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Minitron 8B Base by nvidia

 »  All LLMs  »  nvidia  »  Minitron 8B Base   URL Share it on

  13   
  Arxiv:2009.03300   Arxiv:2407.14679   Nemo   Nemotron   Pytorch   Region:us
Model Card on HF 🤗: https://huggingface.co/nvidia/Minitron-8B-Base 

Minitron 8B Base Benchmarks

MMLU Pro: 24.23
GPQA: 3.13
MUSR: 9.09
BBH: 22.04
IFEval: 24.24 vs 88 (so35)-72.5%
MATH Lvl 5: 2.34
LLME Score: 0.25443
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Minitron 8B Base (nvidia/Minitron-8B-Base)

Minitron 8B Base Parameters and Internals

Model Type 
text generation, auto-regressive
Use Cases 
Areas:
research, development
Applications:
Multitask language understanding, code generation
Limitations:
Contains biases from internet-crawled data, May emit toxic or biased content
Considerations:
Developers must ensure use case requirements and address model misuse
Additional Notes 
Performance improvements achieved with fewer training tokens per model.
Supported Languages 
languages (/text), proficiency_levels (English and multilingual, including code)
Training Details 
Data Sources:
continuous pre-training data corpus from Nemotron-4 15B
Data Volume:
94 billion tokens
Methodology:
Pruning, knowledge distillation, continued training
Training Time:
Feb 2024 - June 2024
Hardware Used:
NVIDIA A100
Model Architecture:
Transformer Decoder
Responsible Ai Considerations 
Fairness:
Efforts required by developers to ensure meeting industry and use case requirements.
Accountability:
Shared responsibility promoted by NVIDIA
Mitigation Strategies:
Establish policies and practices to address product misuse.
Input Output 
Input Format:
String
Output Format:
String
Release Notes 
Version:
Minitron-8B-Base
Date:
February 2024 - June 2024
Notes:
Pruned and distilled from Nemotron-4 15B, achieving compute cost savings and improved performance.
LLM NameMinitron 8B Base
Repository 🤗https://huggingface.co/nvidia/Minitron-8B-Base 
Model Size8b
Required VRAM16.5 GB
Updated2025-02-05
Maintainernvidia
Model Typenemotron
Model Files  16.5 GB
Model ArchitectureNemotronForCausalLM
Licenseother
Context Length4096
Model Max Length4096
Transformers Version4.44.0
Tokenizer ClassPreTrainedTokenizerFast
Vocabulary Size256000
Torch Data Typebfloat16

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Rank the Minitron 8B Base 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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Release v20241227
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