How to use from
vLLM
Install from pip and serve model
# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "leonvanbokhorst/deepseek-r1-uncertainty"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "leonvanbokhorst/deepseek-r1-uncertainty",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'
Use Docker
docker model run hf.co/leonvanbokhorst/deepseek-r1-uncertainty:Q5_K_M
Quick Links

Friction Reasoning Model

This model is fine-tuned to respond in an uncertain manner. It's based on DeepSeek-R1-Distill-Qwen-7B and trained on a curated dataset of uncertainty examples.

Model Description

  • Model Architecture: DeepSeek-R1-Distill-Qwen-7B with LoRA adapters
  • Language(s): English
  • License: Apache 2.0
  • Finetuning Approach: Instruction tuning with friction-based reasoning examples

Limitations

The model:

  • Is not designed for factual question-answering
  • May sometimes be overly uncertain
  • Should not be used for medical, legal, or financial advice
  • May not perform well on objective or factual tasks

Bias and Risks

The model:

  • May exhibit biases present in the training data
  • Could potentially reinforce uncertainty in certain situations
  • Might challenge user assumptions in sensitive contexts
  • Should be used with appropriate content warnings

Citation

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

@misc{friction-reasoning-2025,
  author = {Leon van Bokhorst},
  title = {Mixture of Friction: Fine-tuned Language Model for Uncertainty},
  year = {2025},
  publisher = {HuggingFace},
  journal = {HuggingFace Model Hub},
  howpublished = {\url{https://huggingface.co/leonvanbokhorst/deepseek-r1-uncertainty}}
}

Acknowledgments

  • DeepSeek AI for the base model
  • Unsloth team for the optimization toolkit
  • HuggingFace for the model hosting and infrastructure
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