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Jais Family 1p3b by inceptionai

 »  All LLMs  »  inceptionai  »  Jais Family 1p3b   URL Share it on

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  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-1p3b 

Jais Family 1p3b Benchmarks

LLME Score: 0.21612
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Jais Family 1p3b (inceptionai/jais-family-1p3b)

Jais Family 1p3b Parameters and Internals

Model Type 
bilingual, text generation, language model, decoder, causal-lm
Use Cases 
Areas:
Research, Commercial
Applications:
Developing chat assistants, Sentiment analysis, Summarizing bilingual documents
Primary Use Cases:
Arabic NLU and generation tasks, Summarization, Interpretability analyses
Limitations:
Not suited for generalization across all languages
Considerations:
Cultural adaptation is required for use cases in different regions.
Additional Notes 
The model implements various cultural adaptations to improve performance in Arabic-speaking contexts.
Supported Languages 
Arabic (High Proficiency), English (Strong Capabilities)
Training Details 
Data Sources:
web pages, wikipedia articles, news articles, social network content, code in various languages, books, scientific papers, synthetic data using machine translation
Data Volume:
1.6T tokens
Methodology:
From scratch and adapted pre-training
Context Length:
2048
Hardware Used:
64 Cerebras CS-2 Wafer-Scale Engines (WSE-2)
Model Architecture:
Auto-regressive transformer-based, decoder-only (GPT-3) architecture with SwiGLU activation and ALiBi position encoding
Safety Evaluation 
Methodologies:
Red-teaming, Adversarial tests
Risk Categories:
Misinformation, Bias
Responsible Ai Considerations 
Fairness:
Efforts have been made to reduce bias.
Mitigation Strategies:
Preprocessing to filter high-quality Arabic data.
Input Output 
Input Format:
Text
Accepted Modalities:
text
Output Format:
Generated text
Release Notes 
Version:
jais-family-30b-16k
Date:
2023-10
Notes:
Released as part of the Jais Family series.
LLM NameJais Family 1p3b
Repository 🤗https://huggingface.co/inceptionai/jais-family-1p3b 
Model Size1.6b
Required VRAM6.2 GB
Updated2024-11-04
Maintainerinceptionai
Model Typejais
Model Files  6.2 GB: 1-of-1
Supported Languagesar en
Gated ModelYes
Model ArchitectureJAISLMHeadModel
Licenseproprietary
Model Max Length2048
Transformers Version4.40.1
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|endoftext|>
Vocabulary Size84992
Torch Data Typefloat32
Activation Functionswiglu

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Note: green Score (e.g. "73.2") means that the model is better than inceptionai/jais-family-1p3b.

Rank the Jais Family 1p3b 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227
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