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Ep 153: Understanding How LLMs Reason

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Manage episode 497730845 series 3638879
Content provided by Joanne Sweeney. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Joanne Sweeney or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

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Not all AI models think the same way. In fact, none of them really “think” at all. But they do simulate different styles of reasoning, deduction, induction, abduction, and that affects how they respond, what they’re good at, and when they fall apart.

So if you’ve ever wondered: 'Which model should I be using for this task?', this episode is for you.

In this episode, we’re going straight into the science of reasoning. Not human reasoning. AI reasoning. Because if you’re using AI tools, whether it’s ChatGPT, Claude, Gemini, or something else, and you’re not getting the results you want, it might not be the prompt. It might be the model.

WHAT IS AI REASONING?

Before we get into the models, let’s define the terms.
There are three main types of reasoning in logic and decision-making:

  • Deductive reasoning: start with a general rule, apply it to a specific case.
  • Inductive reasoning: look at a bunch of examples, spot a pattern, make a generalisation.
  • Abductive reasoning: this one’s about best guesses. You’ve got incomplete info, so you make the most likely inference.

Need More Support?

If you’re ready to explore how AI can make your marketing smarter and more efficient, check out my Professional Diploma in AI for Marketers. Or, if you’re looking for in-company training, I can help get your team up to speed. Use the code AISIX10 for a special discount just for podcast listeners.

https://publicsectormarketingpros.com

  continue reading

162 episodes

Artwork
iconShare
 
Manage episode 497730845 series 3638879
Content provided by Joanne Sweeney. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Joanne Sweeney or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

Send us a text

Not all AI models think the same way. In fact, none of them really “think” at all. But they do simulate different styles of reasoning, deduction, induction, abduction, and that affects how they respond, what they’re good at, and when they fall apart.

So if you’ve ever wondered: 'Which model should I be using for this task?', this episode is for you.

In this episode, we’re going straight into the science of reasoning. Not human reasoning. AI reasoning. Because if you’re using AI tools, whether it’s ChatGPT, Claude, Gemini, or something else, and you’re not getting the results you want, it might not be the prompt. It might be the model.

WHAT IS AI REASONING?

Before we get into the models, let’s define the terms.
There are three main types of reasoning in logic and decision-making:

  • Deductive reasoning: start with a general rule, apply it to a specific case.
  • Inductive reasoning: look at a bunch of examples, spot a pattern, make a generalisation.
  • Abductive reasoning: this one’s about best guesses. You’ve got incomplete info, so you make the most likely inference.

Need More Support?

If you’re ready to explore how AI can make your marketing smarter and more efficient, check out my Professional Diploma in AI for Marketers. Or, if you’re looking for in-company training, I can help get your team up to speed. Use the code AISIX10 for a special discount just for podcast listeners.

https://publicsectormarketingpros.com

  continue reading

162 episodes

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