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Llama 3.2 1B by NousResearch

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Model Card on HF 🤗: https://huggingface.co/NousResearch/Llama-3.2-1B 

Llama 3.2 1B Benchmarks

LLME Score: 0.2969
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama 3.2 1B (NousResearch/Llama-3.2-1B)

Llama 3.2 1B Parameters and Internals

Model Type 
text generation, multilingual
Use Cases 
Areas:
Commercial, Research
Applications:
Assistant-like chat and agentic applications, Knowledge retrieval and summarization, Writing assistants, Query and prompt rewriting
Primary Use Cases:
Natural language generation tasks
Limitations:
Use that violates applicable laws or regulations, Prohibited by the Acceptable Use Policy
Considerations:
Developers must ensure compliance with laws and complete deployments safely.
Additional Notes 
Intended for use in constrained environments; involves elements of responsible AI development.
Supported Languages 
English (supported), German (supported), French (supported), Italian (supported), Portuguese (supported), Hindi (supported), Spanish (supported), Thai (supported)
Training Details 
Data Sources:
publicly available online data
Data Volume:
9 trillion tokens
Methodology:
Using logits from the Llama 3.1 8B and 70B models in pretraining, knowledge distillation, Supervised Fine-Tuning, Rejection Sampling, Direct Preference Optimization.
Context Length:
128000
Hardware Used:
Meta's custom built GPU cluster, H100-80GB
Model Architecture:
auto-regressive language model using optimized transformer architecture
Safety Evaluation 
Methodologies:
Safety as a System, Red Teaming, CBRNE risk assessment, Child Safety risk assessments, Cyber Attacks risk assessment
Risk Categories:
CBRNE, Child Safety, Cyber Attacks
Responsible Ai Considerations 
Fairness:
Inclusive development, acknowledging diverse user backgrounds.
Transparency:
Open sourced and open to community contributions.
Mitigation Strategies:
Implemented safety mitigations and tones to address safety and ethical concerns.
Input Output 
Input Format:
Text
Accepted Modalities:
text
Output Format:
Text and code
Release Notes 
Version:
3.2
Date:
2024-09-25
Notes:
Release of Llama 3.2 multilingual models.
LLM NameLlama 3.2 1B
Repository 🤗https://huggingface.co/NousResearch/Llama-3.2-1B 
Model Size1b
Required VRAM2.5 GB
Updated2025-02-22
MaintainerNousResearch
Model Typellama
Model Files  2.5 GB
Supported Languagesen de fr it pt hi es th
Model ArchitectureLlamaForCausalLM
Licensellama3.2
Context Length131072
Model Max Length131072
Transformers Version4.45.0.dev0
Tokenizer ClassPreTrainedTokenizerFast
Vocabulary Size128256
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than NousResearch/Llama-3.2-1B.

Rank the Llama 3.2 1B 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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