huihui-ai/Huihui-gemma-4-E2B-it-abliterated-v2
This is an uncensored version of google/gemma-4-E2B-it 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 the new version, the first 5 layers have not been abliterated, with fewer warnings and rejections. You can refer to the PPL values below:
| model | PPL | Gap |
|---|---|---|
| gemma-4-E2B-it/ggml-model-f16.gguf | PPL = 146.9989 +/- 2.02589 | + 0 |
| gemma-4-E2B-it-abliterated/ggml-model-f16.gguf | PPL = 164.4813 +/- 2.29295 | + 17.4824 |
| gemma-4-E2B-it-abliterated-v2/ggml-model-f16.gguf | PPL = 180.3022 +/- 2.49486 | + 33.3033 + 15.8209 |
The smaller the PPL value, the higher the model quality.
PPL value test command
llama-perplexity gemma-4-E2B-it/ggml-model-f16.gguf -c 8192 -b 512 -ctk bf16 -ctv bf16 -f wiki.test.raw
References
llama-perplexity
llama.cpp-b8740
ollama
Please use the latest version of ollama
You can use huihui_ai/gemma-4-abliterated:e2b-v2 directly,
ollama run huihui_ai/gemma-4-abliterated:e2b-v2
Usage Warnings
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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.
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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.
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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.
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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.
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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.
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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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