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Finance LLM GPTQ by TheBloke

 »  All LLMs  »  TheBloke  »  Finance LLM GPTQ   URL Share it on

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  Arxiv:2309.09530   4-bit   Autotrain compatible Base model:adaptllm/finance-ll... Base model:quantized:adaptllm/...   Dataset:gair/lima   Dataset:open-orca/openorca Dataset:wizardlm/wizardlm evol...   En   Finance   Gptq   Instruct   Llama   Quantized   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/TheBloke/finance-LLM-GPTQ 

Finance LLM GPTQ Benchmarks

LLME Score: 0.16456
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Finance LLM GPTQ (TheBloke/finance-LLM-GPTQ)

Finance LLM GPTQ Parameters and Internals

Model Type 
llama
Use Cases 
Areas:
finance
Considerations:
While enriching LLMs with domain knowledge, prompting ability for question answering is significantly affected.
Additional Notes 
Explores enhancement of large language models with domain-specific knowledge through continued pre-training on domain-specific corpora.
Supported Languages 
en (proficient)
Training Details 
Data Sources:
Open-Orca/OpenOrca, GAIR/lima, WizardLM/WizardLM_evol_instruct_V2_196k
Methodology:
Continued pre-training on domain-specific corpora, transforming corpora into reading comprehension texts.
Context Length:
2048
Hardware Used:
Massed Compute
Model Architecture:
Based on LLaMA-1 architecture.
Input Output 
Input Format:
[INST] <> {system_message} <> {prompt} [/INST]
Accepted Modalities:
text
LLM NameFinance LLM GPTQ
Repository 🤗https://huggingface.co/TheBloke/finance-LLM-GPTQ 
Model NameFinance LLM
Model CreatorAdaptLLM
Base Model(s)  Finance LLM   AdaptLLM/finance-LLM
Model Size1.1b
Required VRAM3.9 GB
Updated2024-12-23
MaintainerTheBloke
Model Typellama
Instruction-BasedYes
Model Files  3.9 GB
Supported Languagesen
GPTQ QuantizationYes
Quantization Typegptq
Model ArchitectureLLaMAForCausalLM
Licenseother
Context Length2048
Model Max Length2048
Transformers Version4.36.2
Tokenizer ClassLlamaTokenizer
Padding Token<pad>
Vocabulary Size32001
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than TheBloke/finance-LLM-GPTQ.

Rank the Finance LLM GPTQ 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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Release v20241217
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