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mradermacher/Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated-GGUF

mradermacher Qwen 2B GGUF second-order 262K ctx
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Response includes
  • classification m3
  • files 14
  • hub_downloads_all_time 3,536
  • author_summary 3324 models
  • readme_text full
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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
Likes
3
Model age
7w ago
created 2026-08-19
Downloads over time
Now6.3K→from697↑810%
4152.6K4.7K6.9K697 on Aug 196.3K on Oct 11AugSepOct
Aug 19 → Oct 11 · 48 snapshots · spans 53 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.

Variants by this author 2 formats · 7K downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

License
apache-2.0
Languages
en
Quantizations
F16 IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf empero-ai qwen3.5 qwen3.8 distillation reasoning function-calling sft edge heretic uncensored

Related

Total size
16.8 GB
Files
14
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2026-08-19 05:28

Files by quantization

F16 1 file 3.52 GB
Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated.f16.gguf 3.52 GB 3bc9debf download
Q8_0 1 file 1.87 GB
Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated.Q8_0.gguf 1.87 GB ab0cd8ea download
Q6_K 1 file 1.45 GB
Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated.Q6_K.gguf 1.45 GB 73dcab91 download
Q5_K 2 files 2.59 GB
Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated.Q5_K_M.gguf 1.31 GB fbd65e29 download
Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated.Q5_K_S.gguf 1.28 GB 3895f129 download
Q4_K 2 files 2.32 GB
Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated.Q4_K_M.gguf 1.19 GB 3066e61d download
Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated.Q4_K_S.gguf 1.13 GB 38aae782 download
IQ4 1 file 1.12 GB
Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated.IQ4_XS.gguf 1.12 GB e987e157 download
Q3_K 3 files 3.06 GB
Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated.Q3_K_L.gguf 1.08 GB c3c4ab77 download
Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated.Q3_K_M.gguf 1.02 GB 0b14317d download
Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated.Q3_K_S.gguf 973 MB 6e0a37b3 download
Q2_K 1 file 924 MB
Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated.Q2_K.gguf 924 MB f90f2d6d download
Auxiliary files 2 files 7.35 KB
README.md 4.66 KB d58ab792 download
.gitattributes 2.69 KB 571210ba download

README current version from Hugging Face


base_model: insraq/Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated
language:

  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • empero-ai
  • qwen3.5
  • qwen3.8
  • distillation
  • reasoning
  • function-calling
  • sft
  • edge
  • heretic
  • uncensored
  • decensored
  • abliterated
  • reproducible

About

static quants of https://huggingface.co/insraq/Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated

For a convenient overview and download list, visit our model page for this model.

weighted/imatrix quants are available at https://huggingface.co/mradermacher/Qwen3.5-2B-EmperoAI-Qwen3.8-Distill-Heretic-Abliterated-i1-GGUF

Usage

If you are unsure how to use GGUF files, refer to one of TheBloke's
READMEs
for
more details, including on how to concatenate multi-part files.

Provided Quants

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

Link Type Size/GB Notes
GGUF Q2_K 1.1
GGUF Q3_K_S 1.1
GGUF Q3_K_M 1.2 lower quality
GGUF Q3_K_L 1.3
GGUF IQ4_XS 1.3
GGUF Q4_K_S 1.3 fast, recommended
GGUF Q4_K_M 1.4 fast, recommended
GGUF Q5_K_S 1.5
GGUF Q5_K_M 1.5
GGUF Q6_K 1.7 very good quality
GGUF Q8_0 2.1 fast, best quality
GGUF f16 3.9 16 bpw, overkill

Here is a handy graph by ikawrakow comparing some lower-quality quant
types (lower is better):

image.png

And here are Artefact2's thoughts on the matter:
https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9

FAQ / Model Request

See https://huggingface.co/mradermacher/model_requests for some answers to
questions you might have and/or if you want some other model quantized.

Thanks

I thank my company, nethype GmbH, for letting
me use its servers and providing upgrades to my workstation to enable
this work in my free time.

README history 3 versions

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

  1. 2026-08-19auto-patch README.mda2895e34.7 KB
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  2. 2026-08-19auto-patch README.mdc7bdff24.7 KB
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  3. 2026-08-19uploaded from back875e158406 B
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