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NexusRaven V2 13B by Nexusflow

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  Arxiv:2308.12950   Autotrain compatible Base model:codellama/codellama... Base model:finetune:codellama/...   Codegen   Endpoints compatible   Function calling   Instruct   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/Nexusflow/NexusRaven-V2-13B 

NexusRaven V2 13B Benchmarks

MMLU Pro: 9.69
GPQA: 1.34
MUSR: 3.71
BBH: 15.34
IFEval: 17.91 vs 88 (so35)-79.6%
ARC: 45.14 vs 96.7 (so35)-53.3%
HellaSwag: 67.4 vs 95.3 (gpt4)-29.3%
MMLU: 44.88 vs 88.3 (so35)-49.2%
TruthfulQA: 44.54 vs 59 (gpt4)-24.5%
WinoGrande: 66.38 vs 87.5 (gpt4)-24.1%
GSM8K: 20.92 vs 96.4 (so35)-78.3%
MATH Lvl 5: 2.95
LLME Score: 0.22171
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
NexusRaven V2 13B (Nexusflow/NexusRaven-V2-13B)
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NexusRaven V2 13B Parameters and Internals

Model Type 
function calling
Use Cases 
Primary Use Cases:
function calling
Limitations:
The model can be prone to generate incorrect calls and explanations., Works best when connected with a retriever when numerous functions are present.
LLM NameNexusRaven V2 13B
Repository 🤗https://huggingface.co/Nexusflow/NexusRaven-V2-13B 
Base Model(s)  CodeLlama 13B Instruct Hf   codellama/CodeLlama-13b-Instruct-hf
Model Size13b
Required VRAM26 GB
Updated2025-09-23
MaintainerNexusflow
Model Typellama
Instruction-BasedYes
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length16384
Model Max Length16384
Transformers Version4.33.0
Tokenizer ClassCodeLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32024
Torch Data Typebfloat16

Quantized Models of the NexusRaven V2 13B

Model
Likes
Downloads
VRAM
NexusRaven V2 13B AWQ3117 GB
NexusRaven V2 13B GGUF513465 GB
NexusRaven V2 13B GPTQ3307 GB
NexusRaven V2 13B AWQ167 GB

Best Alternatives to NexusRaven V2 13B

Best Alternatives
Context / RAM
Downloads
Likes
CodeLlama 13B Instruct Hf16K / 26 GB21962154
CodeLlama 13B MORepair16K / 26 GB32
CodeLlama 13B Instruct Hf16K / 26 GB75726
TableLLM 13B16K / 26 GB130729
NexusRaven 13B16K / 26 GB14104
Panda Coder 13B16K / 26 GB613
... Llama 2 13B Instruct Text2sql16K / 26 GB2727
Gen Sim16K / 0.3 GB72
CodeLlama 13B Instruct Fp1616K / 26 GB284728
...Llama 13B Instruct Hf 4bit MLX16K / 7.8 GB11962

Rank the NexusRaven V2 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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Release v20241124
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