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Phi 4 Mini Instruct by microsoft

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Phi 4 Mini Instruct is an open-source language model by microsoft. Features: 3.8b LLM, VRAM: 7.7GB, Context: 128K, License: mit, Instruction-Based, LLM Explorer Score: 0.41.

  Arxiv:2503.01743   Ar   Code   Conversational   Cs   Custom code   Da   De   En   Endpoints compatible   Es   Fi   Fr   He   Hu   Instruct   It   Ja   Ko   Multilingual   Nl   No   Phi3   Pl   Pt   Region:us   Ru   Safetensors   Sharded   Sv   Tensorflow   Th   Tr   Uk   Zh
Model Card on HF 🤗: https://huggingface.co/microsoft/Phi-4-mini-instruct 

Phi 4 Mini Instruct Benchmarks

MMLU Pro: 32.58
GPQA: 7.94
MUSR: 6.45
BBH: 38.74
IFEval: 73.78 vs 88 (so35)-16.2%
MATH Lvl 5: 16.99
LLME Score: 0.40997
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Phi 4 Mini Instruct (microsoft/Phi-4-mini-instruct)
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Phi 4 Mini Instruct Parameters and Internals

LLM NamePhi 4 Mini Instruct
Repository 🤗https://huggingface.co/microsoft/Phi-4-mini-instruct 
Model Size3.8b
Required VRAM7.7 GB
Updated2026-03-29
Maintainermicrosoft
Model Typephi3
Instruction-BasedYes
Model Files  4.9 GB: 1-of-2   2.8 GB: 2-of-2
Supported Languagesar zh cs da nl en fi fr de he hu it ja ko no pl pt ru es sv th tr uk
Model ArchitecturePhi3ForCausalLM
Licensemit
Context Length131072
Model Max Length131072
Transformers Version4.45.0
Tokenizer ClassGPT2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size200064
Torch Data Typebfloat16

Quantized Models of the Phi 4 Mini Instruct

Model
Likes
Downloads
VRAM
Phi 4 Mini Instruct GGUF12961891 GB
Phi 4 Mini Instruct GGUF93268861 GB
...Mini Instruct Unsloth Bnb 4bit22119173 GB
Phi 4 Mini Instruct Bnb 4bit655772 GB
Phi 4 Mini Instruct 8bit52344 GB
Phi 4 Mini Instruct 6bit2473 GB

Best Alternatives to Phi 4 Mini Instruct

Best Alternatives
Context / RAM
Downloads
Likes
Phi 3 Mini 128K Instruct128K / 7.7 GB2523721699
Phi 3 Medium 128K Instruct128K / 28 GB5878387
Phi 4 Mini Instruct ONNX GQA128K /  GB365
Phi 3.5 Mini Instruct Onnx Web128K /  GB61215
Phi 3.5 Mini Instruct Onnx128K /  GB10837
Phi 3 Mini 128K Instruct Onnx128K /  GB97192
...i 3 Mini 128K Instruct Ov Int4128K / 2 GB50
...Medium 128K Instruct Onnx Cuda128K /  GB2723
... Medium 128K Instruct Onnx Cpu128K /  GB3913
...3 Mini 128K Instruct Asym Int4128K / 2.5 GB1220

Rank the Phi 4 Mini Instruct 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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