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LLMs have a strong bias against use of African American English
(arstechnica.com)
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this post was submitted on 29 Aug 2024
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This kind of seems like a non-article to me. LLMs are trained on the corpus of written text that exists out in the world, which are overwhelmingly standard English. American dialects effectively only exist while spoken, be it a regional or city dialect, the black or chicano dialect, etc. So how would LLMs learn them? Seems like not a bias by AI models themselves, rather a reflection of the source material.
That's what is usually meant by AI bias: a bias in the material used to train the model that reflects in its behavior
But why is it even mentioned then? It's FUCKING OBVIOUS. It's like saying "AIs are biased towards english and neglect latin" or smth ffs
Great comparison, a dialect used by millions of people to a dead language. It really shows how much you care about the people who speak that dialect...
AIs are trained on what is written in the Internet. Latin is not spoken, it's written. But even then, it's rarely used. African american is a dialect, it's only present in speech.
You need to get out more. I totally get that you would think that’s the case, but only if you’re not exploring parts of the internet outside your bubble. It’s absolutely written.
There are actually quite a few books written in AAVE...the earliest I'm aware of is their eyes were watching god, from the 1930s. The Color Purple, Beloved, The Sellout, the books of Chester Himes...