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Jais Family 590M Chat by inceptionai

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Jais Family 590M Chat is an open-source language model by inceptionai. Features: 590m LLM, VRAM: 3.1GB, License: apache-2.0, LLM Explorer Score: 0.15.

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

Jais Family 590M Chat Benchmarks

LLME Score: 0.14955
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 Chat (inceptionai/jais-family-590m-chat)
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Jais Family 590M Chat Parameters and Internals

Model Type 
text generation, decoder, causal-lm
Use Cases 
Areas:
Research, Commercial Applications
Applications:
Development of chat assistants, Sentiment analysis, Summarization of bilingual documents
Primary Use Cases:
Arabic and English NLP tasks, Cultural alignment analysis, Mechanistic interpretability
Additional Notes 
Jais models are designed for Arabic and English tasks, not other languages.
Supported Languages 
Arabic (high proficiency), English (strong capabilities)
Training Details 
Data Sources:
Public web pages, Wikipedia, News articles, Social network content, Code in various languages, Books in Arabic and English, ArXiv papers, Synthetic translations of high-quality English resources
Data Volume:
Up to 1.6 trillion tokens
Methodology:
Two-stage training with frozen and unfrozen layers for adapted pre-training; progressive context length expansion
Context Length:
16384
Hardware Used:
Condor Galaxy supercomputer, 64 Cerebras CS-2 WSE-2 units
Model Architecture:
Transformer-based, decoder-only architecture with SwiGLU activation and ALiBi/ROPE position encoding
Responsible Ai Considerations 
Fairness:
Bias mitigation techniques employed.
Input Output 
Accepted Modalities:
text
Output Format:
generates text
LLM NameJais Family 590M Chat
Repository 🤗https://huggingface.co/inceptionai/jais-family-590m-chat 
Base Model(s)  Jais Family 590M   inceptionai/jais-family-590m
Model Size590m
Required VRAM3.1 GB
Updated2026-02-22
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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Jais Family 590M0K / 3.1 GB3797
Note: green Score (e.g. "73.2") means that the model is better than inceptionai/jais-family-590m-chat.

Rank the Jais Family 590M Chat 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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