Gpt3 Finnish 3B Instruct by Futurice

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  Arxiv:1910.09700   Autotrain compatible Base model:finetune:turkunlp/g... Base model:turkunlp/gpt3-finni...   Bloom   Conversational   Dataset:turkunlp/squad v2 fi   Endpoints compatible   Fi   Instruct   Region:us   Safetensors   Sharded   Tensorflow

Gpt3 Finnish 3B Instruct Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Gpt3 Finnish 3B Instruct (Futurice/gpt3-finnish-3B-instruct)

Gpt3 Finnish 3B Instruct Parameters and Internals

Model Type 
Bloom
Use Cases 
Areas:
RAG type Q&A in Finnish
Applications:
Text generation
Primary Use Cases:
RAG type Q&A; supply a context and ask a question about it.
Limitations:
Simple and limited selection of fine-tuning data; do not expect high quality answers
Considerations:
Recommended to continue fine-tuning with more data or newer architecture
Supported Languages 
fi (Full proficiency)
Training Details 
Data Sources:
TurkuNLP/squad_v2_fi
Data Volume:
20000 random samples
Methodology:
Supervised fine-tuning with Lora
Training Time:
5-10 hours
Hardware Used:
1 x A100
Model Architecture:
BLOOM
Input Output 
Input Format:
Expected prompt format with context
Accepted Modalities:
text
Output Format:
Text generation output
LLM NameGpt3 Finnish 3B Instruct
Repository ๐Ÿค—https://huggingface.co/Futurice/gpt3-finnish-3B-instruct 
Base Model(s)  Gpt3 Finnish 3B   TurkuNLP/gpt3-finnish-3B
Model Size3b
Required VRAM12.7 GB
Updated2025-02-22
MaintainerFuturice
Model Typebloom
Instruction-BasedYes
Model Files  4.9 GB: 1-of-3   4.9 GB: 2-of-3   2.9 GB: 3-of-3
Supported Languagesfi
Model ArchitectureBloomForCausalLM
Licenseapache-2.0
Model Max Length2048
Transformers Version4.40.1
Tokenizer ClassBloomTokenizer
Padding Token<pad>
Vocabulary Size131074
Torch Data Typefloat32

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Note: green Score (e.g. "73.2") means that the model is better than Futurice/gpt3-finnish-3B-instruct.

Rank the Gpt3 Finnish 3B Instruct 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