Best LLMs For Math: Overview, Tables and Costs

Best LLMs For Math: Overview, Tables and Costs

November 22, 2024 Hugo Huijer

Mathematics can be challenging enough without having to worry about which AI model to use. After diving deep into the data and comparing various LLMs, I've put together this guide to help you choose the right model for your mathematical needs. While I haven't personally tested all these models, I've analyzed their specifications and pricing to give you a comprehensive overview.

What are the best LLMs for Math?

When it comes to mathematical computations and reasoning, not all LLMs are created equal. Some excel at complex proofs, while others are better suited for quick calculations. Here's a breakdown of the top contenders:

Model NameProviderContext WindowPrice (Input/Output)Best For
Claude-3-opusAnthropic200K tokens$15/$75 per 1M tokensComplex mathematical research
Gemini-1.5-pro-previewGoogle1M tokens$0.08/$0.31 per 1M tokensLarge-scale math processing
O1-miniOpenAI128K tokens$3/$12 per 1M tokensGeneral mathematical tasks
Mistral-large-latestMistral128K tokens$3/$9 per 1M tokensBalanced performance
Llama-3.2-11b-instructMeta AI128K tokens$0.35/$0.35 per 1M tokensBudget-friendly math tasks
Anthropic Logo

Anthropic - Claude-3-opus

Think of Claude-3-opus as the mathematics professor of LLMs. While it's the priciest option, it's like having a mathematical genius at your disposal. The model excels at understanding complex mathematical concepts and can handle everything from basic arithmetic to advanced theoretical mathematics.
Context Window200K tokens
Pricing$15/$75 per 1M tokens
Best Use CaseAdvanced mathematical research and complex proofs
Google Gemini Logo

Google - Gemini-1.5-pro-preview

Gemini-1.5-pro-preview is like having a math library in your pocket. With its massive 1M token context window, you can process entire mathematical datasets at once. The best part? It's surprisingly affordable for its capabilities.
Context Window1M tokens
Pricing$0.08/$0.31 per 1M tokens
Best Use CaseLarge-scale mathematical processing
OpenAI Logo

OpenAI - O1-mini

O1-mini strikes a nice balance between power and price. It's like having a skilled mathematics tutor who's always available. While not as extensive as Claude-3-opus, it handles most mathematical tasks with impressive accuracy.
Context Window128K tokens
Pricing$3/$12 per 1M tokens
Best Use CaseGeneral mathematical applications
Mistral Logo

Mistral - Mistral-large-latest

Mistral-large-latest is the dark horse in the race. Built on solid open-source foundations, it offers reliable mathematical capabilities without breaking the bank. Think of it as your dependable math buddy who's always there to help.
Context Window128K tokens
Pricing$3/$9 per 1M tokens
Best Use CaseBalanced performance for various math tasks
Meta AI Logo

Meta AI - Llama-3.2-11b-instruct

If you're budget-conscious but still need solid mathematical capabilities, Llama-3.2-11b-instruct is your go-to option. It's like having a capable math assistant who works for a very reasonable rate.
Context Window128K tokens
Pricing$0.35/$0.35 per 1M tokens
Best Use CaseCost-effective mathematical processing

Choosing the right LLM for mathematical tasks doesn't have to be complicated. If budget isn't a concern and you need the absolute best, go with Claude-3-opus. For the best value proposition, Gemini-1.5-pro-preview is hard to beat. And if you're looking for something in between, the other options offer various sweet spots of capability and cost.
Remember, the "best" LLM really depends on your specific needs. Consider factors like the complexity of your mathematical tasks, your budget, and how much context window you really need. Happy calculating!

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