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Llama3 OpenBioLLM 8B by aaditya

 »  All LLMs  »  aaditya  »  Llama3 OpenBioLLM 8B   URL Share it on

  9632   
  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   Sharded
Model Card on HF 🤗: https://huggingface.co/aaditya/Llama3-OpenBioLLM-8B 

Llama3 OpenBioLLM 8B Benchmarks

ARC: 58.62 vs 96.7 (so35)-39.4%
HellaSwag: 80.76 vs 95.3 (gpt4)-15.3%
MMLU: 64.4 vs 88.3 (so35)-27.1%
TruthfulQA: 39.57 vs 59 (gpt4)-32.9%
WinoGrande: 70.88 vs 87.5 (gpt4)-19%
GSM8K: 10.16 vs 96.4 (so35)-89.5%
LLME Score: 0.27758
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama3 OpenBioLLM 8B (aaditya/Llama3-OpenBioLLM-8B)

Llama3 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 NameLlama3 OpenBioLLM 8B
Repository 🤗https://huggingface.co/aaditya/Llama3-OpenBioLLM-8B 
Base Model(s)  Meta Llama 3 8B   meta-llama/Meta-Llama-3-8B
Model Size8b
Required VRAM16.1 GB
Updated2025-02-05
Maintaineraaditya
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

Quantized Models of the Llama3 OpenBioLLM 8B

Model
Likes
Downloads
VRAM
...OpenBioLLM 8B Bnb 4bit Smashed066 GB
...OpenBioLLM 8B AWQ 4bit Smashed065 GB
...OpenBioLLM 8B HQQ 2bit Smashed054 GB

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Note: green Score (e.g. "73.2") means that the model is better than aaditya/Llama3-OpenBioLLM-8B.

Rank the Llama3 OpenBioLLM 8B Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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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Release v20241227
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