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Phi 3 Medium 4K Instruct 8bit by nold

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Phi 3 Medium 4K Instruct 8bit Benchmarks

LMSys ELO: 1123 vs 1272 (so35)-11.7%
ARC: 67.32 vs 96.7 (so35)-30.4%
HellaSwag: 85.76 vs 95.3 (gpt4)-10%
MMLU: 77.83 vs 88.3 (so35)-11.9%
TruthfulQA: 57.71 vs 59 (gpt4)-2.2%
WinoGrande: 72.69 vs 87.5 (gpt4)-16.9%
GSM8K: 79.38 vs 96.4 (so35)-17.7%
LLME Score: 0.3169
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

Phi 3 Medium 4K Instruct 8bit Parameters and Internals

Model Type 
text generation, instruction following
Use Cases 
Areas:
Commercial, Research
Applications:
General purpose AI systems, Memory/compute constrained environments, Latency bound scenarios, Strong reasoning (code, math, logic)
Primary Use Cases:
Intended for use in broad commercial and research fields
Limitations:
Not designed for all downstream purposes, Limited language support outside English
Considerations:
Evaluate and mitigate for accuracy, safety, and fairness
Supported Languages 
multilingual (English), others (10% multilingual)
Training Details 
Data Sources:
Publicly available documents, Newly created synthetic data, High quality chat format supervised data
Data Volume:
4.8T tokens
Methodology:
Supervised fine-tuning and Direct Preference Optimization (DPO)
Context Length:
4096
Training Time:
42 days
Hardware Used:
512 GPUs H100-80G
Model Architecture:
Dense decoder-only Transformer
Responsible Ai Considerations 
Fairness:
Awareness of language variety performance, representation of harms and stereotypes
Transparency:
Disclosures on potential behaviors
Accountability:
Developers are responsible
Mitigation Strategies:
Follow best practices and implement additional mitigations for sensitive deployment contexts
Input Output 
Input Format:
Chat-format
Accepted Modalities:
text
Output Format:
Text
Performance Tips:
Include specific tokens for improved reliability
LLM NamePhi 3 Medium 4K Instruct 8bit
Repository 🤗https://huggingface.co/nold/phi-3-medium-4k-instruct-8bit 
Base Model(s)  Phi 3 Medium 4K Instruct   microsoft/Phi-3-medium-4k-instruct
Model Size14b
Required VRAM14.3 GB
Updated2024-11-21
Maintainernold
Model Typephi3
Instruction-BasedYes
Model Files  4.8 GB: 1-of-3   5.0 GB: 2-of-3   4.5 GB: 3-of-3
Quantization Type8bit
Model ArchitecturePhi3ForCausalLM
Licensemit
Context Length4096
Model Max Length4096
Transformers Version4.41.1
Tokenizer ClassLlamaTokenizer
Padding Token<|endoftext|>
Vocabulary Size32064
Torch Data Typefloat16
Phi 3 Medium 4K Instruct 8bit (nold/phi-3-medium-4k-instruct-8bit)

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Note: green Score (e.g. "73.2") means that the model is better than nold/phi-3-medium-4k-instruct-8bit.

Rank the Phi 3 Medium 4K Instruct 8bit 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 v20241110
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