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by CamperBob2
1144 days ago
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The thing is, your mistake isn't just distrusting the language model, it's trusting the search engine. No matter what tool you use, the responsibility for ensuring accuracy is ultimately yours. Similar degrees of caution and skepticism must be applied to results from both ML and traditional search engines. They are both insanely powerful tools, and like most insanely powerful tools, the hazards are considerable. |
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I also think people who say that search engines lie are seriously overestimating the amount of lies on returned by a search result. Social media is one thing but the broader internet is filled with articles from relatively reputable sources. When I Google "what is a large language model" my top results (there aren't even ads on this particular query to really muddle things) are:
1. Wikipedia
Sure this is the most obvious place for lies but we already understand that. Moreover, the people writing the text have some notion of what is true and false unlike an LLM. I can always also use the links it provides.
2. Nvidia
Sure they have a financial motive to promote LLMs but I don't see a reason they have to outright mislead me. They also happen to publish a significant amount of ML research so probably a good source.
3. TechTarget
I don't know this source well but their description seems to agree deeply with the other two so I can be relatively sure on both this and the others' accuracy. It's a really similar story with Bing. I can also look for sources that cite specific people like a sourced Forbes article that interviews people from an LLM company.
With multiple sources, I can also build a consensus on what an LLM is and reach out further. If I really want to be sure I can type a site:edu to just double check. When I have the source and the text I can test both agreement with consensus and weigh the strength of a source. I can't do that with an LLM since it's the same model when you reprompt. I get that LLMs can give a good place to begin by giving you keywords and phrases to search but it's a really, really poor replacement for search or for learning stuff you don't have experience in.