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NexusRaven 13B GGUF by TheBloke

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  Arxiv:2308.12950 Base model:nexusflow/nexusrave... Base model:quantized:nexusflow...   Gguf   Llama   Quantized   Region:us
Model Card on HF 🤗: https://huggingface.co/TheBloke/NexusRaven-13B-GGUF 

NexusRaven 13B GGUF Benchmarks

LLME Score: 0.14895
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
NexusRaven 13B GGUF (TheBloke/NexusRaven-13B-GGUF)

NexusRaven 13B GGUF Parameters and Internals

Model Type 
llama
Use Cases 
Areas:
Commercial applications, Research
Applications:
Cybersecurity tools
Primary Use Cases:
Function calling in cybersecurity tools, Generalization to unseen tools
Limitations:
Needs a stop criteria for reflections, Best performance with retrievers in a multi-function environment, Can generate incorrect calls
Considerations:
Use stop criteria for reflections. Ensure proper guardrails for errant behavior.
Additional Notes 
The model benefits from an accompanying retriever to optimize function handling, especially with a saturated context window.
Training Details 
Data Sources:
open-source cybersecurity tools data
Hardware Used:
multi-GPU setup with 8 devices
Model Architecture:
specialized for function calling
Input Output 
Input Format:
Prompt template: '{prompt} '
Accepted Modalities:
Python functions
Performance Tips:
Stop generation at criteria: [\nReflection:] to reduce unnecessary token use.
LLM NameNexusRaven 13B GGUF
Repository 🤗https://huggingface.co/TheBloke/NexusRaven-13B-GGUF 
Model NameNexusraven 13B
Model CreatorNexusflow
Base Model(s)  NexusRaven 13B   Nexusflow/NexusRaven-13B
Model Size13b
Required VRAM5.4 GB
Updated2024-12-22
MaintainerTheBloke
Model Typellama
Model Files  5.4 GB   6.9 GB   6.3 GB   5.7 GB   7.4 GB   7.9 GB   7.4 GB   9.0 GB   9.2 GB   9.0 GB   10.7 GB   13.8 GB
GGUF QuantizationYes
Quantization Typegguf
Model ArchitectureAutoModel
Licensellama2

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Note: green Score (e.g. "73.2") means that the model is better than TheBloke/NexusRaven-13B-GGUF.

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