Llama 3 Aaditya OpenBioLLM 8B by grimjim

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  Arxiv:2212.13138   Arxiv:2303.13375   Arxiv:2305.09617   Arxiv:2305.18290   Arxiv:2402.07023   Autotrain compatible Base model:finetune:meta-llama... Base model:meta-llama/meta-lla...   Chatml   Distillation   Dpo   En   Endpoints compatible   Finetuned   Gpt4   Instruct   Llama   Llama-3   Mixtral   Pytorch   Region:us   Rlhf   Safetensors   Sharded   Tensorflow

Llama 3 Aaditya OpenBioLLM 8B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama 3 Aaditya OpenBioLLM 8B (grimjim/llama-3-aaditya-OpenBioLLM-8B)

Llama 3 Aaditya OpenBioLLM 8B Parameters and Internals

Model Type 
biomedical, large language model
Use Cases 
Areas:
Research, Biomedical community
Applications:
Clinical note summarization, Medical question answering, Clinical entity recognition, Biomarkers extraction, Classification, De-Identification
Primary Use Cases:
Research assistance in healthcare and biomedical fields
Limitations:
Not evaluated in randomized controlled trials, Not for direct patient care or clinical decision support
Considerations:
Limited to research and exploratory applications by qualified individuals.
Additional Notes 
Model intended for research and non-clinical use. Extensive testing required for clinical settings.
Supported Languages 
en (English)
Training Details 
Data Sources:
Custom Medical Instruct dataset, DPO dataset
Methodology:
Fine-tuned using DPO dataset and diverse medical instruction dataset
Hardware Used:
GPU: H100 80GB SXM5
Input Output 
Input Format:
Chat template from Llama-3 instruct version
Accepted Modalities:
text
Performance Tips:
Use temperature = 0 to reduce verbosity.
Release Notes 
Notes:
A powerful tool for the biomedical domain, advancing open-source models in healthcare and life sciences.
LLM NameLlama 3 Aaditya OpenBioLLM 8B
Repository ๐Ÿค—https://huggingface.co/grimjim/llama-3-aaditya-OpenBioLLM-8B 
Base Model(s)  Meta Llama 3 8B   meta-llama/Meta-Llama-3-8B
Model Size8b
Required VRAM16.1 GB
Updated2025-02-05
Maintainergrimjim
Model Typellama
Model Files  5.0 GB: 1-of-4   5.0 GB: 2-of-4   4.9 GB: 3-of-4   1.2 GB: 4-of-4
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensellama3
Context Length8192
Model Max Length8192
Transformers Version4.40.0.dev0
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|end_of_text|>
Vocabulary Size128256
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than grimjim/llama-3-aaditya-OpenBioLLM-8B.

Rank the Llama 3 Aaditya OpenBioLLM 8B 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