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Huihui Ornith 1.0 9B Abliterated MTP GGUF

This is an uncensored version of deepreinforce-ai/Ornith-1.0-9B created with abliteration (see remove-refusals-with-transformers to know more about it). This is a crude, proof-of-concept implementation to remove...

KindOtherBase modelornith-ai/Ornith-1.0-9BVersionRevision 8796bfcPublisher@huihui-aiBgrade

Model source

Kind
Other
File size
2.26–17.1 GB
Base model
ornith-ai/Ornith-1.0-9B
Version
vRevision 8796bfc
Updated
Oct 13, 2026
Publisher
@huihui-ai
Downloads
14.9K
Parameters
9B
Tasks
Text generation
Source
Hugging Face

Source description

huihui-ai/Huihui-Ornith-1.0-9B-abliterated-MTP-GGUF

This is an uncensored version of deepreinforce-ai/Ornith-1.0-9B 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 We will directly perform ablation on the GGUF files from protoLabsAI/Ornith-1.0-9B-MTP-GGUF. Some weights quantized in Q3_K, Q4_K, Q5_K and Q6_K will be converted to Q8_0. This time, the weights of the first 5 layers, so the final weights will increase, but the change will not be significant.

We performed a simple quantization comparison between Q8_0 and MXFP4 on the Q3 version of protoLabsAI/Ornith-1.0-9B-MTP-GGUF.

Clearly, Q8_0 has the largest weight size, but its PPL is smaller than the original.

While MXFP4 can reduce the model weight size, it increases the PPL.

nameSizePPLweight
Ornith-1.0-9B-MTP-GGUF/ornith-9b-mtp-kl-IQ3_M.gguf4.67GB7.2065 +/- 0.04554Q6_K(output), IQ3_S(ffn_down/ssm_out)
Huihui-Ornith-1.0-9B-abliterated-MTP-GGUF-Q8/ornith-9b-mtp-kl-IQ3_M.gguf5.99GB7.1733 +/- 0.04588Q8_0(output/ffn_down/ssm_out)
Huihui-Ornith-1.0-9B-abliterated-MTP-GGUF/ornith-9b-mtp-kl-IQ3_M.gguf4.84GB7.2943 +/- 0.04648Q6_K(output), Q8_0(ffn_down/ssm_out)
Huihui-Ornith-1.0-9B-abliterated-MTP-GGUF-MXFP4/ornith-9b-mtp-kl-IQ3_M.gguf4.42GB7.3632 +/- 0.04687MXFP4(output/ffn_down/ssm_out)

Download

Use the latest llama.cpp,

huggingface-cli download huihui-ai/Huihui-Ornith-1.0-9B-abliterated-MTP-GGUF --local-dir ./huihui-ai/Huihui-Ornith-1.0-9B-abliterated-MTP-GGUF --token xxx

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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Sources

1 source
Hugging FacePrimaryVersion 8796bfc7a8071a1b3cb99384dbf4b2eb85d4bdb3
huggingface.co/huihui-ai/Huihui-Ornith-1.0-9B-abliterated-MTP-GGUF/tree/8796bfc7a8071a1b3cb99384dbf4b2eb85d4bdb3

Verified Sep 21

Model artifacts

5 artifacts

mtp-ornith-9b-mtp-kl-Q8_0.gguf

gguf · 2.26 GB · SHA-256 e7d45965219f…c3f4 · Hugging Face

Download

ornith-9b-mtp-kl-BF16.gguf

gguf · 17.1 GB · SHA-256 6e8009733b0e…a4ea · Hugging Face

Download

ornith-9b-mtp-kl-IQ3_M.gguf

gguf · 5.58 GB · SHA-256 b76d7725c341…94ea · Hugging Face

Download

ornith-9b-mtp-kl-Q4_K_M.gguf

gguf · 6.41 GB · SHA-256 79a11db216e8…887d · Hugging Face

Download

ornith-9b-mtp-kl-Q8_0.gguf

gguf · 9.11 GB · SHA-256 d8f694f5c471…20b8 · Hugging Face

Download

Source excerpts

3 excerpts

--- library_name: transformers license: mit pipeline_tag: text-generation base_model: - deepreinforce-ai/Ornith-1.0-9B tags: - gguf - llama.cpp - speculative-decoding - mtp - multi-token-prediction - qwen3.5 - 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-Ornith-1.0-9B-abliterated-MTP-GGUF This is an uncensored version of [deepreinforce-ai/Ornith-1.0-9B](https://huggingface.co/deepreinforce-ai/Ornith-1.0-9B) created with abliteration (see [remove-refusals-with-transformers](https://github.com/Sumandora/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** We will directly perform ablation on the GGUF files from [protoLabsAI/Ornith-1.0-9B-MTP-GGUF](https://huggingface.co/protoLabsAI/Ornith-1.0-9B-MTP-GGUF). Some weights quantized in Q3_K, Q4_K, Q5_K and Q6_K will be converted to Q8_0. This time, the weights of the first 5 layers, so the final weights will increase, but the change will not be signi...

Source context: 14890 downloads · 29 likes · Pipeline text-generation · Library transformers · Repo huihui-ai/Huihui-Ornith-1.0-9B-abliterated-MTP-GGUF

Source context: 18278 downloads · 13 likes · Pipeline text-generation · Library transformers · Repo huihui-ai/Huihui-Ornith-1.0-9B-abliterated-MTP-GGUF