# Huihui GLM 5.2 Abliterated GGUF

URL: https://interfaze.ai/models/huihui-aihuihui-glm-52-abliterated-gguf

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Huihui GLM 5.2 Abliterated GGUF by huihui-ai, a text-generation model. Understand and compare features, benchmarks, and capabilities.

## Comparison

| Feature | Huihui GLM 5.2 Abliterated GGUF | Interfaze |
| --- | --- | --- |
| Input Modalities | text | image, text, audio, video, document |
| Native OCR | No | Yes |
| Long Document Processing | Yes | Yes |
| Language Support | unknown | 162+ |
| Native Speech-to-Text | No | Yes |
| Native Object Detection | No | Yes |
| Guardrail Controls | No | Yes |
| Context Input Size | 1M | 1M |
| Tool Calling | Yes | Tool calling supported + built in browser, code execution and web search |

### Scaling

| Feature | Huihui GLM 5.2 Abliterated GGUF | Interfaze |
| --- | --- | --- |
| Scaling | Self-hosted/Provider-hosted with quantization | Unlimited |

[Try Interfaze](https://interfaze.ai/dashboard)[Read the Docs](https://interfaze.ai/docs)

View model card on [Hugging Face](https://huggingface.co/huihui-ai/Huihui-GLM-5.2-abliterated-GGUF)

This is an uncensored version of [zai-org/GLM-5.2](https://huggingface.co/zai-org/GLM-5.2) 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 [unsloth/GLM-5.2-GGUF](https://huggingface.co/unsloth/GLM-5.2-GGUF). Some weights quantized in Q5\_K and Q6\_K will be converted to Q8\_0. This time, the weights of the first 12 layers and all expert modules were not ablated, so the final weights will increase, but the change will not be significant. The UD-IQ1\_M is only 3GB larger than the original.

Some weights quantized in Q5\_K and Q6\_K, Q8\_0 will be converted to MXFP4 (UD-Q2\_K\_XL -> UD-Q2\_K\_MXFP4)

## Download and merge

Use the [llama.cpp](https://github.com/ggml-org/llama.cpp) split program to merge model (llama-gguf-split needs to be compiled.),

`huggingface-cli download huihui-ai/Huihui-GLM-5.2-abliterated-GGUF --local-dir ./huihui-ai/Huihui-GLM-5.2-abliterated-GGUF --token xxx llama-gguf-split --merge huihui-ai/Huihui-GLM-5.2-abliterated-GGUF/UD-IQ1_M/GLM-5.2-UD-IQ1_M-00001-of-00006.gguf huihui-ai/Huihui-GLM-5.2-abliterated-GGUF/GLM-5.2-UD-IQ1_M.gguf`

### 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.
    

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