Aurora 12B by XeroCodes

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  Adapter Base model:adapter:mistralai/m... Base model:mistralai/mistral-n...   Conversational Dataset:iamtarun/code instruct...   En   Finetuned   Instruct   Lora   Mistral   Peft   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF ๐Ÿค—: https://huggingface.co/XeroCodes/aurora-12b 

Aurora 12B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Aurora 12B (XeroCodes/aurora-12b)

Aurora 12B Parameters and Internals

LLM NameAurora 12B
Repository ๐Ÿค—https://huggingface.co/XeroCodes/aurora-12b 
Base Model(s)  Mistral Nemo Instruct 2407   mistralai/Mistral-Nemo-Instruct-2407
Model Size12b
Required VRAM24.5 GB
Updated2025-03-24
MaintainerXeroCodes
Instruction-BasedYes
Model Files  0.2 GB   4.9 GB: 1-of-5   4.9 GB: 2-of-5   4.9 GB: 3-of-5   4.9 GB: 4-of-5   4.9 GB: 5-of-5
Supported Languagesen
Model ArchitectureAdapter
Licenseapache-2.0
Model Max Length1024000
Is Biasednone
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<pad>
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesup_proj|o_proj|q_proj|k_proj|gate_proj|v_proj|down_proj
LoRA Alpha16
LoRA Dropout0
R Param16

Best Alternatives to Aurora 12B

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Control 12B R3 Lora0K / 2.9 GB60
Aura NeMo 12B0K / 1.8 GB52
Note: green Score (e.g. "73.2") means that the model is better than XeroCodes/aurora-12b.

Rank the Aurora 12B 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