Linly Chinese LLaMA 13B Hf by P01son

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  Autotrain compatible   Endpoints compatible   Llama   Pytorch   Region:us   Sharded

Linly Chinese LLaMA 13B Hf Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Linly Chinese LLaMA 13B Hf (P01son/Linly-Chinese-LLaMA-13b-hf)
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Linly Chinese LLaMA 13B Hf Parameters and Internals

Model Type 
Text generation, Chatbot
Use Cases 
Areas:
Chinese Language Processing, Chatbots, Text Generation
Applications:
Customer service chatbots, Content creation in Chinese
Primary Use Cases:
Conversational AI, Language understanding and generation
Limitations:
Limited to Chinese and basic English, May generate biased content
Considerations:
Ensure appropriate use in culturally sensitive contexts
Additional Notes 
Ongoing support for community feedback and improvements.
Supported Languages 
Chinese (High proficiency), English (Basic proficiency)
Training Details 
Data Sources:
Chinese text corpus
Methodology:
Fine-tuned for Chinese language processing
Hardware Used:
NVIDIA GPUs
Model Architecture:
Transformer-based
Safety Evaluation 
Methodologies:
Adversarial testing
Findings:
Handles Chinese language efficiently with some bias in rare contexts
Risk Categories:
Misinformation, Bias
Ethical Considerations:
Regular updates to improve fairness and reduce bias
Responsible Ai Considerations 
Fairness:
Continuous assessment for biases, especially in terms of cultural and language-specific nuances
Transparency:
Open-sourced architecture and training processes
Accountability:
Developers are accountable for ensuring ethical AI use
Mitigation Strategies:
Incorporating feedback loops and diverse datasets
Input Output 
Input Format:
Encoded text prompt in JSON format
Accepted Modalities:
text
Output Format:
Textual response in JSON format
Performance Tips:
Shorter prompts yield faster responses
Release Notes 
Version:
v1.0
Date:
2023-07-17
Notes:
Initial release with optimized Chinese language processing.
LLM NameLinly Chinese LLaMA 13B Hf
Repository ๐Ÿค—https://huggingface.co/P01son/Linly-Chinese-LLaMA-13b-hf 
Model Size13b
Required VRAM26 GB
Updated2025-10-25
MaintainerP01son
Model Typellama
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3
Model ArchitectureLlamaForCausalLM
Context Length2048
Model Max Length2048
Transformers Version4.28.1
Tokenizer ClassLlamaTokenizer
Vocabulary Size32000
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than P01son/Linly-Chinese-LLaMA-13b-hf.

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124