huihui-ai/Huihui-Mistral-Small-3.2-24B-Instruct-2506-abliterated-v2

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.