Llama3-8B-Chinese-Chat
| Property | Value |
|---|---|
| Parameter Count | 8.03B |
| Context Length | 8K tokens |
| Base Model | Meta-Llama-3-8B-Instruct |
| License | Llama3 License |
| Training Framework | LLaMA-Factory |
What is Llama3-8B-Chinese-Chat?
Llama3-8B-Chinese-Chat is an advanced bilingual language model specifically fine-tuned for Chinese and English interactions. Built upon Meta's Llama-3-8B-Instruct model, it has been optimized using ORPO (Reference-free Monolithic Preference Optimization) on approximately 100K preference pairs, making it particularly effective for Chinese-language tasks while maintaining strong English capabilities.
Implementation Details
The model was trained using full parameter fine-tuning with specific hyperparameters including a learning rate of 3e-6, cosine scheduler, and a context length of 8192 tokens. The training process utilized the ORPO methodology with a beta value of 0.05 and a global batch size of 128.
- Trained using paged_adamw_32bit optimizer
- 2 epochs of training with 0.1 warmup ratio
- BF16 precision for optimal performance
- Implements flash attention for efficient processing
Core Capabilities
- Advanced bilingual dialogue generation
- Enhanced roleplay capabilities
- Sophisticated function calling
- Improved mathematical reasoning
- Context-aware responses in both Chinese and English
- Reduced tendency to mix languages in responses
Frequently Asked Questions
Q: What makes this model unique?
This model represents the first Llama3-based model specifically optimized for Chinese-English bilingual interactions using ORPO methodology. It significantly reduces issues with language mixing and improves upon the base model's capabilities in roleplay, function calling, and mathematical reasoning.
Q: What are the recommended use cases?
The model excels in bilingual conversations, creative writing, mathematical problem-solving, and roleplay scenarios. It's particularly well-suited for applications requiring natural Chinese language generation while maintaining English capabilities.
