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noctrex/Llama-3.3-8B-Instruct-128k-abliterated-GGUF

noctrex Llama 8B GGUF 131K ctx
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curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/noctrex%2FLlama-3.3-8B-Instruct-128k-abliterated-GGUF"
Response includes
  • classification m8
  • files 12
  • benchmarks 11 entries
  • hub_downloads_all_time 7,838
  • author_summary 44 models
  • readme_text full
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Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

No other method signals detected in this model.
Confidence
HIGH
Why this label 3 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • author=noctrex (M8 quantization producer)
  • is_gguf=1
  • base_model='allura-forge/Llama-3.3-8B-Instruct' (source unknown method)
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.

What is a refusal direction? →
Downloads · lifetime
8K
551 last 30d - cooling
Likes
4
Model age
9mo ago
created 2025-12-31
Downloads over time
Now8.1K→from833↑874%
4693.3K6K8.8K833 on Dec 31, 20258.1K on Oct 12Dec '25FebAprJunAugOct
Dec 31, 2025 → Oct 12 · 81 snapshots · spans 285 days

Benchmarks

Portrait before abliteration
Benchmarks of the base model as it stood before the refusal-removal operation. Compare with the numbers above to see what the operation cost.
Benchmark Score Source
Entertainment 1.7 UGI
Hazardous 1.8 UGI
Natural Intelligence 16.46 UGI
Political lean -21.1% UGI
Sensitive-Info 20.83 UGI
SocPol 2.8 UGI
UGI 25.55 UGI
Willingness (10) 3.5 UGI
W10-Adherence 5 UGI
W10-Direct 2 UGI
Writing 9.75 UGI

Genealogy 0 direct forks

Full fork graph →

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Metadata

Quantizations
BF16 F16 IQ3 IQ4 Q4_K Q5_K Q6_K Q8_0
Tags
gguf uncensored abliterated text-generation base_model:allura-forge/Llama-3.3-8B-Instruct base_model:quantized:allura-forge/Llama-3.3-8B-Instruct endpoints_compatible region:us conversational

Related

Total size
66.0 GB
Files
12
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2025-12-31 15:24

Files by quantization

BF16 1 file 15.0 GB
Llama-3.3-8B-Instruct-128k-abliterated-BF16.gguf 15.0 GB af9db43c download
F16 1 file 15.0 GB
Llama-3.3-8B-Instruct-128k-abliterated-F16.gguf 15.0 GB a59f38eb download
Q8_0 1 file 7.95 GB
Llama-3.3-8B-Instruct-128k-abliterated-Q8_0.gguf 7.95 GB cdb5b4ab download
Q6_K 1 file 6.14 GB
Llama-3.3-8B-Instruct-128k-abliterated-Q6_K.gguf 6.14 GB f4eff36b download
Q5_K 1 file 5.34 GB
Llama-3.3-8B-Instruct-128k-abliterated-Q5_K_M.gguf 5.34 GB 19f248c1 download
Q4_K 1 file 4.58 GB
Llama-3.3-8B-Instruct-128k-abliterated-Q4_K_M.gguf 4.58 GB 8bd94b8c download
IQ4 2 files 8.50 GB
Llama-3.3-8B-Instruct-128k-abliterated-IQ4_NL.gguf 4.36 GB a1ab8550 download
Llama-3.3-8B-Instruct-128k-abliterated-IQ4_XS.gguf 4.14 GB 658bde3c download
IQ3 1 file 3.52 GB
Llama-3.3-8B-Instruct-128k-abliterated-IQ3_M.gguf 3.52 GB afe592bf download
Auxiliary files 3 files 4.79 MB
imatrix.gguf 4.78 MB 0364c1ff download
.gitattributes 2.29 KB 5f78bc01 download
README.md 1.17 KB df755b0b download

README current version from Hugging Face


pipeline_tag: text-generation
tags:

  • uncensored
  • abliterated
    base_model:
  • allura-forge/Llama-3.3-8B-Instruct

This is an abliterated version of Llama-3.3-8B-Instruct, made using Heretic v1.1.0

This is the model with 128k context.

The quantizations were created using an imatrix merged from combined_en_medium and harmful.txt to leverage the abliterated nature of the model.

Performance

Metric This model Original model
Refusals 5/100 95/100
KL divergence 0.0919 0

BibTeX entry and citation info

@misc{heretic,
  author = {Weidmann, Philipp Emanuel},
  title = {Heretic: Fully automatic censorship removal for language models},
  year = {2025},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished = {\url{https://github.com/p-e-w/heretic}}
}

README history 2 versions

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

  1. 2025-12-31Add files using upload-large-folder toola2fb54b1.2 KB
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  2. 2025-12-31Create README.mde75db051.2 KB
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