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nuofang/Qwen3.8-9B-heretic-uncensored-GGUF-GGUF

nuofang Qwen 9B GGUF second-order
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Response includes
  • classification m3
  • files 4
  • hub_downloads_all_time 387
  • author_summary 22 models
  • readme_text full
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What "m3" means · taxonomy
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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
M1 Direct removal →
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)
How we label → About M3 →
Refusal direction extracted via
Extraction technique

Difference-of-means

FromArditi et al. (2024) ↗
Confidence
HIGH
Why we say so
name contains 'heretic'; Heretic default extraction is difference-of-means (Arditi 2024)
What is a refusal direction? → Read the paper ↗
Downloads · lifetime
387
161 last 30d - stable
Likes
0
Model age
7w ago
created 2026-08-22
Downloads over time
Now433→from164↑164%
151254357460164 on Aug 26433 on Oct 11AugSepOct
Aug 26 → Oct 11 · 47 snapshots · spans 46 days

Genealogy 0 direct forks

Full fork graph →

This model's place in the market. Above: what it was derived from. Below: the tree of everything derived from it.

mradermacher/Qwen3.8-9B-heretic-uncensored-GGUF↓ 106,119 this lineage
nuofang/Qwen3.8-9B-heretic-uncensored-GGUF-GGUF↓ 161

Metadata

Tags
gguf llama.cpp quantized imatrix base_model:mradermacher/Qwen3.8-9B-heretic-uncensored-GGUF base_model:quantized:mradermacher/Qwen3.8-9B-heretic-uncensored-GGUF region:us

Related

Other by nuofang
Qwen3.8-9B-Distill-SLERP-F451-Pro-Writer-Uncensored-GGUF 15K Qwen3.8-9B-Distill-uncensored-heretic-GGUF 4K Huihui-Qwen3.5-9B-abliterated-GGUF 3K Qwen3.8-9B-abliterated-25-GGUF 2K Qwen3.5-9B-The-Bradbury-F451-Pro-Writer-Uncensored-Heretic-GGUF 993
Total size
4.84 GB
Files
4
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-08-22 14:21
Source huggingface.co/nuofang/Qwen3.8-9B-heretic-uncensored-GGUF-GGUF ↗ Base model mradermacher/Qwen3.8-9B-heretic-uncensored-GGUF →

Files by quantization

Auxiliary files 4 files 4.84 GB
Qwen3.8-9B-heretic-uncensored-GGUF-IQ4_XS-no-mtp.gguf 4.84 GB ad1d8aab download
imatrix.gguf 4.91 MB c1553575 download
.gitattributes 1.62 KB fde0baee download
README.md 1.22 KB 9286fce0 download

README current version from Hugging Face

base_model: mradermacher/Qwen3.8-9B-heretic-uncensored-GGUF
tags:

  • llama.cpp
  • quantized
  • imatrix

Auto-Quantized GGUF Model

This repository contains automated GGUF quantization files for mradermacher/Qwen3.8-9B-heretic-uncensored-GGUF.

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。

If the perplexity drops after quantization compared to the original precision, it might not actually be an improvement. Instead, it could be caused by differences in how llama.cpp quantization and perplexity tools handle special tokens. I will update the README generation code in the future.
如果困惑度在量化之后与原精度相比变低，可能并不是真的提升，而是llamacpp量化工具和困惑度计算工具处理特殊token行为不同导致的，我将在未来修改生成readme的代码。

Perplexity Evaluation

(Tested against the provided calibration dataset)

  • Base (F16/BF16): PPL = 13.3395 +/- 0.10479
  • IQ4_XS: PPL = 11.5024 +/- 0.08815

README history 3 versions

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

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