Best LLMs For Math: Overview & Costs
Best LLMs For Math: Overview & 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 Name | Provider | Context Window | Price (Input/Output) | Best For |
|---|---|---|---|---|
| Claude-3-opus | Anthropic | 200K tokens | $15/$75 per 1M tokens | Complex mathematical research |
| Gemini-1.5-pro-preview | 1M tokens | $0.08/$0.31 per 1M tokens | Large-scale math processing | |
| O1-mini | OpenAI | 128K tokens | $3/$12 per 1M tokens | General mathematical tasks |
| Mistral-large-latest | Mistral | 128K tokens | $3/$9 per 1M tokens | Balanced performance |
| Llama-3.2-11b-instruct | Meta AI | 128K tokens | $0.35/$0.35 per 1M tokens | Budget-friendly math tasks |
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 Window | Pricing | Best Use Case |
|---|---|---|
| 200K tokens | $15/$75 per 1M tokens | Advanced mathematical research and complex proofs |
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 Window | Pricing | Best Use Case |
|---|---|---|
| 1M tokens | $0.08/$0.31 per 1M tokens | Large-scale mathematical processing |
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 Window | Pricing | Best Use Case |
|---|---|---|
| 128K tokens | $3/$12 per 1M tokens | General mathematical applications |
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 Window | Pricing | Best Use Case |
|---|---|---|
| 128K tokens | $3/$9 per 1M tokens | Balanced performance for various math tasks |
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 Window | Pricing | Best Use Case |
|---|---|---|
| 128K tokens | $0.35/$0.35 per 1M tokens | Cost-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!