Falcon 11B is an open-source language model by tiiuae. Features: 11b LLM, VRAM: 22.1GB, Context: 8K, License: unknown, LLM Explorer Score: 0.21, Arc: 59.7, HellaSwag: 82.9, MMLU: 58.4, GSM8K: 53.8.
Falcon 11B Parameters and Internals
Model Type
Use Cases
Areas:
Applications: summarization, text generation, chatbot
Limitations: Not suitable for production use without adequate assessment of risks
Additional Notes The model requires further fine-tuning for specific use cases and includes biases representative of web data.
Supported Languages en (English), de (German), es (Spanish), fr (French), it (Italian), nl (Dutch), pl (Polish), pt (Portuguese), ro (Romanian), cs (Czech), sv (Swedish)
Training Details
Data Sources: RefinedWeb, RefinedWeb-English, Refined Web-Europe (cs, de, es, fr, it, nl, pl, pt, ro, sv), high quality technical data, code data, conversational data extracted from public sources
Data Volume:
Methodology: four stage training strategy
Context Length:
Training Time:
Hardware Used:
Model Architecture: Adapted from GPT-3 with rotary positional embeddings, multiquery attention, and FlashAttention2
Input Output
Input Format: Token-based input with context length up to 8192 tokens
Accepted Modalities:
Output Format:
Performance Tips: Fine-tuning recommended for specific tasks
Rank the Falcon 11B 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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