The Denver Post

Now hiring: smart, skilled (but part-time) chatbot tutors

- By Yiwen Lu The New York Times

SAN FRANCISCO>>

After her second child was born, Chelsea Becker took an unpaid, yearlong leave from her full-time job as a flight attendant. After watching a video on Tiktok, she found a side hustle: training artificial intelligen­ce models for a website called Data Annotation Tech.

For a few hours every day, Becker, 33, who lives in Schwenksvi­lle, Pa., would sit at her laptop and interact with an Ai-powered chatbot. For every hour of work, she was paid $20 to $40. From December to March, she made more than $10,000.

The boom in AI technology has put a more sophistica­ted spin on a kind of gig work that doesn’t require leaving the house. The growth of large language models including the technology powering Openai’s CHATGPT has fueled the need for trainers such as Becker, fluent English speakers who can produce quality writing.

It is not a secret that AI models learn from humans. For years, makers of AI systems such as Google and Openai have relied on low-paid workers, typically contractor­s employed through other companies, to help computers visually identify subjects. (The New York Times has sued Openai and its partner, Microsoft, on claims of copyright infringeme­nt.)

They might label vehicles and pedestrian­s for self-driving cars or identify images on photos used to train AI systems.

But as AI technology has become more sophistica­ted, so has the job of people who must painstakin­gly teach it. Yesterday’s photo tagger is today’s essay writer.

There are usually two types of work for these trainers: supervised learning, where the AI learns from human-generated writing, and reinforcem­ent learning from human feedback, where the chatbot learns from how humans rate their responses.

Companies that specialize in data curation, including the San Francisco-based startups Scale AI and Surge AI, hire contractor­s and sell their training data to bigger developers. Developers of AI models, such as the Toronto-based startup Cohere, also recruit in-house data annotators.

It is difficult to estimate the total number of these gig workers, researcher­s said. But Scale AI, which hires contractor­s through its subsidiari­es, Remotasks and Outlier, said it was common to see tens of thousands of people working on the platform at a given time.

But as with other types of gig work, the ease of flexible hours comes with its own challenges. Some workers said they never interacted with administra­tors behind the recruitmen­t sites, and others had been cut off from the work with no explanatio­n. Researcher­s also have raised concerns over a lack of standards, because workers typically don’t receive training on what are considered to be appropriat­e chatbot answers.

To become one of these contractor­s, workers have to pass an assessment, which includes questions such as whether a social media post should be considered hateful, and why.

Another one requires a more creative approach, asking contractin­g prospects to write a fictional short story about a green dancing octopus, set in Sam Bankman-fried’s FTX offices on Nov. 8, 2022. (That was the day Binance, an FTX competitor, said it would buy Bankmanfri­ed’s company before later quickly backing out of the deal.)

Sometimes, companies look for subject matter experts. Scale AI has posted jobs for contract writers

 ?? HANNAH YOON — THE NEW YORK TIMES ?? Chelsea Becker — at home with her children in Schwenksvi­lle, Pa., on April 1— started training chatbots from home after taking an unpaid leave from her flight attendant job when her daughter was born. The growth of large language models like the technology powering Openai’s CHATGPT has fueled the need for trainers such as Becker, fluent English speakers who can produce quality writing.
HANNAH YOON — THE NEW YORK TIMES Chelsea Becker — at home with her children in Schwenksvi­lle, Pa., on April 1— started training chatbots from home after taking an unpaid leave from her flight attendant job when her daughter was born. The growth of large language models like the technology powering Openai’s CHATGPT has fueled the need for trainers such as Becker, fluent English speakers who can produce quality writing.
 ?? ALYSSA POINTER — THE NEW YORK TIMES ?? Ese Agboh of Kennesaw, Ga., a University of Arkansas computer science master’s degree student, is helping a chatbot with coding projects.
ALYSSA POINTER — THE NEW YORK TIMES Ese Agboh of Kennesaw, Ga., a University of Arkansas computer science master’s degree student, is helping a chatbot with coding projects.

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