Dolphin Llama2 7B by cognitivecomputations

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  Autotrain compatible   Dataset:ehartford/dolphin   En   Endpoints compatible   Llama   Pytorch   Region:us   Sharded

Dolphin Llama2 7B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Dolphin Llama2 7B (cognitivecomputations/dolphin-llama2-7b)
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Dolphin Llama2 7B Parameters and Internals

Model Type 
text generation
Additional Notes 
Detailed example outputs and system prompts provided in the model description.
Supported Languages 
en (English)
Training Details 
Data Sources:
Microsoft's Orca
Data Volume:
842,610 instructions of FLANv2 with GPT-4 completions and 2,625,353 instructions of FLANv2 with GPT-3.5 completions
Methodology:
Training followed submix and system prompt distribution with filters for uncensoring and cleaning. Used flan5m and flan1m datasets for different epochs.
Training Time:
400 hours
Hardware Used:
8x A100 GPUs
Responsible Ai Considerations 
Fairness:
Dataset filtered to remove alignment and bias, requiring an additional alignment layer for ethical use.
Accountability:
Users are accountable for content generated using the model.
Input Output 
Input Format:
Prompt format similar to Vicuna with additional SYSTEM field.
Accepted Modalities:
text
Output Format:
Text response based on detailed prompts.
Performance Tips:
Layer personalized alignment LoRA for safe deployment.
LLM NameDolphin Llama2 7B
Repository ๐Ÿค—https://huggingface.co/cognitivecomputations/dolphin-llama2-7b 
Model Size7b
Required VRAM13.5 GB
Updated2025-07-13
Maintainercognitivecomputations
Model Typellama
Model Files  10.0 GB: 1-of-2   3.5 GB: 2-of-2
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensellama2
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 cognitivecomputations/dolphin-llama2-7b.

Rank the Dolphin Llama2 7B 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 v20241124