← back to catalog · registered 2026-08-22 13:56

mradermacher/Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO-GGUF

mradermacher Qwen 2B GGUF multimodal second-order 262K ctx
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Response includes
  • classification m8
  • files 16
  • hub_downloads_all_time 3,929
  • author_summary 3324 models
  • readme_text full
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Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 3 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • author=mradermacher (M8 quantization producer, never originator)
  • is_gguf=1
  • base_model='nbeerbower/Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO' (base has 'abliterated' marker, assume M1 default)
Refusal direction extraction

No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

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Downloads · lifetime
4K
923 last 30d - stable
Likes
1
Model age
6mo ago
created 2026-04-12

Training datasets

Corpora the author lists in the model card. Datasets tracked in our /datasets catalog carry a category badge linking to the workflow stage. Others open on Hugging Face.

Downloads over time
Now4.3K→from1.1K↑283%
9532.2K3.4K4.6K1.1K on Apr 154.3K on Oct 11AprMayJunJulAugSepOct
Apr 15 → Oct 11 · 65 snapshots · spans 179 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 · 3K downloads combined

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

Metadata

Languages
en
Quantizations
F16 IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf merlina grimoire image-text-to-text vision-language-model orpo en dataset:schneewolflabs/Athanorlite-DPO base_model:nbeerbower/Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO base_model:quantized:nbeerbower/Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO endpoints_compatible

Related

Total size
16.8 GB
Files
16
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2026-04-12 06:49

Files by quantization

F16 2 files 4.14 GB
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.f16.gguf 3.52 GB 8129820f download
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.mmproj-f16.gguf 637 MB 1addf725 download
Q8_0 2 files 2.21 GB
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.Q8_0.gguf 1.87 GB eb6019c9 download
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.mmproj-Q8_0.gguf 348 MB e48df492 download
Q6_K 1 file 1.45 GB
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.Q6_K.gguf 1.45 GB 22a18247 download
Q5_K 2 files 2.59 GB
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.Q5_K_M.gguf 1.31 GB 28755eeb download
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.Q5_K_S.gguf 1.28 GB 03d49eed download
Q4_K 2 files 2.32 GB
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.Q4_K_M.gguf 1.19 GB d11690a9 download
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.Q4_K_S.gguf 1.13 GB 2cd636ab download
IQ4 1 file 1.12 GB
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.IQ4_XS.gguf 1.12 GB 305548b7 download
Q3_K 3 files 3.06 GB
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.Q3_K_L.gguf 1.08 GB 5bf42b56 download
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.Q3_K_M.gguf 1.02 GB 342fa92f download
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.Q3_K_S.gguf 973 MB bc4fbf9b download
Q2_K 1 file 924 MB
Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO.Q2_K.gguf 924 MB 5ef30e81 download
Auxiliary files 2 files 7.57 KB
README.md 4.79 KB 660df432 download
.gitattributes 2.78 KB 38d245e8 download

README current version from Hugging Face


base_model: nbeerbower/Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO
datasets:

  • schneewolflabs/Athanorlite-DPO
    language:
  • en
    library_name: transformers
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • merlina
  • grimoire
  • image-text-to-text
  • vision-language-model
  • orpo

About

static quants of https://huggingface.co/nbeerbower/Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO

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

weighted/imatrix quants are available at https://huggingface.co/mradermacher/Huihui-Qwen3.5-2B-abliterated-Athanorlite-ORPO-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 mmproj-Q8_0 0.5 multi-modal supplement
GGUF mmproj-f16 0.8 multi-modal supplement
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. 2026-04-12auto-patch README.mdedd4e184.8 KB
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  2. 2026-04-12auto-patch README.md6654ae72.6 KB
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  3. 2026-04-12uploaded from nico1985f362400 B
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