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MiniCPM 2B Sft Fp32 by openbmb

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Model Card on HF 🤗: https://huggingface.co/openbmb/MiniCPM-2B-sft-fp32 

MiniCPM 2B Sft Fp32 Benchmarks

LLME Score: 0.22136
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 Fp32 (openbmb/MiniCPM-2B-sft-fp32)

MiniCPM 2B Sft Fp32 Parameters and Internals

Model Type 
Language Model, Multimodal Model
Use Cases 
Areas:
Academic research, Commercial use (with authorization)
Applications:
Multimodal applications, Coding tasks, Mathematical problem solving
Limitations:
Prompt dependency can lead to inconsistent results, Hallucination issues due to model size, Identity information similar to GPT series
Considerations:
Ensure responsible use given limitations
Additional Notes 
Models can run on smartphones.
Supported Languages 
English (Supported), Chinese (Supported)
Training Details 
Data Sources:
ShareGPT
Methodology:
Instruction tuning and human preference utilizing SFT/DPO
Hardware Used:
1080/2080 GPU for parameter efficient finetuning, 3090/4090 GPU for full parameter finetuning
Model Architecture:
Transformer-based architecture
Input Output 
Accepted Modalities:
Text, Multimodal
Performance Tips:
Specify model data type in 'from_pretrained' to avoid calculation errors.
LLM NameMiniCPM 2B Sft Fp32
Repository 🤗https://huggingface.co/openbmb/MiniCPM-2B-sft-fp32 
Model Size2b
Required VRAM10.9 GB
Updated2025-02-05
Maintaineropenbmb
Model Files  10.9 GB
Supported Languagesen zh
Model ArchitectureMiniCPMForCausalLM
Licenseother
Context Length4096
Model Max Length4096
Transformers Version4.36.0
Tokenizer ClassLlamaTokenizer
Vocabulary Size122753
Torch Data Typefloat32

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Note: green Score (e.g. "73.2") means that the model is better than openbmb/MiniCPM-2B-sft-fp32.

Rank the MiniCPM 2B Sft Fp32 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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