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MiniCPM 1B Sft Bf16 by openbmb

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Model Card on HF 🤗: https://huggingface.co/openbmb/MiniCPM-1B-sft-bf16 

MiniCPM 1B Sft Bf16 Benchmarks

LLME Score: 0.20331
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
MiniCPM 1B Sft Bf16 (openbmb/MiniCPM-1B-sft-bf16)

MiniCPM 1B Sft Bf16 Parameters and Internals

Model Type 
End-Side LLM
Use Cases 
Areas:
academic research
Applications:
Mobile Phone Applications
Limitations:
Hallucinatory issues due to model size, Identity information outputs from ShareGPT corpus
Considerations:
Combining RAG method to enhance memory.
Additional Notes 
All model parameters for research and limited commercial use.
Supported Languages 
languages_supported (Chinese, Mathematics, Coding), proficiency_level (High)
Training Details 
Data Sources:
ShareGPT open-source corpus
Methodology:
SFT and DPO
Safety Evaluation 
Risk Categories:
hallucinatory issues, model identity bias
Input Output 
Input Format:
Prompt-based input
Accepted Modalities:
text, multimodal
Output Format:
Language and Multimodal generation
Performance Tips:
Specify model datatype in 'from_pretrained' to avoid calculation errors.
LLM NameMiniCPM 1B Sft Bf16
Repository 🤗https://huggingface.co/openbmb/MiniCPM-1B-sft-bf16 
Model Size1b
Required VRAM2.7 GB
Updated2025-02-05
Maintaineropenbmb
Model Files  2.7 GB
Supported Languagesen zh
Model ArchitectureMiniCPMForCausalLM
Context Length4096
Model Max Length4096
Transformers Version4.36.0
Tokenizer ClassLlamaTokenizer
Vocabulary Size73440
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than openbmb/MiniCPM-1B-sft-bf16.

Rank the MiniCPM 1B Sft Bf16 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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