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huihui-ai/Huihui-Laguna-S-2.1-abliterated-GGUF

huihui-ai GGUF 262K ctx
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Response includes
  • classification m8
  • files 4
  • hub_downloads_all_time 12,743
  • author_summary 184 models
  • readme_text full
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Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

Applied on top of layer-wise ablation 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.
  • author=huihui-ai + is_gguf=1
  • M3 (huihui abliteration) wrapped in M8 (GGUF quantization)
Refusal direction extracted via
Extraction technique

huihui-ai layer-band extraction

Confidence
HIGH
Why we say so
producer=huihui-ai (documented layer-band methodology in model cards)
Downloads · lifetime
13K
393 last 30d - cooling
Likes
15
Model age
2mo ago
created 2026-07-30
Downloads over time
Now12.9K→from270↑4,664%
04.7K9.4K14.2K270 on Jul 2912.9K on Oct 11JulAugSepOct
Jul 29 → Oct 11 · 52 snapshots · spans 74 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.

Metadata

Languages
en
Quantizations
Q3_K Q4_K
Tags
transformers gguf laguna-s-2.1 unsloth abliterated uncensored GGUF huihui text-generation en base_model:poolside/Laguna-S-2.1 base_model:quantized:poolside/Laguna-S-2.1

Related

Total size
113 GB
Files
4
Quantizations
3
Registered
2026-08-22 13:56
Last updated on HF
2026-08-02 09:44

Files by quantization

Q4_K 1 file 63.6 GB
Laguna-S-2.1-abliterated-Q4_K.gguf 63.6 GB ebb5b5b6 download
Q3_K 1 file 49.5 GB
Laguna-S-2.1-abliterated-Q3_K.gguf 49.5 GB 3968c87d download
Auxiliary files 2 files 6.01 KB
README.md 4.39 KB 7ebc4537 download
.gitattributes 1.62 KB f80a55c9 download

README current version from Hugging Face


language:

  • en
    library_name: transformers
    inference: false
    extra_gated_description: >-
    To learn more about how we process your personal data, please read our Privacy Policy.
    license: openmdw-1.1
    pipeline_tag: text-generation
    base_model:

  • poolside/Laguna-S-2.1
    tags:

  • laguna-s-2.1

  • unsloth

  • abliterated

  • uncensored

  • GGUF

  • huihui
    extra_gated_prompt: >-
    Usage Warnings

    “Risk of Sensitive or Controversial Outputs“: This model’s safety
    filtering has been significantly reduced, potentially generating sensitive,
    controversial, or inappropriate content. Users should exercise caution and
    rigorously review generated outputs.

    “Not Suitable for All Audiences:“ Due to limited content filtering, the
    model’s outputs may be inappropriate for public settings, underage users, or
    applications requiring high security.

    “Legal and Ethical Responsibilities“: Users must ensure their usage
    complies with local laws and ethical standards. Generated content may carry
    legal or ethical risks, and users are solely responsible for any consequences.

    “Research and Experimental Use“: It is recommended to use this model for
    research, testing, or controlled environments, avoiding direct use in
    production or public-facing commercial applications.

    “Monitoring and Review Recommendations“: Users are strongly advised to
    monitor model outputs in real-time and conduct manual reviews when necessary
    to prevent the dissemination of inappropriate content.

    “No Default Safety Guarantees“: Unlike standard models, this model has not
    undergone rigorous safety optimization. huihui.ai bears no responsibility for
    any consequences arising from its use.


huihui-ai/Huihui-Laguna-S-2.1-abliterated-GGUF

This is an uncensored version of poolside/Laguna-S-2.1 created with abliteration (see remove-refusals-with-transformers to know more about it).
This is a crude, proof-of-concept implementation to remove refusals from an LLM model without using TransformerLens.

Note This is an English language model, and support for other languages is not very good.

These GGUFs support llama.cpp and ds4.

llama.cpp

Use the latest llama.cpp,

llama-cli -m huihui-ai/Huihui-Laguna-S-2.1-abliterated-GGUF/Laguna-S-2.1-abliterated-Q4_K.gguf -c 262144

ds4

Use the latest ds4,

./ds4 -m huihui-ai/Huihui-Laguna-S-2.1-abliterated-GGUF/Laguna-S-2.1-abliterated-Q4_K.gguf --ctx 32768

Usage Warnings

  • Risk of Sensitive or Controversial Outputs: This model’s safety filtering has been significantly reduced, potentially generating sensitive, controversial, or inappropriate content. Users should exercise caution and rigorously review generated outputs.

  • Not Suitable for All Audiences: Due to limited content filtering, the model’s outputs may be inappropriate for public settings, underage users, or applications requiring high security.

  • Legal and Ethical Responsibilities: Users must ensure their usage complies with local laws and ethical standards. Generated content may carry legal or ethical risks, and users are solely responsible for any consequences.

  • Research and Experimental Use: It is recommended to use this model for research, testing, or controlled environments, avoiding direct use in production or public-facing commercial applications.

  • Monitoring and Review Recommendations: Users are strongly advised to monitor model outputs in real-time and conduct manual reviews when necessary to prevent the dissemination of inappropriate content.

  • No Default Safety Guarantees: Unlike standard models, this model has not undergone rigorous safety optimization. huihui.ai bears no responsibility for any consequences arising from its use.

Donation

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README history 2 versions

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

  1. 2026-08-02Update README.mde7e8b1d4.4 KB
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  2. 2026-08-01Super-squash branch 'main' using huggingface_hube367f624.3 KB
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Discussions 1 thread

  1. 2026-08-21Abliterated Laguna-S-2.1 PRE-RC2open1 💬#1
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