Seed-OSS-36B-Instruct-MPOA-v1-GGUF

YanLabs/Seed-OSS-36B-Instruct-MPOA-v1

This model is a variant of YanLabs/Seed-OSS-36B-Instruct-MPOA. The current model is less abliterated to preserve the capability of original model. Refusals might occur at quants lower than F16, but I like its style of writing when it does not refuse.

This is an abliterated version of ByteDance-Seed/Seed-OSS-36B-Instruct using the norm-preserving biprojected abliteration technique.

⚠️ Warning: Safety guardrails and refusal mechanisms have been removed through abliteration. This model may generate harmful content and is intended for mechanistic interpretability research only.

Model Details

Model Description

This model applies norm-preserving biprojected abliteration to remove refusal behaviors while preserving the model's original capabilities. The technique surgically removes "refusal directions" from the model's activation space without traditional fine-tuning.

• Developed by: YanLabs
• Model type: Causal Language Model (Transformer)
• License: apache-2.0
• Base model: ByteDance-Seed/Seed-OSS-36B-Instruct

Model Sources

• Base Model: ByteDance-Seed/Seed-OSS-36B-Instruct
• Abliteration Tool: jim-plus/llm-abliteration
• Paper: Norm-Preserving Biprojected Abliteration

Uses

Intended Use

• Research: Mechanistic interpretability studies
• Analysis: Understanding LLM safety mechanisms
• Development: Testing abliteration techniques

Out-of-Scope Use

• ❌ Production deployments
• ❌ User-facing applications
• ❌ Generating harmful content for malicious purposes

Limitations

• Abliteration does not guarantee complete removal of all refusals
• May generate unsafe or harmful content
• Model behavior may be unpredictable in edge cases
• No explicit harm prevention mechanisms remain

Citation

If you use this model in your research, please cite:

@misc{Seed-OSS-36B-Instruct-MPOA,
  author = {YanLabs},
  title = {Seed-OSS-36B-Instruct-MPOA},
  year = {2025},
  publisher = {HuggingFace},
  howpublished = {\url{https://huggingface.co/YanLabs/Seed-OSS-36B-Instruct-MPOA}},
  note = {Abliterated using norm-preserving biprojected technique}
}