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Finance Llama3 8B by instruction-pretrain

 »  All LLMs  »  instruction-pretrain  »  Finance Llama3 8B   URL Share it on

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  Arxiv:2309.09530   Arxiv:2406.14491   Autotrain compatible   Dataset:gair/lima   Dataset:open-orca/openorca Dataset:wizardlm/wizardlm evol...   En   Endpoints compatible   Finance   Instruct   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/instruction-pretrain/finance-Llama3-8B 

Finance Llama3 8B Benchmarks

LLME Score: 0.21449
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Finance Llama3 8B (instruction-pretrain/finance-Llama3-8B)

Finance Llama3 8B Parameters and Internals

Model Type 
Supervised Multitask Learner
Use Cases 
Areas:
Finance
Applications:
Supervised Multitask Learning
Primary Use Cases:
Finance modeling
Considerations:
Not applicable to models requiring specific prompt templates.
Additional Notes 
The instruction-response pairs are generated by an efficient instruction synthesizer built on open-source models.
Supported Languages 
en (High)
Training Details 
Data Sources:
Open-Orca/OpenOrca, GAIR/lima, WizardLM/WizardLM_evol_instruct_V2_196k
Data Volume:
250B tokens
Methodology:
Instruction Pre-Training
Model Architecture:
Language Models with supervised multitask learning
Input Output 
Accepted Modalities:
text
Performance Tips:
No prompt template is required. Set add_bos_token=True for instruction-pretrain models.
Release Notes 
Date:
2024/9/20
Notes:
Paper accepted by EMNLP 2024 main conference.
Date:
2024/9/11
Notes:
Updated FAQ on continual pre-training from Llama3.
Date:
2024/8/29
Notes:
Updated guidelines on evaluating Huggingface models on domain-specific tasks.
Date:
2024/7/31
Notes:
Updated pre-training suggestions in the Advanced Usage section.
Date:
2024/7/15
Notes:
Scaled pre-trained tokens from 100B to 250B; synthesized instruction-response pairs reached 500M.
Date:
2024/6/21
Notes:
Released paper, code, and resources.
LLM NameFinance Llama3 8B
Repository 🤗https://huggingface.co/instruction-pretrain/finance-Llama3-8B 
Model Size8b
Required VRAM32.1 GB
Updated2025-03-12
Maintainerinstruction-pretrain
Model Typellama
Instruction-BasedYes
Model Files  4.9 GB: 1-of-7   4.8 GB: 2-of-7   5.0 GB: 3-of-7   5.0 GB: 4-of-7   4.8 GB: 5-of-7   5.0 GB: 6-of-7   2.6 GB: 7-of-7
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensellama3
Context Length8192
Model Max Length8192
Transformers Version4.40.0.dev0
Tokenizer ClassPreTrainedTokenizerFast
Vocabulary Size128256
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than instruction-pretrain/finance-Llama3-8B.

Rank the Finance Llama3 8B 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
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