Finance LLM 13B by AdaptLLM

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  Arxiv:2309.09530   Arxiv:2406.14491   Arxiv:2411.19930   Autotrain compatible   Dataset:gair/lima   Dataset:open-orca/openorca Dataset:wizardlm/wizardlm evol...   En   Endpoints compatible   Finance   Instruct   Llama   Pytorch   Region:us   Safetensors   Sharded

Finance LLM 13B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Finance LLM 13B (AdaptLLM/finance-LLM-13B)

Finance LLM 13B Parameters and Internals

Model Type 
text-generation
Use Cases 
Areas:
finance, biomedicine, law
Training Details 
Data Sources:
Open-Orca/OpenOrca, GAIR/lima, WizardLM/WizardLM_evol_instruct_V2_196k
Methodology:
Continual Pre-Training via Reading Comprehension
Release Notes 
Date:
2023/9/18
Notes:
Released paper, code, data, and base models developed from LLaMA-1-7B.
Date:
2023/12/8
Notes:
Released chat models developed from LLaMA-2-Chat-7B.
Date:
2023/12/19
Notes:
Released 13B base models developed from LLaMA-1-13B.
Date:
2024/1/16
Notes:
Research paper accepted by ICLR 2024.
Date:
2024/4/2
Notes:
Released raw data splits (train and test) of evaluation datasets.
Date:
2024/6/21
Notes:
Released 2nd version of AdaptLLM at Instruction-Pretrain.
Date:
2024/6/22
Notes:
Released benchmarking code.
Date:
2024/8/29
Notes:
Updated guidelines on evaluating Huggingface models on domain-specific tasks.
LLM NameFinance LLM 13B
Repository ๐Ÿค—https://huggingface.co/AdaptLLM/finance-LLM-13B 
Model Size13b
Required VRAM52.1 GB
Updated2025-01-02
MaintainerAdaptLLM
Model Typellama
Instruction-BasedYes
Model Files  10.0 GB: 1-of-6   9.9 GB: 2-of-6   9.9 GB: 3-of-6   9.9 GB: 4-of-6   9.9 GB: 5-of-6   2.5 GB: 6-of-6
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Context Length2048
Model Max Length2048
Transformers Version4.28.0.dev0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Padding Token<pad>
Unk Token<unk>
Vocabulary Size32001
Torch Data Typefloat16

Quantized Models of the Finance LLM 13B

Model
Likes
Downloads
VRAM
Finance LLM 13B GGUF163974 GB
Finance LLM 13B GPTQ2237 GB
Finance LLM 13B AWQ3187 GB

Best Alternatives to Finance LLM 13B

Best Alternatives
Context / RAM
Downloads
Likes
NexusRaven V2 13B16K / 26 GB3669465
CodeLlama 13B MORepair16K / 26 GB1192
CodeLlama 13B Instruct Hf16K / 26 GB35791144
CodeLlama 13B Instruct Hf16K / 26 GB83018
... Llama 2 13B Instruct Text2sql16K / 26 GB2030127
TableLLM 13B16K / 26 GB18425
NexusRaven 13B16K / 26 GB146103
Panda Coder 13B16K / 26 GB12713
Gen Sim16K / 0.3 GB132
Llama 3 13B Instruct Ft8K / 26.1 GB442
Note: green Score (e.g. "73.2") means that the model is better than AdaptLLM/finance-LLM-13B.

Rank the Finance LLM 13B 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