What are the hardware requirements for Finance LLM 13B?

Finance LLM 13B requires approximately 52.1 GB of VRAM and supports a context window of 2K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Finance LLM 13B and how large is it?

Finance LLM 13B is developed by AdaptLLM, a model with 13b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate Finance LLM 13B?

Finance LLM 13B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Finance LLM 13B by AdaptLLM — VRAM 52.1GB, 2K context

Name: Finance LLM 13B
Author: AdaptLLM

Finance LLM 13B is an open-source language model by AdaptLLM. Features: 13b LLM, VRAM: 52.1GB, Context: 2K, Instruction-Based, LLM Explorer Score: 0.1.

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

Model Card on HF 🤗: https://huggingface.co/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 Name	Finance LLM 13B
Repository 🤗	https://huggingface.co/AdaptLLM/finance-LLM-13B
Model Size	13b
Required VRAM	52.1 GB
Updated	2026-08-25
Maintainer	AdaptLLM
Model Type	llama
Instruction-Based	Yes
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 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 Languages	en
Model Architecture	LlamaForCausalLM
Context Length	2048
Model Max Length	2048
Transformers Version	4.28.0.dev0
Tokenizer Class	LlamaTokenizer
Beginning of Sentence Token	<s>
End of Sentence Token	</s>
Padding Token	<pad>
Unk Token	<unk>
Vocabulary Size	32001
Torch Data Type	float16

Rank the Finance LLM 13B capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

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

Quantized Models of the Finance LLM 13B

Model	Likes	Downloads	VRAM
Finance LLM 13B GGUF	21	516	4 GB
Finance LLM 13B GPTQ	2	17	7 GB
Finance LLM 13B AWQ	3	4	7 GB

Best Alternatives to Finance LLM 13B

Best Alternatives	Context / RAM	Downloads	Likes
NexusRaven V2 13B	16K / 26 GB	105	472
CodeLlama 13B Instruct Hf	16K / 26 GB	2469	160
CodeLlama 13B MORepair	16K / 26 GB	9	2
CodeLlama 13B Instruct Hf	16K / 26 GB	369	29
TableLLM 13B	16K / 26 GB	98	34
NexusRaven 13B	16K / 26 GB	37	106
Panda Coder 13B	16K / 26 GB	11	14
... Llama 2 13B Instruct Text2sql	16K / 26 GB	8	28
Gen Sim	16K / 0.3 GB	4	3
Llama 3 13B Instruct Ft	8K / 26.1 GB	10	2

Note: green Score (e.g. "73.2") means that the model is better than AdaptLLM/finance-LLM-13B.