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Orca Mini V3 13B by pankajmathur

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Orca Mini V3 13B is an open-source language model by pankajmathur. Features: 13b LLM, VRAM: 26GB, Context: 4K, License: other, Quantized, LLM Explorer Score: 0.16, Arc: 63.1, HellaSwag: 82.4, MMLU: 56.5, GSM8K: 13.1.

  Arxiv:2306.02707   Dataset:ehartford/dolphin Dataset:psmathur/orca mini v1 ...   Deploy:azure   En   Endpoints compatible   Fp16   Llama   Model-index   Pytorch   Quantized   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/pankajmathur/orca_mini_v3_13b 

Orca Mini V3 13b Benchmarks

ARC: 63.14 vs 96.7 (so35)-34.7%
HellaSwag: 82.35 vs 95.3 (gpt4)-13.6%
MMLU: 56.52 vs 88.3 (so35)-36%
GSM8K: 13.12 vs 96.4 (so35)-86.4%
LLME Score: 0.16256
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Orca Mini V3 13B (pankajmathur/orca_mini_v3_13b)
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Orca Mini V3 13B Parameters and Internals

Model Type 
text-generation
Use Cases 
Limitations:
While this model aims for accuracy, it can occasionally produce inaccurate or misleading results. Despite diligent efforts in refining the pretraining data, there remains a possibility for the generation of inappropriate, biased, or offensive content. Exercise caution and cross-check information when necessary.
Training Details 
Data Sources:
psmathur/orca_mini_v1_dataset, ehartford/dolphin
Methodology:
Progressive Learning from Complex Explanation Traces of GPT-4
Input Output 
Input Format:
Prompts structured as "### System: <instruction> ### User: <user_input>### Assistant:"
Accepted Modalities:
text
Output Format:
Generated text response
LLM NameOrca Mini V3 13b
Repository 🤗https://huggingface.co/pankajmathur/orca_mini_v3_13b 
Base Model(s)  Orca Mini 13b   pankajmathur/orca_mini_13b
Model Size13b
Required VRAM26 GB
Updated2026-05-24
Maintainerpankajmathur
Model Typellama
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3   9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3
Supported Languagesen
Quantization Typefp16
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length4096
Model Max Length4096
Transformers Version4.32.0.dev0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than pankajmathur/orca_mini_v3_13b.

Rank the Orca Mini V3 13B 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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