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SambaLingo Hungarian Chat by sambanovasystems

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

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

SambaLingo Hungarian Chat Benchmarks

LLME Score: 0.14552
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
SambaLingo Hungarian Chat (sambanovasystems/SambaLingo-Hungarian-Chat)
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SambaLingo Hungarian Chat Parameters and Internals

Model Type 
Language Model
Use Cases 
Areas:
Research, Commercial applications
Limitations:
Mission-critical applications, Applications that involve the safety of others, Making highly important decisions
Supported Languages 
Hungarian (full proficiency), English (full proficiency)
Training Details 
Data Sources:
HuggingFaceH4/ultrachat_200k, HuggingFaceH4/ultrafeedback_binarized, HuggingFaceH4/cai-conversation-harmless, Cultura-X
Data Volume:
59 billion tokens from the Hungarian split
Methodology:
Supervised fine-tuning (SFT) and Direct Performance Optimization (DPO)
Context Length:
2048
Input Output 
Input Format:
<|user|>\n{question}~~\n<|assistant|>\n
Accepted Modalities:
text
Output Format:
text
LLM NameSambaLingo Hungarian Chat
Repository 🤗https://huggingface.co/sambanovasystems/SambaLingo-Hungarian-Chat 
Model Size6.9b
Required VRAM13.9 GB
Updated2025-08-20
Maintainersambanovasystems
Model Typellama
Model Files  5.0 GB: 1-of-3   5.0 GB: 1-of-3   4.9 GB: 2-of-3   4.9 GB: 2-of-3   4.0 GB: 3-of-3   4.0 GB: 3-of-3
Supported Languageshu 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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...j Pair8 Ds Coder Rmsprop Iter44K / 13.9 GB1450
... Ds Coder Reflct Rmsprop Iter44K / 13.9 GB1050
...8 Ds Chat Reflct Rmsprop Iter24K / 13.9 GB870
...4 Ds Chat Reflct Rmsprop Iter34K / 13.9 GB1100
... Ds Coder Reflct Rmsprop Iter34K / 13.9 GB700
Note: green Score (e.g. "73.2") means that the model is better than sambanovasystems/SambaLingo-Hungarian-Chat.

Rank the SambaLingo Hungarian 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124
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