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Reflection 70B Bnb 4bit by unsloth

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  4-bit   4bit Base model:meta-llama/meta-lla... Base model:quantized:meta-llam...   Bitsandbytes   Conversational   Instruct   Llama   Quantized   Region:us   Safetensors   Sharded   Tensorflow   Unsloth
Model Card on HF 🤗: https://huggingface.co/unsloth/Reflection-70B-bnb-4bit 

Reflection 70B Bnb 4bit Benchmarks

LLME Score: 0.17954
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Reflection 70B Bnb 4bit (unsloth/Reflection-70B-bnb-4bit)
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Reflection 70B Bnb 4bit Parameters and Internals

Model Type 
text-generation
Additional Notes 
The model was trained using a new technique called Reflection-Tuning that teaches it to detect its reasoning mistakes and correct them.
Training Details 
Data Sources:
synthetic data generated by Glaive
Methodology:
Reflection-Tuning
Input Output 
Input Format:
Llama 3.1 chat format
Accepted Modalities:
text
Output Format:
text
Performance Tips:
Recommend using a temperature of 0.7 and a top_p of 0.95. For increased accuracy, append 'Think carefully.' at the end of your messages.
LLM NameReflection 70B Bnb 4bit
Repository 🤗https://huggingface.co/unsloth/Reflection-70B-bnb-4bit 
Base Model(s)  meta-llama/Meta-Llama-3.1-70B-Instruct   meta-llama/Meta-Llama-3.1-70B-Instruct
Model Size70b
Required VRAM39.7 GB
Updated2024-09-06
Maintainerunsloth
Model Typellama
Instruction-BasedYes
Model Files  5.0 GB: 1-of-8   5.0 GB: 2-of-8   5.0 GB: 3-of-8   4.9 GB: 4-of-8   5.0 GB: 5-of-8   5.0 GB: 6-of-8   5.0 GB: 7-of-8   4.8 GB: 8-of-8
Quantization Type4bit
Model ArchitectureLlamaForCausalLM
Licensellama3.1
Context Length131072
Model Max Length131072
Transformers Version4.44.2
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|finetune_right_pad_id|>
Vocabulary Size128256
Torch Data Typebfloat16

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Rank the Reflection 70B Bnb 4bit 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
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