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Orca Mini V3 7B GGML by TheBloke

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  Arxiv:2302.13971   Arxiv:2306.02707 Base model:finetune:pankajmath... Base model:pankajmathur/orca m...   Dataset:ehartford/dolphin Dataset:psmathur/orca mini v1 ...   En   Ggml   Llama   Quantized   Region:us
Model Card on HF 🤗: https://huggingface.co/TheBloke/orca_mini_v3_7B-GGML 

Orca Mini V3 7B GGML Benchmarks

LLME Score: 0.10281
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 7B GGML (TheBloke/orca_mini_v3_7B-GGML)
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Orca Mini V3 7B GGML Parameters and Internals

Model Type 
text-generation
Use Cases 
Limitations:
While this model aims for accuracy, it can occasionally produce inaccurate or misleading results., Possibility for the generation of inappropriate, biased, or offensive content.
Additional Notes 
The GGML format has been superseded by GGUF as of August 21st 2023. GGML models are deprecated and users are recommended to use GGUF models.
Training Details 
Data Sources:
psmathur/orca_mini_v1_dataset, ehartford/dolphin
Methodology:
An explain tuned Llama2-7b model
Context Length:
4096
Safety Evaluation 
Ethical Considerations:
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.
Input Output 
Input Format:
### System: You are an AI assistant that follows instruction extremely well. Help as much as you can. ### User: {prompt} ### Input: {input} ### Response:
LLM NameOrca Mini V3 7B GGML
Repository 🤗https://huggingface.co/TheBloke/orca_mini_v3_7B-GGML 
Model NameOrca Mini v3 7B
Model CreatorPankaj Mathur
Base Model(s)  psmathur/orca_mini_v3_7b   psmathur/orca_mini_v3_7b
Model Size7b
Required VRAM2.9 GB
Updated2025-10-15
MaintainerTheBloke
Model Typellama
Model Files  2.9 GB   3.6 GB   3.3 GB   3.0 GB   3.8 GB   4.2 GB   4.1 GB   3.8 GB   4.7 GB   5.1 GB   4.8 GB   4.7 GB   5.5 GB   7.1 GB
Supported Languagesen
GGML QuantizationYes
Quantization Typeggml
Model ArchitectureAutoModel
Licensellama2

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Note: green Score (e.g. "73.2") means that the model is better than TheBloke/orca_mini_v3_7B-GGML.

Rank the Orca Mini V3 7B GGML 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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