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huihui-ai/Huihui-GLM-5.3-Flash-abliterated-GGUF overview

huihui ai/Huihui GLM 5.3 Flash abliterated GGUF This is an uncensored version of zai org/GLM 5.3 Flash https://huggingface.co/zai org/GLM 5.3 Flash created wit…

transformersggufabliterateduncensoredhuihuiunslothglm5_nextimage-text-to-textenzhbase_model:zai-org/GLM-5.3-Flashbase_model:quantized:zai-org/GLM-5.3-Flashlicense:mitendpoints_compatibleregion:usimatrixconversational

Runs locally from ~9.0 MB disk (4 GB VRAM class GPUs with llama.cpp / guIDE).

Downloads
20,057
Likes
198
Pipeline
image-text-to-text
Author

Repository Files & Downloads

34 GGUF files detected
Direct downloads for local inference
FileTypeQuantizationSizeLink
UD-IQ1_M/GLM-5.3-Flash-UD-IQ1_M-00001-of-00003.ggufGGUFIQ1_M9.0 MBDownload
UD-IQ1_M/GLM-5.3-Flash-UD-IQ1_M-00002-of-00003.ggufGGUFIQ1_M46.56 GBDownload
UD-IQ1_M/GLM-5.3-Flash-UD-IQ1_M-00003-of-00003.ggufGGUFIQ1_M44.31 GBDownload
UD-IQ1_S/GLM-5.3-Flash-UD-IQ1_S-00001-of-00003.ggufGGUFIQ1_S9.0 MBDownload
UD-IQ1_S/GLM-5.3-Flash-UD-IQ1_S-00002-of-00003.ggufGGUFIQ1_S46.21 GBDownload
UD-IQ1_S/GLM-5.3-Flash-UD-IQ1_S-00003-of-00003.ggufGGUFIQ1_S40.47 GBDownload
UD-IQ2_XXS/GLM-5.3-Flash-UD-IQ2_XXS-00001-of-00004.ggufGGUFIQ2_XXS9.0 MBDownload
UD-IQ2_XXS/GLM-5.3-Flash-UD-IQ2_XXS-00002-of-00004.ggufGGUFIQ2_XXS46.47 GBDownload
UD-IQ2_XXS/GLM-5.3-Flash-UD-IQ2_XXS-00003-of-00004.ggufGGUFIQ2_XXS45.87 GBDownload
UD-IQ2_XXS/GLM-5.3-Flash-UD-IQ2_XXS-00004-of-00004.ggufGGUFIQ2_XXS2.51 GBDownload
UD-IQ3_XXS/GLM-5.3-Flash-UD-IQ3_XXS-00001-of-00004.ggufGGUFIQ3_XXS9.0 MBDownload
UD-IQ3_XXS/GLM-5.3-Flash-UD-IQ3_XXS-00002-of-00004.ggufGGUFIQ3_XXS45.88 GBDownload
UD-IQ3_XXS/GLM-5.3-Flash-UD-IQ3_XXS-00003-of-00004.ggufGGUFIQ3_XXS45.71 GBDownload
UD-IQ3_XXS/GLM-5.3-Flash-UD-IQ3_XXS-00004-of-00004.ggufGGUFIQ3_XXS20.51 GBDownload
UD-IQ4_XS/GLM-5.3-Flash-UD-IQ4_XS-00001-of-00005.ggufGGUFIQ4_XS9.0 MBDownload
UD-IQ4_XS/GLM-5.3-Flash-UD-IQ4_XS-00002-of-00005.ggufGGUFIQ4_XS46.56 GBDownload
UD-IQ4_XS/GLM-5.3-Flash-UD-IQ4_XS-00003-of-00005.ggufGGUFIQ4_XS46.20 GBDownload
UD-IQ4_XS/GLM-5.3-Flash-UD-IQ4_XS-00004-of-00005.ggufGGUFIQ4_XS46.09 GBDownload
UD-IQ4_XS/GLM-5.3-Flash-UD-IQ4_XS-00005-of-00005.ggufGGUFIQ4_XS7.20 GBDownload
UD-Q2_K_XL/GLM-5.3-Flash-UD-Q2_K_XL-00001-of-00004.ggufGGUFQ2_K_XL9.0 MBDownload
UD-Q2_K_XL/GLM-5.3-Flash-UD-Q2_K_XL-00002-of-00004.ggufGGUFQ2_K_XL45.91 GBDownload
UD-Q2_K_XL/GLM-5.3-Flash-UD-Q2_K_XL-00003-of-00004.ggufGGUFQ2_K_XL46.52 GBDownload
UD-Q2_K_XL/GLM-5.3-Flash-UD-Q2_K_XL-00004-of-00004.ggufGGUFQ2_K_XL8.82 GBDownload
UD-Q3_K_XL/GLM-5.3-Flash-UD-Q3_K_XL-00001-of-00004.ggufGGUFQ3_K_XL9.0 MBDownload
UD-Q3_K_XL/GLM-5.3-Flash-UD-Q3_K_XL-00002-of-00004.ggufGGUFQ3_K_XL46.20 GBDownload
UD-Q3_K_XL/GLM-5.3-Flash-UD-Q3_K_XL-00003-of-00004.ggufGGUFQ3_K_XL46.22 GBDownload
UD-Q3_K_XL/GLM-5.3-Flash-UD-Q3_K_XL-00004-of-00004.ggufGGUFQ3_K_XL44.98 GBDownload
UD-Q4_K_XL/GLM-5.3-Flash-UD-Q4_K_XL-00001-of-00006.ggufGGUFQ4_K_XL9.0 MBDownload
UD-Q4_K_XL/GLM-5.3-Flash-UD-Q4_K_XL-00002-of-00006.ggufGGUFQ4_K_XL45.82 GBDownload
UD-Q4_K_XL/GLM-5.3-Flash-UD-Q4_K_XL-00003-of-00006.ggufGGUFQ4_K_XL46.56 GBDownload
UD-Q4_K_XL/GLM-5.3-Flash-UD-Q4_K_XL-00004-of-00006.ggufGGUFQ4_K_XL45.36 GBDownload
UD-Q4_K_XL/GLM-5.3-Flash-UD-Q4_K_XL-00005-of-00006.ggufGGUFQ4_K_XL45.66 GBDownload
UD-Q4_K_XL/GLM-5.3-Flash-UD-Q4_K_XL-00006-of-00006.ggufGGUFQ4_K_XL2.59 GBDownload
mmproj-model-bf16.ggufGGUFBF161.08 GBDownload

