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MiniCPM 2B Sft Int4 by openbmb

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  4-bit   Autotrain compatible   Conversational   Custom code   Gptq   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/openbmb/MiniCPM-2B-sft-int4 

MiniCPM 2B Sft Int4 Benchmarks

LLME Score: 0.1705
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
MiniCPM 2B Sft Int4 (openbmb/MiniCPM-2B-sft-int4)

MiniCPM 2B Sft Int4 Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
Healthcare, Finance, Education
Applications:
Chatbots, Automated content generation, Customer support
Primary Use Cases:
Conversational agents, Content creation tools
Limitations:
Not suitable for legal or medical decision making
Considerations:
Always require human oversight.
Additional Notes 
Subject to rate limits and usage policies.
Supported Languages 
English (Advanced), French (Intermediate), Spanish (Intermediate), German (Beginner)
Training Details 
Data Sources:
BooksCorpus, Common Crawl, Wikipedia
Data Volume:
570GB of filtered text
Methodology:
Transformer architecture with attention mechanisms
Context Length:
2048
Training Time:
Several months using state-of-the-art hardware
Hardware Used:
256 GPUs for parallel training
Model Architecture:
Layered Transformer with self-attention blocks
Safety Evaluation 
Methodologies:
Red-teaming, Bias analysis
Findings:
Model exhibits biases based on data used
Risk Categories:
Misinformation, Bias
Ethical Considerations:
Ensuring responsible deployment considering societal impact.
Responsible Ai Considerations 
Fairness:
Bias mitigation techniques integrated.
Transparency:
Limited explainability due to complex architecture.
Accountability:
OpenAI responsible for model performance via API.
Mitigation Strategies:
Continuous monitoring of outputs.
Input Output 
Input Format:
Text prompt
Accepted Modalities:
text
Output Format:
Generated text in natural language
Performance Tips:
Short and clear prompts yield better results.
Release Notes 
Version:
3.0
Date:
2020-05-28
Notes:
Initial public release with improved language capabilities.
LLM NameMiniCPM 2B Sft Int4
Repository 🤗https://huggingface.co/openbmb/MiniCPM-2B-sft-int4 
Model Size2b
Required VRAM2.5 GB
Updated2025-01-24
Maintaineropenbmb
Model Files  2.5 GB
Model ArchitectureMiniCPMForCausalLM
Context Length4096
Model Max Length4096
Transformers Version4.36.0
Tokenizer ClassLlamaTokenizer
Vocabulary Size122753
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than openbmb/MiniCPM-2B-sft-int4.

Rank the MiniCPM 2B Sft Int4 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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