Dolphin-Thinker-Preview Model Card

Model Details

Model Name: Dolphin-Thinker-Preview
Developer: Daemontatox
Base Model: cognitivecomputations/Dolphin3.0-Mistral-24B
License: Apache 2.0
Language: English
Library: Transformers
Model Type: Text Generation

Model Description

Dolphin-Thinker-Preview is an experimental language model designed to balance fast thinking capabilities with enhanced reasoning abilities. This model represents a research effort to explore advanced conversational AI capabilities while maintaining computational efficiency.

Training Details

• Base Architecture: Mistral 24B
• Training Framework: Unsloth (2x faster training) + Huggingface TRL library
• Fine-tuning Approach: Custom fine-tuning on top of Dolphin 3.0
• Status: Experimental/Research Preview

Intended Use

Primary Use Cases

• Research and experimentation in conversational AI
• Academic studies on language model capabilities
• Development and testing of AI applications

Out-of-Scope Use

• Production deployment without thorough evaluation
• Applications requiring guaranteed reliability or safety
• Commercial use without proper validation

Performance Characteristics

The model aims to achieve:

• Fast Inference: Optimized for quick response generation
• Enhanced Reasoning: Improved logical thinking capabilities
• Balanced Output: Attempts to balance creativity with coherence

Limitations and Considerations

Technical Limitations

• Experimental status means performance may be unpredictable
• Limited evaluation data available
• May exhibit biases present in training data
• Potential for generating inconsistent outputs

Ethical Considerations

• Requires careful monitoring during use
• May need additional safety measures for deployment
• Should be evaluated for potential harmful outputs
• Recommended for research environments only

Evaluation

Current Status: Research Preview - Limited evaluation data available

Comprehensive evaluation metrics and benchmarks are pending further development and testing.

Citation

@misc{dolphin-thinker-preview,
  title={Dolphin-Thinker-Preview},
  author={Daemontatox},
  year={2025},
  howpublished={\url{https://huggingface.co/Daemontatox/Dolphin-Thinker-Preview}},
}

Contact

For questions or issues regarding this model, please contact the developer through appropriate channels.

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Disclaimer: This model is experimental and intended for research purposes. Users should exercise caution and implement appropriate safety measures when using this model.