Meta Llama 3 8B Instruct is an open-source language model by meta-llama. Features: 8b LLM, VRAM: 16.1GB, Context: 8K, License: llama3, Instruction-Based, LLM Explorer Score: 0.38, Arc: 60.8, HellaSwag: 78.6, MMLU: 67.1, GSM8K: 68.7.
Meta Llama 3 8B Instruct Parameters and Internals
Model Type text generation, dialogue optimization
Use Cases
Areas: research, commercial applications
Applications: assistant-like chat, natural language generation
Primary Use Cases: Instruction tuned for chat-oriented tasks, Pretrained model adaptation
Limitations:
Considerations: Follow Responsible Use Guide and implement safety tools.
Additional Notes Developed with openness, inclusivity, and helpfulness in mind.
Supported Languages
Training Details
Data Sources: publicly available online data
Data Volume:
Methodology: Supervised fine-tuning (SFT) and reinforcement learning with human feedback (RLHF)
Context Length:
Training Time:
Hardware Used:
Model Architecture: Auto-regressive transformer
Safety Evaluation
Methodologies: red-teaming, adversarial evaluations
Findings: Improved safety measures than previous versions
Risk Categories: misinformation, cybersecurity, child safety
Ethical Considerations: Ensures transparency and responsibility in deployment.
Responsible Ai Considerations
Fairness: Developers are encouraged to implement safety tools and assess risks.
Transparency: Open source tooling and contribution encouraged.
Accountability: Meta provides safety benchmarks and regular updates.
Mitigation Strategies: Implement safeguards using Meta Llama Guard.
Input Output
Input Format:
Accepted Modalities:
Output Format:
Performance Tips: Use specified transformers libraries for enhanced performance.
Release Notes
Version:
Date:
Notes: Introduced new variants with fine-tuning optimizations.
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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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