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

Overview

This model, huihui-ai/Huihui-Mistral-Small-3.2-24B-Instruct-2506-abliterated, is an uncensored variant of the mistralai/Mistral-Small-3.2-24B-Instruct-2506 model. It was created using an "abliteration" technique, detailed in the remove-refusals-with-transformers project, to specifically remove refusal behaviors from the original LLM. The process focused solely on the text component, not the image processing capabilities.

Key Characteristics

• Uncensored Output: Designed to generate responses without refusal behaviors, offering a broader range of outputs compared to its base model.
• Base Model: Built upon Mistral-Small-3.2-24B-Instruct-2506, inheriting its 24 billion parameters and 32768 token context length.
• Proof-of-Concept: Represents a crude, proof-of-concept implementation for refusal removal without relying on TransformerLens.
• Multimodal (Text Only Abliteration): While the base model supports multimodal inputs (text and image), only the text generation aspect was processed for uncensoring.

Usage Warnings

Users should be aware of significant risks associated with this model due to its reduced safety filtering:

• Sensitive Content: It may generate sensitive, controversial, or inappropriate content.
• Limited Suitability: Not recommended for public-facing applications, underage users, or environments requiring strict content moderation.
• User Responsibility: Users are solely responsible for ensuring compliance with legal and ethical standards for generated content.
• Research Focus: Primarily intended for research, testing, and controlled environments, not for production use.
• No Safety Guarantees: huihui.ai explicitly states no responsibility for consequences arising from its use, as it lacks rigorous safety optimization.