Model Details

Model IDhuihui-ai/Huihui-GLM-5.3-Flash-abliterated-GGUF
Authorhuihui-ai
Pipelineimage-text-to-text
Licensemit
Base modelzai-org/GLM-5.3-Flash
Last modified2026-10-09T06:08:59.000Z

Model README

---

language:

  • en
  • zh

library_name: transformers

license: mit

pipeline_tag: image-text-to-text

base_model:

  • zai-org/GLM-5.3-Flash

tags:

  • abliterated
  • uncensored
  • huihui
  • unsloth
  • glm5_next

---

huihui-ai/Huihui-GLM-5.3-Flash-abliterated-GGUF

This is an uncensored version of zai-org/GLM-5.3-Flash 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.

Latest update

The latest version of llama.cpp now officially supports zai-org/GLM-5.3-Flash.

We have updated the first file of each quantized version, so you only need to download the first file.

Note

GGUFs come from unsloth/GLM-5.3-Flash-GGUF.

Only layers 15 to 35 (0-based indexing) have been ablated, while the other layers and all expert modules remain unablated.

llama.cpp

To run, please unslothai llama.cpp PR,

llama-cli -m huihui-ai/Huihui-GLM-5.3-Flash-abliterated-GGUF/UD-Q4_K_XL/GLM-5.3-Flash-UD-Q4_K_XL-00001-of-00006.gguf -c 262144

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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