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‘You Can’t Lick a Badger Twice’: Google Failures Highlight a Fundamental AI Flaw

by Investor News Today
April 24, 2025
in Technology
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‘You Can’t Lick a Badger Twice’: Google Failures Highlight a Fundamental AI Flaw
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Right here’s a pleasant little distraction out of your workday: Head to Google, sort in any made-up phrase, add the phrase “which means,” and search. Behold! Google’s AI Overviews is not going to solely affirm that your gibberish is an actual saying, it can additionally let you know what it means and the way it was derived.

That is genuinely enjoyable, and you’ll find a lot of examples on social media. On this planet of AI Overviews, “a free canine will not surf” is “a playful manner of claiming that one thing is just not more likely to occur or that one thing is just not going to work out.” The invented phrase “wired is as wired does” is an idiom meaning “somebody’s habits or traits are a direct results of their inherent nature or ‘wiring,’ very like a pc’s perform is set by its bodily connections.”

All of it sounds completely believable, delivered with unwavering confidence. Google even gives reference hyperlinks in some instances, giving the response an added sheen of authority. It’s additionally mistaken, no less than within the sense that the overview creates the impression that these are widespread phrases and never a bunch of random phrases thrown collectively. And whereas it’s foolish that AI Overviews thinks “by no means throw a poodle at a pig” is a proverb with a biblical derivation, it’s additionally a tidy encapsulation of the place generative AI nonetheless falls quick.

As a disclaimer on the backside of each AI Overview notes, Google makes use of “experimental” generative AI to energy its outcomes. Generative AI is a robust software with every kind of authentic sensible purposes. However two of its defining traits come into play when it explains these invented phrases. First is that it’s in the end a likelihood machine; whereas it might appear to be a large-language-model-based system has ideas and even emotions, at a base stage it’s merely inserting one most-likely phrase after one other, laying the observe because the prepare chugs ahead. That makes it superb at developing with a proof of what these phrases would imply in the event that they meant something, which once more, they don’t.

“The prediction of the following phrase relies on its huge coaching information,” says Ziang Xiao, a pc scientist at Johns Hopkins College. “Nonetheless, in lots of instances, the following coherent phrase doesn’t lead us to the precise reply.”

The opposite issue is that AI goals to please; analysis has proven that chatbots typically inform folks what they wish to hear. On this case meaning taking you at your phrase that “you’ll be able to’t lick a badger twice” is an accepted flip of phrase. In different contexts, it’d imply reflecting your personal biases again to you, as a crew of researchers led by Xiao demonstrated in a examine final yr.

“It’s extraordinarily tough for this technique to account for each particular person question or a person’s main questions,” says Xiao. “That is particularly difficult for unusual data, languages by which considerably much less content material is on the market, and minority views. Since search AI is such a posh system, the error cascades.”



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