BGE-M3-Math-RAG-FineTune
Math Model • Released 2024-11-4 • Last Verified 2025-02-01
BGE-M3-Math-RAG-FineTune is a specialized chain-of-thought reasoning model developed by Hugging Face Community. Engineered with test-time compute scaling and step-by-step verification, BGE-M3-Math-RAG-FineTune excels at complex mathematical proofs, competitive programming algorithms, and logical formal verification.
Plain English Summary (What is this model & who is it for?)
Think of BGE-M3-Math-RAG-FineTune as an advanced math and logic tutor. It breaks down complex calculus, physics equations, and algorithmic puzzles into clear, step-by-step explanations.
💡 Real-World Use Cases & Practical Examples
🚀 How to Run & Use This Model (Step-by-Step Guide)
Simple setup instructions for everyday users and developers.
Download a One-Click App (No Coding Required)
Download a free local AI launcher like LM Studio (lmstudio.ai) or Ollama (ollama.com) on your Mac, Windows, or Linux PC.
Load the Model
In LM Studio, search for "BGE-M3-Math-RAG-FineTune". In Ollama, open your terminal and run "ollama run bge-m3-math-rag-finetune".
Start Chatting or Generating
Type your text instructions or upload files into the app. The AI runs 100% privately on your hardware without internet requirement!
Developer API Integration
Developers can integrate BGE-M3-Math-RAG-FineTune directly via Python (using Hugging Face transformers/diffusers) or connect via local OpenAI-compatible REST server (http://localhost:11434).
Benchmark Performance
Hardware Requirements for Local Running
Requires 24GB VRAM
Strengths
- •High accuracy
- •Fast inference
Limitations & Weaknesses
- •Closed source API
import openai
client = openai.OpenAI()
response = client.chat.completions.create(
model="bge-m3-math-rag-finetune",
messages=[
{"role": "system", "content": "You are an expert AI assistant."},
{"role": "user", "content": "Explain quantum computing in 2 sentences."}
]
)
print(response.choices[0].message.content)Pricing Overview
Prices subject to provider tiers and volume discounts. Check documentation for current token rates.
Model Tags
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