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MiniCPM 2B DPO Bf16 Safetensors by Goekdeniz-Guelmez

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MiniCPM 2B DPO Bf16 Safetensors is an open-source language model by Goekdeniz-Guelmez. Features: 2b LLM, VRAM: 5.5GB, Context: 4K, LLM Explorer Score: 0.13.

  Custom code   En   Minicpm   Mlx   Modelbest   Region:us   Safetensors   Thunlp   Zh
Model Card on HF 🤗: https://huggingface.co/Goekdeniz-Guelmez/MiniCPM-2B-dpo-bf16-safetensors 

MiniCPM 2B DPO Bf16 Safetensors Benchmarks

LLME Score: 0.1331
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
MiniCPM 2B DPO Bf16 Safetensors (Goekdeniz-Guelmez/MiniCPM-2B-dpo-bf16-safetensors)
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MiniCPM 2B DPO Bf16 Safetensors Parameters and Internals

Model Type 
Multimodal, Language Model
Use Cases 
Areas:
Academic Research, Commercial Applications (with authorization)
Applications:
Text Generation, Multimodal Inference
Primary Use Cases:
Language Processing, Model Deployment on Mobile Devices
Limitations:
Model can hallucinate due to its size limitations., Outputs are significantly influenced by prompts.
Considerations:
Users responsible for verifying outputs, particularly in sensitive use cases.
Additional Notes 
MiniCPM is open-source for academic use, with additional requirements for commercial use.
Supported Languages 
Chinese (High proficiency), English (High proficiency)
Training Details 
Data Sources:
Open-source corpus, ShareGPT
Methodology:
SFT and DPO
Hardware Used:
1080/2080 GPU, 3090/4090 GPU
Safety Evaluation 
Ethical Considerations:
The model does not understand or express personal opinions. Responsibility for evaluation and verification of content lies with the user.
Responsible Ai Considerations 
Fairness:
Model trained on a vast amount of open-source corpus to ensure wide adaptability.
Transparency:
Developers emphasize the model's inability to express opinions.
Accountability:
Users are responsible for evaluating and verifying the generated content.
Mitigation Strategies:
Iterative improvement plans for the model announced.
Input Output 
Input Format:
Text prompts
Accepted Modalities:
Text, Multimodal
Output Format:
Text responses
Performance Tips:
Specify model data types in 'from_pretrained' to avoid calculation errors.
LLM NameMiniCPM 2B DPO Bf16 Safetensors
Repository 🤗https://huggingface.co/Goekdeniz-Guelmez/MiniCPM-2B-dpo-bf16-safetensors 
Model Size2b
Required VRAM5.5 GB
Updated2026-04-09
MaintainerGoekdeniz-Guelmez
Model Typeminicpm
Model Files  5.5 GB
Supported Languagesen zh
Model ArchitectureMiniCPMForCausalLM
Context Length4096
Model Max Length4096
Transformers Version4.36.0
Tokenizer ClassLlamaTokenizer
Vocabulary Size122753
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than Goekdeniz-Guelmez/MiniCPM-2B-dpo-bf16-safetensors.

Rank the MiniCPM 2B DPO Bf16 Safetensors 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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