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Alptekinege/Huihui-MoE-12B-A4B-abliterated-Q6_K-GGUF

Alptekinege 12B GGUF MoE second-order 41K ctx
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  • classification m8
  • files 3
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  • author_summary 2 models
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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
MEDIUM
Inherited from base model
Why this label 3 signals
Method inferred from partial signals - repository name, related files, or tag patterns. Producer identity not confirmed; label may sharpen or shift as we gather more evidence.
  • 'abliterated' in name/tags
  • is_gguf=1
  • assume M1 (base ablation) + M8 (GGUF quant) - default when producer unknown
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
1K
56 last 30d - cooling
Likes
2
Model age
16mo ago
created 2025-06-15
Downloads over time
Now1.1K→from217↑395%
1745038321.2K217 on Jul 9, 20251.1K on Oct 111.1K on Oct 9Jul '25Sep '25Nov '25JanMarMayJulSep
Jul 9, 2025 → Oct 11 · 105 snapshots · spans 459 days

Genealogy 0 direct forks

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Metadata

License
apache-2.0
Tags
transformers gguf moe llama-cpp gguf-my-repo text-generation base_model:huihui-ai/Huihui-MoE-12B-A4B-abliterated base_model:quantized:huihui-ai/Huihui-MoE-12B-A4B-abliterated license:apache-2.0 endpoints_compatible region:us

Related

Total size
9.54 GB
Files
3
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2025-06-15 23:28

Files by quantization

Auxiliary files 3 files 9.54 GB
huihui-moe-12b-a4b-abliterated-q6_k.gguf 9.54 GB 935a34cd download
README.md 3.38 KB 8369858e download
.gitattributes 1.56 KB 63937246 download

README current version from Hugging Face


license: apache-2.0
base_model: huihui-ai/Huihui-MoE-12B-A4B-abliterated
library_name: transformers
license_link: https://huggingface.co/Qwen/Qwen3-4B/blob/main/LICENSE
pipeline_tag: text-generation
tags:

  • moe

  • llama-cpp

  • gguf-my-repo
    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.'


Alptekinege/Huihui-MoE-12B-A4B-abliterated-Q6_K-GGUF

This model was converted to GGUF format from huihui-ai/Huihui-MoE-12B-A4B-abliterated using llama.cpp via the ggml.ai's GGUF-my-repo space.
Refer to the original model card for more details on the model.

Use with llama.cpp

Install llama.cpp through brew (works on Mac and Linux)

brew install llama.cpp

Invoke the llama.cpp server or the CLI.

CLI:

llama-cli --hf-repo Alptekinege/Huihui-MoE-12B-A4B-abliterated-Q6_K-GGUF --hf-file huihui-moe-12b-a4b-abliterated-q6_k.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo Alptekinege/Huihui-MoE-12B-A4B-abliterated-Q6_K-GGUF --hf-file huihui-moe-12b-a4b-abliterated-q6_k.gguf -c 2048

Note: You can also use this checkpoint directly through the usage steps listed in the Llama.cpp repo as well.

Step 1: Clone llama.cpp from GitHub.

git clone https://github.com/ggerganov/llama.cpp

Step 2: Move into the llama.cpp folder and build it with LLAMA_CURL=1 flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).

cd llama.cpp && LLAMA_CURL=1 make

Step 3: Run inference through the main binary.

./llama-cli --hf-repo Alptekinege/Huihui-MoE-12B-A4B-abliterated-Q6_K-GGUF --hf-file huihui-moe-12b-a4b-abliterated-q6_k.gguf -p "The meaning to life and the universe is"

or

./llama-server --hf-repo Alptekinege/Huihui-MoE-12B-A4B-abliterated-Q6_K-GGUF --hf-file huihui-moe-12b-a4b-abliterated-q6_k.gguf -c 2048

README history 1 version

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

  1. 2025-06-15Upload README.md with huggingface_huba611e2f3.4 KB
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