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Luminia 13B V3 by Nekochu

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  Alpaca Base model:adapter:meta-llama/... Base model:meta-llama/llama-2-...   Conversational   Dataset:gair/lima Dataset:garage-baind/open-plat... Dataset:glaiveai/glaive-functi... Dataset:nekochu/discord-unstab...   Dataset:open-orca/slimorca Dataset:sahil2801/codealpaca-2...   Dataset:tiger-lab/mathinstruct   En   Endpoints compatible   Finetuned   Generated from trainer   Gguf   Gpt4   Instruct   Llama   Llama-factory   Llama2   Lora   Peft   Q3   Quantized   Region:us   Safetensors   Sharded   Stable diffusion   Synthetic data   Tensorflow
Model Card on HF 🤗: https://huggingface.co/Nekochu/Luminia-13B-v3 

Luminia 13B V3 Benchmarks

MMLU Pro: 13.5
GPQA: 2.68
MUSR: 8.89
BBH: 17.69
IFEval: 25.23 vs 88 (so35)-71.3%
ARC: 52.47 vs 96.7 (so35)-45.7%
HellaSwag: 76.08 vs 95.3 (gpt4)-20.2%
MMLU: 53.6 vs 88.3 (so35)-39.3%
TruthfulQA: 43.74 vs 59 (gpt4)-25.9%
WinoGrande: 72.61 vs 87.5 (gpt4)-17%
GSM8K: 4.25 vs 96.4 (so35)-95.6%
MATH Lvl 5: 1.81
LLME Score: 0.20822
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Luminia 13B V3 (Nekochu/Luminia-13B-v3)
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Luminia 13B V3 Parameters and Internals

Model Type 
llama2
Use Cases 
Areas:
text-generation
Applications:
Stable Diffusion prompt enhancement
Primary Use Cases:
question-answering, text2text-generation, conversational
Additional Notes 
LoRa included and various quantized versions available
Supported Languages 
en (proficient)
Training Details 
Data Sources:
Nekochu/discord-unstable-diffusion-SD-prompts, glaiveai/glaive-function-calling-v2, TIGER-Lab/MathInstruct, Open-Orca/SlimOrca, GAIR/lima, sahil2801/CodeAlpaca-20k, garage-bAInd/Open-Platypus
Methodology:
QLoRA, lora finetuning, quantization 4bits
Context Length:
4096
Hardware Used:
QLoRA training OS Windows, CUDA 12.1 on 24GB VRAM
Model Architecture:
Llama
LLM NameLuminia 13B V3
Repository 🤗https://huggingface.co/Nekochu/Luminia-13B-v3 
Model NameLuminia 13B v3
Model CreatorNekochu
Base Model(s)  Llama 2 13B Chat Hf   meta-llama/Llama-2-13b-chat-hf
Model Size13b
Required VRAM26 GB
Updated2025-09-23
MaintainerNekochu
Model Typellama2
Model Files  7.4 GB   6.3 GB   7.9 GB   7.4 GB   9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3
Supported Languagesen
GGUF QuantizationYes
Quantization Typeq3|gguf|q4_k
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length4096
Model Max Length4096
Transformers Version4.38.1
Tokenizer ClassLlamaTokenizer
Padding Token</s>
Vocabulary Size32000
Torch Data Typefloat16

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Rank the Luminia 13B V3 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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