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Data: Language Models are Few-Shot Learners; Table: Axios Visuals

While GPT-3 has earned ecstatic reviews from many experts for its capabilities, some critics have pointed out clear issues around bias.

Why it matters: As AI becomes more powerful and more integrated into daily life, it becomes even more important to root out the persistent problem of bias and fairness.

What's happening: Researchers at OpenAI noted in the paper introducing GPT-3 that "internet-trained models have internet-scale biases." A model trained on the internet like GPT-3 will share the biases of the internet, including stereotypes around gender, race and religion.

  • As the table above from the paper shows, females were more often described with appearance-associated adjectives, while males were more often described with adjectives that spanned a wider spectrum of descriptions.
  • The paper also found that GPT-3 associated different races with different degrees of sentiment, with Black ranking consistently low.

In a Twitter thread, Facebook AI head Jerome Pesenti raised concerns that GPT-3 can "easily output toxic language that propagates harmful biases."

  • OpenAI CEO Sam Altman responded that he shared those concerns, and he argued that part of the reason the nonprofit was starting off GPT-3 in a closed beta was to do safety reviews before it went fully live.
  • He noted that OpenAI had introduced a new toxicity filter that was on by default.
  • The original paper also found that GPT-3 seemed less prone to bias than earlier, smaller models, offering some preliminary hope that size could help minimize the problem.

What to watch: A system that can generate near-human quality writing could be used for misinformation, phishing and other hacking efforts. And while malicious humans already do all of those things, GPT-3 and future AI systems could effectively scale those efforts up.

The bottom line: If AI produces racist or sexist content, it's because the system learned it by watching us. That puts the onus on programmers to curb their creations.

Go deeper: Rooting out AI bias

Go deeper

Bryan Walsh, author of Future
Oct 27, 2020 - Technology

A new AI aims to be a ghostwriter in the machine

Illustration: Eniola Odetunde/Axios

A new machine-learning-based writing companion called Wordtune aims to help users edit and improve written text as it's being composed.

Why it matters: Natural language processing is one of the most active areas in AI today. If tools like Wordtune work well, it would demonstrate AI is getting closer to really understanding what we're saying.

Updated 1 hour ago - Politics & Policy

Pelosi appoints GOP Rep. Kinzinger to Jan. 6 committee

House Speaker Nancy Pelosi (D-Calif.) announced Sunday that she has appointed Rep. Adam Kinzinger (R-Ill.) to serve on the House select committee investigating the Jan 6. Capitol riot.

Why it matters: Pelosi's announcement comes after she rejected two of the five Republican appointments offered by House Minority Leader Kevin McCarthy (R-Calif.).

USCP chief: Officers testifying before Jan. 6 committee "need to be heard"

Thomas Manger, the new chief of the U.S. Capitol Police, Photo: Tom Williams/CQ-Roll Call, Inc via Getty Images

New Capitol Police chief Tom Manger said officers testifying before the Jan. 6 select committee this week "need to be heard."

Driving the news: The select committee's first hearing is set to take place on Tuesday and will feature testimony from law enforcement officers who were subject to some of the worst of violence during the insurrection.