huihui-ai/Huihui-Mistral-Small-3.2-24B-Instruct-2506-abliterated-v2
Hugging Face
VISIONConcurrency Cost:2Model Size:24BQuant:FP8Ctx Length:32kPublished:Sep 11, 2025License:apache-2.0Architecture:Transformer0.0K Open Weights Warm

Huihui-Mistral-Small-3.2-24B-Instruct-2506-abliterated-v2 by huihui-ai is an uncensored version of Mistral-Small-3.2-24B-Instruct-2506, created using an abliteration technique to remove refusal behaviors. This model is a proof-of-concept implementation focused on testing the removal of refusals based on specific user requirements and an ablation dataset. It processes text inputs and is designed for research and experimental use where reduced safety filtering is desired.

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Model Overview

This model, huihui-ai/Huihui-Mistral-Small-3.2-24B-Instruct-2506-abliterated-v2, is an uncensored variant of mistralai/Mistral-Small-3.2-24B-Instruct-2506. It was developed by huihui-ai using an "abliteration" technique, a proof-of-concept method to remove refusal behaviors from the base LLM without relying on TransformerLens.

Key Differentiators

  • Uncensored Output: Safety filtering has been significantly reduced, allowing for a broader range of generated content.
  • Abliteration Technique: Utilizes a specific ablation dataset to target and remove refusal mechanisms, differing from previous versions.
  • Text-focused: Only the text processing part of the original model was modified; image processing capabilities remain as in the base model.

Usage Warnings

Users should be aware of several critical warnings:

  • Risk of Sensitive Content: The model may generate sensitive, controversial, or inappropriate outputs due to reduced safety filtering.
  • Not for All Audiences: Outputs may be unsuitable for public settings, underage users, or applications requiring high security.
  • User Responsibility: Users are solely responsible for ensuring compliance with legal and ethical standards.
  • Research Use Only: Recommended for research, testing, or controlled environments; not advised for production or public-facing commercial applications.
  • No Safety Guarantees: huihui.ai disclaims responsibility for consequences arising from its use, as it lacks rigorous safety optimization.