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Jais Family 590M by inceptionai

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Jais Family 590M is an open-source language model by inceptionai. Features: 590m LLM, VRAM: 3.1GB, License: apache-2.0, LLM Explorer Score: 0.16.

  Arxiv:2307.09288   Arxiv:2308.16149   Arxiv:2402.12840   Ar   Arabic   Custom code   Decoder   En   English   Jais   Jais-family   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/inceptionai/jais-family-590m 

Jais Family 590M Benchmarks

LLME Score: 0.15534
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Jais Family 590M (inceptionai/jais-family-590m)
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Jais Family 590M Parameters and Internals

Model Type 
Large Language Model, Bilingual, Causal Language Model, Decoder
Use Cases 
Areas:
Research, Commercial
Applications:
Research, Natural language understanding and generation, Mechanistic interpretability analyses, Quantitative studies of Arabic cultural phenomena, Development of chat apps, Sentiment analysis, Summarization
Limitations:
Model is bilingual, optimized for Arabic and English; not for other languages, Prohibited for use in illegal activities, Not for sensitive information handling
Additional Notes 
The models are aimed at enhancing research and commercial applications for Arabic NLP. The methodology focuses on improving contexts and extending language capabilities.
Supported Languages 
Arabic (Proficient), English (Proficient)
Training Details 
Data Sources:
Web (publicly available web pages, Wikipedia articles, news articles, and social network content), Code data in various programming languages, Books (publicly available Arabic and English books), Scientific (subset of ArXiv papers), Synthetic data (translated from English to Arabic)
Data Volume:
1.6 Trillion tokens
Methodology:
Auto-regressive training with enhancements like SwiGLU and ALiBi for Jais-family; uses RoPE and Grouped Query Attention for Jais-adapted.
Context Length:
2048
Model Architecture:
Transformer-based, decoder-only (GPT-3 architecture with advancements for better context handling)
Release Notes 
Version:
jais-family-590m
Notes:
590M parameters, context length 2048
Version:
jais-family-1p3b
Notes:
1.3B parameters, context length 2048
Version:
jais-family-2p7b
Notes:
2.7B parameters, context length 2048
Version:
jais-family-6p7b
Notes:
6.7B parameters, context length 2048
Version:
jais-family-13b
Notes:
13B parameters, context length 2048
Version:
jais-family-30b-8k
Notes:
30B parameters, context length 8192
Version:
jais-family-30b-16k
Notes:
30B parameters, context length 16384
LLM NameJais Family 590M
Repository 🤗https://huggingface.co/inceptionai/jais-family-590m 
Model Size590m
Required VRAM3.1 GB
Updated2026-04-07
Maintainerinceptionai
Model Typejais
Model Files  3.1 GB: 1-of-1
Supported Languagesar en
Model ArchitectureJAISLMHeadModel
Licenseapache-2.0
Model Max Length2048
Transformers Version4.40.1
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|endoftext|>
Vocabulary Size84992
Torch Data Typefloat32
Activation Functionswiglu

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Rank the Jais Family 590M 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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