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Unveiling Covert Racism in AI: How Language Models Perpetuate Bias
Medriva ^ | 07 Mar 2024 06:19 EST | Dr. Jessica Nelson

Posted on 03/27/2024 5:44:04 AM PDT by Red Badger

In the realm of artificial intelligence, a groundbreaking study by the Allen Institute for AI casts a stark light on a troubling issue: commercial AI chatbots, including the renowned GPT-4 and GPT-3.5 by OpenAI, harbor covert racial prejudices against speakers of African American English (AAE). At first glance, these AI models seem to espouse positive views towards African Americans. Yet, when interacting with text in AAE, they reveal a darker underbelly, associating AAE speakers with negative stereotypes such as being 'suspicious', 'aggressive', and 'ignorant'. This phenomenon isn't just a technical glitch; it's a mirror reflecting the deep-seated biases ingrained in society, now being perpetuated by the very technologies that promise to lead us into the future.

The Hidden Bias Within

The study's findings are alarming. Text in African American English triggers responses in these AI models that lean heavily on negative stereotypes, affecting decisions on employment, justice, and beyond. AAE speakers are less likely to be associated with employment opportunities, and when they are, the roles are often stereotypically low-income or entertainment-related. In hypothetical scenarios, these speakers are more likely to be convicted of crimes and receive harsher sentences, including the death penalty for murder. This bias isn't just overt; it's a covert racism that's harder to detect and, consequently, to combat. The implications are far-reaching, affecting not only individual lives but also perpetuating systemic racial biases in society.

Scaling Up Bias

The research points to a scaling issue: larger AI models demonstrate more covert prejudice than their smaller counterparts. This suggests that as AI models grow, so too does their capacity for bias, raising serious questions about the efficacy of AI safety training. Critics argue that current safety measures may reduce overt signs of racial prejudice but fail to address the underlying covert biases. This discovery underscores the need for a comprehensive reevaluation of AI training practices and safety evaluations to truly eliminate racial bias in AI systems.

A Call for Action

This research is a clarion call for the tech industry to confront the embedded biases within AI technologies. The findings from the Allen Institute for AI, alongside other studies, reveal a disturbing trend of AI models perpetuating and, in some cases, exacerbating societal inequalities. It's a reminder that as AI continues to integrate into every aspect of our lives, from criminal justice to employment, the stakes for ensuring these technologies are equitable and free of bias have never been higher. As we stand on the precipice of a future increasingly shaped by AI, the imperative to act is not just technical; it's moral.


TOPICS: Business/Economy; Computers/Internet; Conspiracy; History
KEYWORDS: 1619project; blackkk; blackliesmanors; blackliesmatter; blacklivesmatter; blm; criticalracetheory; crt

1 posted on 03/27/2024 5:44:04 AM PDT by Red Badger
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To: ShadowAce; dayglored; Swordmaker; SunkenCiv

What you talkin’ ‘bout, Willis?................


2 posted on 03/27/2024 5:44:50 AM PDT by Red Badger (Homeless veterans camp in the streets while illegals are put up in 5 Star hotels....................)
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To: Red Badger

I love the phrase “Garbage In, Garbage Out” A Program is a Program is a Program


3 posted on 03/27/2024 5:47:44 AM PDT by no-to-illegals (The enemy has US surrounded. May God have mercy on them. )
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To: Red Badger

So, someone needs to create an ebonics LLM?


4 posted on 03/27/2024 5:48:20 AM PDT by Disambiguator
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To: Red Badger

This research is a clarion call for the tech industry to confront the embedded biases within AI technologies.

This research ought to be a clarion call to all parents (hick speak is just as bad) to teach their children to tailor their speech to the circumstances and the audience.


5 posted on 03/27/2024 6:01:27 AM PDT by jagusafr ( )
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To: Red Badger

All programs are written by coders. Garbage in, garbage out.

If an AI shows any bias, it was put there by humans. Quit blaming ............”software”. That is misdirection intended to get you to look elsewhere.


6 posted on 03/27/2024 6:32:18 AM PDT by bobbo666 (Baizuo, )
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To: Red Badger

Garbage in, garbage out.


