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SambaLingo Arabic Chat by sambanovasystems

 »  All LLMs  »  sambanovasystems  »  SambaLingo Arabic Chat   URL Share it on

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  Arxiv:2404.05829   Ar   Autotrain compatible   Conversational Dataset:huggingfaceh4/cai-conv... Dataset:huggingfaceh4/ultracha... Dataset:huggingfaceh4/ultrafee...   En   Endpoints compatible   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/sambanovasystems/SambaLingo-Arabic-Chat 

SambaLingo Arabic Chat Benchmarks

LLME Score: 0.21958
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
SambaLingo Arabic Chat (sambanovasystems/SambaLingo-Arabic-Chat)

SambaLingo Arabic Chat Parameters and Internals

Model Type 
Language Model
Use Cases 
Areas:
Research, Commercial applications
Applications:
Multilingual text generation, Chatbots
Primary Use Cases:
Human-aligned chat in Arabic and English
Limitations:
Mission-critical applications, Safety-critical applications, Highly important decisions
Additional Notes 
Hallucination, code switching, toxicity, repetition, and limited performance in coding and math are identified as limitations and risks.
Supported Languages 
ar (Arabic), en (English)
Training Details 
Data Sources:
HuggingFaceH4/ultrachat_200k, HuggingFaceH4/ultrafeedback_binarized, HuggingFaceH4/cai-conversation-harmless, Cultura-X dataset
Data Volume:
63 billion tokens
Methodology:
Supervised fine-tuning (SFT) and Direct Performance Optimization (DPO)
Context Length:
2048
Model Architecture:
Extended vocabulary up to 57,000 tokens
LLM NameSambaLingo Arabic Chat
Repository 🤗https://huggingface.co/sambanovasystems/SambaLingo-Arabic-Chat 
Model Size6.9b
Required VRAM13.9 GB
Updated2024-12-22
Maintainersambanovasystems
Model Typellama
Model Files  5.0 GB: 1-of-3   4.9 GB: 2-of-3   4.0 GB: 3-of-3
Supported Languagesar en
Model ArchitectureLlamaForCausalLM
Licensellama2
Context Length4096
Model Max Length4096
Transformers Version4.35.0
Tokenizer ClassLlamaTokenizer
Padding Token</s>
Vocabulary Size57344
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than sambanovasystems/SambaLingo-Arabic-Chat.

Rank the SambaLingo Arabic 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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Release v20241217
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