Slovak GPT J 405M by Milos

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  Arxiv:2104.09864   Autotrain compatible   Endpoints compatible   Gptj   Pytorch   Region:us   Sk   Slovak gpt-j
Model Card on HF ๐Ÿค—: https://huggingface.co/Milos/slovak-gpt-j-405M 

Slovak GPT J 405M Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Slovak GPT J 405M (Milos/slovak-gpt-j-405M)
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Slovak GPT J 405M Parameters and Internals

Model Type 
text generation, causal-lm
Use Cases 
Areas:
research, text generation
Primary Use Cases:
text generation from a prompt
Considerations:
Not recommended for factually correct information generation
Additional Notes 
This model was a moonlighting project started in 2021 and now released.
Supported Languages 
Slovak (High), Czech (Medium)
Training Details 
Data Sources:
Slovak text corpus, web, news articles, biblical texts
Data Volume:
40GB
Methodology:
GPT-J based training
Context Length:
2048
Training Time:
36.5 billion tokens over 69,001 steps
Hardware Used:
TPU v3-8 pod
Model Architecture:
Transformer with 24 layers, 1024 d_model, 16384 d_ff, 16 heads, 256 d_head
Input Output 
Input Format:
Slovak prompt with US English double quotes and no trailing whitespace
Accepted Modalities:
text
Output Format:
Generated text
Performance Tips:
Avoid trailing whitespaces, use US English primary double quotes, handle new lines with '\n\n'
LLM NameSlovak GPT J 405M
Repository ๐Ÿค—https://huggingface.co/Milos/slovak-gpt-j-405M 
Model Size405m
Required VRAM0.8 GB
Updated2025-09-23
MaintainerMilos
Model Typegptj
Model Files  0.8 GB
Supported Languagessk
Model ArchitectureGPTJForCausalLM
Licensegpl-3.0
Transformers Version4.10.0.dev0
Tokenizer ClassGPT2Tokenizer
Vocabulary Size50256
Torch Data Typefloat16
Activation Functiongelu_new

Rank the Slovak GPT J 405M 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