7 posted on 03/27/2024 6:36:01 AM PDT by bgill
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To: Red Badger

8 posted on 03/27/2024 6:36:29 AM PDT by Uncle Miltie (DEI = Didn't Earn It!)
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To: Red Badger

You men there’s “programming by fellas with compassion & vision”?

https://www.youtube.com/watch?v=-wlA309xBBQ&ab_channel=RecreationalMixtape


9 posted on 03/27/2024 6:40:13 AM PDT by newfreep ("There is no race problem...just a problem race")
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To: Red Badger

“African American English”

I think I see the problem.


10 posted on 03/27/2024 6:42:03 AM PDT by Organic Panic (Democrats. Memories as short as Joe Biden's eyes.)
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To: Red Badger
I've been toying around with the MS Copilot image generator. I absolutely cannot get it to create historically accurate images. For example, I asked for "Female Vikings" expecting to see some women in medieval garb, maybe holding a baby or cooking or picking herbs in a garden or something.

Instead I got warrior-women in armor and holding weapons, complete with fantasy creatures in the background - a dragon in one image, a winged wolf with duck feet coming in for a landing in another (?!?)

So I told it to get rid of the weapons, and I managed to get rid of the fantasy elements as well. But I could not get the AI to admit that viking women did not wear armor. Maybe it thought I was asking for nudies or something when I tried to get it to ditch the armor, but the failure of the AI to generate historically accurate images no matter how hard you try is troubling...

11 posted on 03/27/2024 6:49:47 AM PDT by EnderWiggin1970
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To: Uncle Miltie

That’s exactly what we need!

A computer that speaks JIVE!.................


12 posted on 03/27/2024 6:54:37 AM PDT by Red Badger (Homeless veterans camp in the streets while illegals are put up in 5 Star hotels....................)
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To: EnderWiggin1970

Viking Womens................

13 posted on 03/27/2024 7:00:13 AM PDT by Red Badger (Homeless veterans camp in the streets while illegals are put up in 5 Star hotels....................)
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To: Organic Panic
“African American English” ... I think I see the problem.

Exactly what I was thinking.

14 posted on 03/27/2024 8:47:31 AM PDT by libertylover (Our biggest problem, by far, is that almost all of big media is AGENDA-DRIVEN, not-truth driven.)
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To: Red Badger

THE BIASES ARE IN THE PROGRAMMERS!! PROGRAMMERS ARE RACISTS@!!


15 posted on 03/27/2024 9:09:22 AM PDT by wafflehouse ("there was a third possibility that we hadn't even counted upon" -Alice's Restaurant Massacree)
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To: Red Badger
African American English (AAE)

Hmmm ... maybe "african americans" would learn to speak English in lieu of gibberish, they'd have fewer problems.

16 posted on 03/27/2024 9:10:39 AM PDT by NorthMountain (... the right of the people to keep and bear arms shall not be infringed)
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To: Organic Panic
“African American English”

British blacks, or African blacks from former British colonies such as Kenya, don't seem to have trouble pronouncing standard English. You can hear their good diction on any BBC program. Why do Americans keep hobbling blacks with “the soft bigotry of low expectations”?

17 posted on 03/27/2024 9:53:09 AM PDT by Albion Wilde (Either ‘the Deep State destroys America, or we destroy the Deep State.’ --Donald Trump)
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To: Red Badger

AAE? Did they give up on Ebonics? Gutter Slang? Ghetto talk? Jive?

Seeing, regrettably, as much of the various social media posts and the utter butchering of the English language that is happening... I don’t blame AI for getting confused.

But setting up a special study/commission to “deal” with the problem seems stupid and hyper-sensitive to me... Which, it pretty typical.

Humans have gotten soft in the 1st World societies.


18 posted on 03/27/2024 10:16:17 AM PDT by Dead Corpse (A Psalm in napalm...)
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To: Albion Wilde

“British blacks, or African blacks from former British colonies”

Exactly. I had engineering interns for me from the Caribbean. They didn’t talk like hood ratchets and were appalled at the level of hate they got from American blacks in their colleges for “acting white.” They were expected to dumb themselves down to the level of the blacks in the grievance studies programs rather than actually study engineering (not an easy path for anyone.)

As an aside, when I would help fill out their paperwork there was no option for “black.” Only “African American, Not White”


19 posted on 03/27/2024 10:35:12 AM PDT by Organic Panic (Democrats. Memories as short as Joe Biden's eyes.)
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