B-ultra-uncensored-heretic base_model:quantized:llmfan46/Qwen3.5-9B-ultra-uncensored-heretic endpoints_compatible region:us conversational

Related

Total size
20.1 GB
Files
8
Quantizations
4
Registered
2026-08-22 13:56
Last updated on HF
2026-07-05 22:07

Files by quantization

Q4_K 2 files 10.2 GB
Qwen3.5-9B-ultra-uncensored-heretic-v2-Q4_K_M.gguf 5.24 GB 5548413c download
Qwen3.5-9B-ultra-uncensored-heretic-v2-Q4_K_S.gguf 4.98 GB dc00a112 download
IQ4 2 files 9.89 GB
Qwen3.5-9B-ultra-uncensored-heretic-v2-IQ4_NL.gguf 5.05 GB 51b97d13 download
Qwen3.5-9B-ultra-uncensored-heretic-v2-IQ4_XS.gguf 4.84 GB 694fbe7b download
F16 1 file 960 B
mmproj-Qwen3.5-9B-ultra-uncensored-heretic-v2-f16.gguf 960 B 2adb1c29 download
Auxiliary files 3 files 4.91 MB
imatrix.gguf 4.91 MB 3d29447b download
.gitattributes 1.87 KB 994773b3 download
README.md 813 B 874e0f60 download

README current version from Hugging Face


base_model: llmfan46/Qwen3.5-9B-ultra-uncensored-heretic-v2
tags:

  • llama.cpp
  • quantized
  • imatrix

Auto-Quantized GGUF Model

This repository contains automated GGUF quantization files for llmfan46/Qwen3.5-9B-ultra-uncensored-heretic-v2.

The calibration data for the imatrix is targeted at Chinese novels and role-playing (RP), while preserving logic and common sense.
imatrix 的校准数据以中文的小说、角色扮演为目标,同时保留逻辑和常识。

📊 Perplexity Evaluation

(Tested against the provided calibration dataset)

  • Base (F16/BF16): PPL = 14.2066 +/- 0.11553
  • IQ4_XS: PPL = 12.0006 +/- 0.09439
  • IQ4_NL: PPL = 12.0064 +/- 0.09447
  • Q4_K_M: PPL = 11.9559 +/- 0.09373

README history 10 versions

The author's README evolved over time. Click a version to see its content at that point.

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