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Finance LLM 13B 6.0bpw H6 EXL2 by LoneStriker

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Finance LLM 13B 6.0bpw H6 EXL2 is an open-source language model by LoneStriker. Features: 13b LLM, VRAM: 10GB, Context: 2K, Quantized, Instruction-Based, LLM Explorer Score: 0.11.

  Arxiv:2309.09530   Dataset:gair/lima   Dataset:open-orca/openorca Dataset:wizardlm/wizardlm evol...   En   Endpoints compatible   Exl2   Finance   Instruct   Llama   Pytorch   Quantized   Region:us   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/LoneStriker/finance-LLM-13B-6.0bpw-h6-exl2 

Finance LLM 13B 6.0bpw H6 EXL2 Benchmarks

LLME Score: 0.11173
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 6.0bpw H6 EXL2 (LoneStriker/finance-LLM-13B-6.0bpw-h6-exl2)
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Finance LLM 13B 6.0bpw H6 EXL2 Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
Biomedicine, Finance, Law
Additional Notes 
We explore continued pre-training on domain-specific corpora for large language models to enhance domain knowledge while maintaining generalization capabilities through reading comprehension.
Training Details 
Data Sources:
Open-Orca/OpenOrca, GAIR/lima, WizardLM/WizardLM_evol_instruct_V2_196k
Methodology:
Continuing pre-training on domain-specific corpora with a focus on reading comprehension transformation.
Release Notes 
Version:
13B
Date:
12/19
Notes:
Released 13B base models developed from LLaMA-1-13B.
Version:
Chat models
Date:
12/8
Notes:
Released chat models developed from LLaMA-2-Chat-7B.
Date:
9/18
Notes:
Released paper, code, data, and base models developed from LLaMA-1-7B.
LLM NameFinance LLM 13B 6.0bpw H6 EXL2
Repository 🤗https://huggingface.co/LoneStriker/finance-LLM-13B-6.0bpw-h6-exl2 
Model Size13b
Required VRAM10 GB
Updated2026-01-19
MaintainerLoneStriker
Model Typellama
Instruction-BasedYes
Model Files  8.6 GB: 1-of-2   1.4 GB: 2-of-2
Supported Languagesen
Quantization Typeexl2
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

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Note: green Score (e.g. "73.2") means that the model is better than LoneStriker/finance-LLM-13B-6.0bpw-h6-exl2.

Rank the Finance LLM 13B 6.0bpw H6 EXL2 Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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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