Gpt3 Finnish Xl 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 Xl 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 Xl Instruct (Futurice/gpt3-finnish-xl-instruct)

Gpt3 Finnish Xl Instruct Parameters and Internals

Model Type 
Bloom, text-generation
Use Cases 
Primary Use Cases:
RAG type Q&A; in Finnish.
Limitations:
Limited selection of fine-tuning data. Not recommended for other use cases.
Considerations:
Recommeded to continue fine-tuning with more data or newer architecture.
Additional Notes 
Evaluation has not been done properly yet.
Supported Languages 
Finnish (Proficient)
Training Details 
Data Sources:
TurkuNLP/squad_v2_fi
Data Volume:
40000 random samples
Methodology:
Supervised fine-tuning and Lora on 4-bit base model
Training Time:
5-10 hours
Hardware Used:
Mostly trained on A100, 1 x A100. GCP.
Model Architecture:
Bloom
Input Output 
Input Format:
Tokenizer applies chat template.
Accepted Modalities:
text
Output Format:
text
Performance Tips:
Use the recommended format and pipeline for text-generation.
LLM NameGpt3 Finnish Xl Instruct
Repository ๐Ÿค—https://huggingface.co/Futurice/gpt3-finnish-xl-instruct 
Base Model(s)  TurkuNLP/gpt3-finnish-xl   TurkuNLP/gpt3-finnish-xl
Model Size1.8b
Required VRAM7.1 GB
Updated2025-02-22
MaintainerFuturice
Model Typebloom
Instruction-BasedYes
Model Files  5.0 GB: 1-of-2   2.1 GB: 2-of-2
Supported Languagesfi
Model ArchitectureBloomForCausalLM
Licenseapache-2.0
Model Max Length2048
Transformers Version4.40.1
Tokenizer ClassBloomTokenizer
Padding Token<pad>
Vocabulary Size131074
Torch Data Typefloat32

Rank the Gpt3 Finnish Xl 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