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

mradermacher/Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated-i1-GGUF

mradermacher Llama 8B GGUF second-order 1.1M ctx
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curl -H "Authorization: Bearer $ABL_KEY" \
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Response includes
  • classification m8
  • files 27
  • benchmarks 11 entries
  • hub_downloads_all_time 15,059
  • 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='SicariusSicariiStuff/Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated' (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
15K
2K last 30d - stable
Likes
4
Model age
8mo ago
created 2026-01-18
Downloads over time
Now15.3K→from3K↑410%
2.4K7.1K11.8K16.6K3K on Jan 2115.3K on Oct 11JanMarMayJulSep
Jan 21 → Oct 11 · 77 snapshots · spans 263 days

Benchmarks

Benchmark Score Source
Entertainment 1.4 UGI
Hazardous 1.2 UGI
Natural Intelligence 15.11 UGI
Political lean -32.8% UGI
Sensitive-Info 13.21 UGI
SocPol 1.3 UGI
UGI 32.98 UGI
Willingness (10) 7.2 UGI
W10-Adherence 4.5 UGI
W10-Direct 10 UGI
Writing 17.71 UGI

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

License
llama3.1
Languages
en
Quantizations
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf en base_model:SicariusSicariiStuff/Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated base_model:quantized:SicariusSicariiStuff/Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated license:llama3.1 endpoints_compatible region:us imatrix conversational

Related

Total size
87.5 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-01-18 02:50

Files by quantization

Q6_K 1 file 6.15 GB
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-Q6_K.gguf 6.15 GB b7950716 download
Q5_K 2 files 10.6 GB
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-Q5_K_M.gguf 5.34 GB a4b8e7c9 download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-Q5_K_S.gguf 5.22 GB e1c5845c download
Q4 2 files 9.14 GB
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-Q4_1.gguf 4.78 GB 4c20676b download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-Q4_0.gguf 4.36 GB 198ff115 download
Q4_K 2 files 8.96 GB
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-Q4_K_M.gguf 4.59 GB 3d5779c6 download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-Q4_K_S.gguf 4.37 GB ec11f739 download
IQ4 2 files 8.51 GB
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-IQ4_NL.gguf 4.36 GB 35fb8b6d download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-IQ4_XS.gguf 4.15 GB ae3bdb2d download
Q3_K 3 files 11.2 GB
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-Q3_K_L.gguf 4.03 GB 25d7d124 download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-Q3_K_M.gguf 3.75 GB 65f0ab44 download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-Q3_K_S.gguf 3.42 GB 74554405 download
IQ3 4 files 13.3 GB
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-IQ3_M.gguf 3.53 GB 836f3a75 download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-IQ3_S.gguf 3.43 GB ca6b1345 download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-IQ3_XS.gguf 3.28 GB 7b422a36 download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-IQ3_XXS.gguf 3.05 GB 7cf6fe49 download
Q2_K 2 files 5.75 GB
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-Q2_K.gguf 2.96 GB adea8b2c download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-Q2_K_S.gguf 2.79 GB c14bdb0f download
IQ2 4 files 9.99 GB
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-IQ2_M.gguf 2.75 GB e877cf8f download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-IQ2_S.gguf 2.57 GB e89cc8d5 download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-IQ2_XS.gguf 2.43 GB 04de4b30 download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-IQ2_XXS.gguf 2.24 GB c12708be download
IQ1 2 files 3.90 GB
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-IQ1_M.gguf 2.02 GB a46f2846 download
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.i1-IQ1_S.gguf 1.88 GB 63afbbbd download
Auxiliary files 3 files 4.79 MB
Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated.imatrix.gguf 4.78 MB 553f93df download
README.md 7.89 KB 8ae21bc0 download
.gitattributes 4.08 KB 823b6fe4 download

README current version from Hugging Face


base_model: SicariusSicariiStuff/Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated
language:

  • en
    library_name: transformers
    license: llama3.1
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher

About

weighted/imatrix quants of https://huggingface.co/SicariusSicariiStuff/Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated

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

static quants are available at https://huggingface.co/mradermacher/Llama-3.1-Nemotron-8B-UltraLong-1M-Instruct_Abliterated-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 imatrix 0.1 imatrix file (for creating your own quants)
GGUF i1-IQ1_S 2.1 for the desperate
GGUF i1-IQ1_M 2.3 mostly desperate
GGUF i1-IQ2_XXS 2.5
GGUF i1-IQ2_XS 2.7
GGUF i1-IQ2_S 2.9
GGUF i1-IQ2_M 3.1
GGUF i1-Q2_K_S 3.1 very low quality
GGUF i1-Q2_K 3.3 IQ3_XXS probably better
GGUF i1-IQ3_XXS 3.4 lower quality
GGUF i1-IQ3_XS 3.6
GGUF i1-Q3_K_S 3.8 IQ3_XS probably better
GGUF i1-IQ3_S 3.8 beats Q3_K*
GGUF i1-IQ3_M 3.9
GGUF i1-Q3_K_M 4.1 IQ3_S probably better
GGUF i1-Q3_K_L 4.4 IQ3_M probably better
GGUF i1-IQ4_XS 4.6
GGUF i1-Q4_0 4.8 fast, low quality
GGUF i1-IQ4_NL 4.8 prefer IQ4_XS
GGUF i1-Q4_K_S 4.8 optimal size/speed/quality
GGUF i1-Q4_K_M 5.0 fast, recommended
GGUF i1-Q4_1 5.2
GGUF i1-Q5_K_S 5.7
GGUF i1-Q5_K_M 5.8
GGUF i1-Q6_K 6.7 practically like static Q6_K

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. Additional thanks to @nicoboss for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.

README history 3 versions

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

  1. 2026-01-18auto-patch README.md32995147.9 KB
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  2. 2026-01-18auto-patch README.md36157694.6 KB
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  3. 2026-01-18uploaded from marco09193c9522 B
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