| Model Type | | text generation, multilingual | 
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| Use Cases | 
| Areas: |  |  | 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. | 
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| Additional Notes | | Intended for use in constrained environments; involves elements of responsible AI development. | 
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| Supported Languages | | English (supported), German (supported), French (supported), Italian (supported), Portuguese (supported), Hindi (supported), Spanish (supported), Thai (supported) | 
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| Training Details | 
| Data Sources: | | publicly available online data | 
 |  | Data Volume: |  |  | 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: |  |  | Hardware Used: | | Meta's custom built GPU cluster, H100-80GB | 
 |  | Model Architecture: | | auto-regressive language model using optimized transformer architecture | 
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| 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 | 
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| 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. | 
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| Input Output | 
| Input Format: |  |  | Accepted Modalities: |  |  | Output Format: |  |  | 
| Release Notes | | 
| Version: |  |  | Date: |  |  | Notes: | | Release of Llama 3.2 multilingual models. | 
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