| Model Type | | text generation, multimodal | 
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| Use Cases | 
| Areas: |  |  | Applications: | | Natural Language Generation, Multilingual Dialogue | 
 |  | Primary Use Cases: | | Assistant-like chat, Synthetic data generation | 
 |  | Limitations: | | Use in unsupported languages without additional safety checks | 
 |  | Considerations: | | The Llama 3.1 Community License and Acceptable Use Policy guide permissible use. | 
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| Additional Notes | | Developers should adhere to the Llama 3.1 Community License when using the model. | 
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| Supported Languages | | English (High), German (High), French (High), Italian (High), Portuguese (High), Hindi (High), Spanish (High), Thai (High) | 
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| Training Details | 
| Data Sources: | | Publicly available online data | 
 |  | Data Volume: |  |  | Methodology: | | Supervised fine-tuning and reinforcement learning with human feedback | 
 |  | Context Length: |  |  | Training Time: |  |  | Hardware Used: | | Meta's custom built GPU cluster | 
 |  | Model Architecture: | | Transformer-based auto-regressive language model | 
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| Safety Evaluation | 
| Methodologies: | | Red-teaming, Adversarial prompting | 
 |  | Findings: | | Cybersecurity uplift, Chemical safety assessments | 
 |  | Risk Categories: | | Misinformation, Child Safety, Cybersecurity | 
 |  | Ethical Considerations: | | Engagement in responsible AI practices is encouraged. | 
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| Responsible Ai Considerations | 
| Fairness: | | Emphasis on mitigation of biases through careful selection and use of data. | 
 |  | Transparency: | | Documentation and community engagement to enhance transparency. | 
 |  | Accountability: | | Developers are responsible for tailoring model use to their policy requirements. | 
 |  | Mitigation Strategies: | | Comprehensive red-teaming. | 
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| Input Output | 
| Input Format: |  |  | Accepted Modalities: |  |  | Output Format: | | Multilingual text and code output | 
 |  | Performance Tips: | | Use Grouped-Query Attention for enhanced scalability. | 
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| Release Notes | | 
| Version: |  |  | Date: |  |  | Notes: | | Multilingual support and improved safety protocols. | 
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