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Phi-4

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Phi-4

Phi-4, a 14B-parameter open-source AI from Microsoft, excels in reasoning, math, and coding. With a 16K token context, it rivals larger models like GPT-4o, optimized for low-resource environments.

πŸ“„Details

Key Features

β€’ Advanced Reasoning

-1. Outperforms GPT-4o on GPQA (56.1%) and MATH (80.4%) benchmarks

-2. Excels in STEM tasks, including math competition problems (AMC 10/12: 91.8%)

-3. Uses synthetic data and rejection sampling for enhanced logic

β€’ Compact Efficiency

-1. 14 billion parameters, 5x smaller than Llama 3.3 70B

-2. Runs on edge devices with 4-bit quantization (e.g., 11GB VRAM)

-3. Low-latency inference for resource-constrained settings

β€’ Extended Context

-1. 16,000 token context window, up from 4K mid-training

-2. Handles long-form text and complex workflows effectively

β€’ Performance Highlights

-1. Matches or beats GPT-4o-mini and Llama 3.3 70B in reasoning tasks

-2. Strong coding skills with 82.6% on HumanEval

β€’ Open-Source Accessibility

-1. Available under MIT License on Hugging Face and Azure AI Foundry

-2. Supports fine-tuning with LoRA and tools like vLLM

β€’ Practical Applications

-1. Ideal for research, education, and enterprise AI solutions

-2. Powers local deployment and cost-effective workflows

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