# Chat off by 18 orders of magnitude

I asked ChatGPT to calculate the speed of light in furlongs per fortnight and it was off by 18 orders of magnitude. See screen capture.

The correct value is 1.8 E12 furlongs per fortnight.
Mike

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1. Donâ€™t use ChatGPT 3.5 for math
2. Donâ€™t depend on LLMs to solve math by themself
3. Use ChatGPT4 with `Code Interpreter` for math
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Here is the zero shot reply from ChatGPT-4 with Code Interpreter:

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Welcome to the Dev Community, great to see you playing around with ChatGPT and testing itâ€™s capabilities!

As @RonaldGRuckus and @vb both eluded to, itâ€™s important to understand the limitations of the models, which it seems like youâ€™re already finding out.

GPT-4 is much stronger at logic and reasoning tasks, plus it has â€ścode interpreterâ€ť (aka Advanced Data Analysis) which it a tool it can use to write and run code to solve problems.

These models are made to predict the next token (a sub-section of a word used in the transformers architecture theyâ€™re built on). Predicting the next token can get you some phenomenal results in natural language processing, but it makes more complex concepts like math pretty hard.

GPT-4 is smart enough to get around this issue through the use of code-interpreter. This way it can just predict the next token to write the code, then run the code and provide you with the result!

If youâ€™re interested in learning more about how they work there are tons of resources online, as well as old topics on here that I encourage you to read through.

Exciting times!

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Proof that LLMs have not killed off traditional compute (and may not for a long time), but are simply an additional tool in our ever growing set â€¦

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In ChatGPTâ€™s defense, questions like â€ścalculate the speed of light using in furlongs per fortnightâ€ť are exactly the kinds of Math questions that make me feel terrible at Math.

I would look at that problem, stand up from my desk, and walk out immediately before I become â€śthat guyâ€ť that asks â€śI thought fortnight was a video game?â€ť

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