BiMediX Bi by BiMediX

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  Arxiv:2402.13253   Ar   Autotrain compatible   Conversational   En   Endpoints compatible   Medical   Mixtral   Moe   Pytorch   Region:us   Sharded
Model Card on HF ๐Ÿค—: https://huggingface.co/BiMediX/BiMediX-Bi 

BiMediX Bi Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
BiMediX Bi (BiMediX/BiMediX-Bi)

BiMediX Bi Parameters and Internals

Model Type 
Bilingual Medical Mixture of Experts Large Language Model (LLM)
Use Cases 
Areas:
Medical interactions
Applications:
Medical interactions in English and Arabic
Primary Use Cases:
MCQA, closed QA, chats
Supported Languages 
English (proficient), Arabic (proficient)
Training Details 
Data Sources:
BiMed1.3M
Data Volume:
632 million tokens
Methodology:
QLoRA Adaptation technique
Model Architecture:
Mixtral-8x7B-Instruct-v0.1
Safety Evaluation 
Findings:
Potential issues: hallucinations, toxicity, stereotypes
LLM NameBiMediX Bi
Repository ๐Ÿค—https://huggingface.co/BiMediX/BiMediX-Bi 
Required VRAM93.6 GB
Updated2025-02-22
MaintainerBiMediX
Model Typemixtral
Model Files  4.9 GB: 1-of-19   5.0 GB: 2-of-19   5.0 GB: 3-of-19   4.9 GB: 4-of-19   5.0 GB: 5-of-19   5.0 GB: 6-of-19   4.9 GB: 7-of-19   5.0 GB: 8-of-19   5.0 GB: 9-of-19   4.9 GB: 10-of-19   5.0 GB: 11-of-19   5.0 GB: 12-of-19   5.0 GB: 13-of-19   4.9 GB: 14-of-19   5.0 GB: 15-of-19   5.0 GB: 16-of-19   4.9 GB: 17-of-19   5.0 GB: 18-of-19   4.2 GB: 19-of-19
Supported Languagesen ar
Model ArchitectureMixtralForCausalLM
Licensecc-by-nc-sa-4.0
Context Length32768
Model Max Length32768
Transformers Version4.37.0
Tokenizer ClassLlamaTokenizer
Padding Token</s>
Vocabulary Size32000
Torch Data Typebfloat16

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Mixtral Megamerge Dare 8x7b V132K / 93.6 GB20311

Rank the BiMediX Bi 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