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Yi 6B Chat 8bits by 01-ai

 »  All LLMs  »  01-ai  »  Yi 6B Chat 8bits   URL Share it on

  148   
  Arxiv:2311.16502   Arxiv:2401.11944   Arxiv:2403.04652   8-bit   Autotrain compatible   Conversational   Endpoints compatible   Gptq   Llama   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/01-ai/Yi-6B-Chat-8bits 

Yi 6B Chat 8bits Benchmarks

LLME Score: 0.14952
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Yi 6B Chat 8bits (01-ai/Yi-6B-Chat-8bits)

Yi 6B Chat 8bits Parameters and Internals

Model Type 
Chat model, Text generation
Use Cases 
Areas:
Chat applications, Creative content generation
Applications:
Commercial applications, Research, Educational tools
Primary Use Cases:
Chatbots, Virtual assistants, Story generation
Limitations:
Potential for hallucination, May produce inconsistent outputs
Considerations:
Adjust generation parameters for desired output qualities.
Additional Notes 
Models do not directly use Llama's weights; unique datasets and training infrastructure emphasize Yi's independent development.
Supported Languages 
English (Fluent), Chinese (Fluent)
Training Details 
Data Sources:
Trainer Multilingual Corpora, 3T Tokens
Data Volume:
3T Multilingual Corpus
Methodology:
Transformer-based architecture
Context Length:
200000
Training Time:
Not specified
Hardware Used:
NVIDIA A800 (80GB), 4090 GPU
Model Architecture:
Based on Llama's architecture
Responsible Ai Considerations 
Fairness:
Addressed during model development.
Transparency:
Standard Transformer architecture; detailed in tech report.
Accountability:
01.AI
Mitigation Strategies:
Use of Supervised Fine-Tuning for better accuracy.
Input Output 
Input Format:
Interactive prompt conversation
Accepted Modalities:
Text
Output Format:
Text responses or follow-ups
Performance Tips:
Calibrate temperature, top_p, top_k settings for desired response diversity.
Release Notes 
Version:
1.0
Date:
2023-11-23
Notes:
Initial open-source release of chat model, supporting both 4-bit and 8-bit quantizations.
Version:
2.0
Date:
2023-12-19
Notes:
Improved performance in coding, math, and reasoning with larger context capabilities.
LLM NameYi 6B Chat 8bits
Repository 🤗https://huggingface.co/01-ai/Yi-6B-Chat-8bits 
Model Size6b
Required VRAM6.7 GB
Updated2025-02-22
Maintainer01-ai
Model Typellama
Model Files  6.7 GB
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length4096
Model Max Length4096
Transformers Version4.35.0
Tokenizer ClassLlamaTokenizer
Padding Token<unk>
Vocabulary Size64000
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than 01-ai/Yi-6B-Chat-8bits.

Rank the Yi 6B Chat 8bits Capabilities

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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 v20241227
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