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/mental-math

EXPERIMENT REVIEW:

12.75x

Accuracy | Claude 3.7-Sonnet

From 7.27% > 92.73%

3.0x

Accuracy | GPT-4.5-Preview

From 30% > 90.91%

440

Tests | 220 Unique Problems

110 Problems / Model

5+

Digit-Multiplication | Up-to-9

w/ Mental Math 

Downloads

White Paper | Full Report

Daily, B., Rubinov, D. (March 21, 2025)

Mental-Math for AI: Unlocking Latent Capabilities in Large Language Models for Large-Integer Multiplication Problems. 

Bitforge Dynamics Research Blog.

Experiment | Google Colab

Recreate the experiment and test our system prompt or create your own ~ we encourage readers to try and beat our score with the 5 to 6 digit range (API keys required)

DOWNLOAD NOTEBOOK (.ipynb)

Chart Results | 440 Answers 

View the questions & answers for the report. See how our structured reasoning prompt with mental-math techniques enhance reasoning for large-integer multiplications.

Graphics | Shareable Infographic

Describe the service and how customers or clients can benefit from it. This is the place to add a short description with relevant details, like pricing, duration and how to book. 

Bitforge Dynamics Infographic.png
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