AI Training Data in the Limelight – Even I’m Surprised

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The general public now has a peek into the world of AI, particularly the data that goes into training AI technologies. Last week, the Washington Post highlighted Google’s C4 data set – more formally known as the English Colossal Colossal Clean Corpus – which consists of 15 million websites. These websites range from proprietary to personal to offensive, and have been used to train high-profile models like Google’s T5 and Meta’s LLaMA. The nonprofit CommonCrawl collected the C4 data set in April 2019 and their process is not foolproof.

It’s not a surprise to me that as an experienced writer, many of my own works are included in the AI training data set. Having reported on data analytics, digital advertising technology and GPS tracking for many years, there is no denying the vast number of data sources out there.

The scale of data used to train AI technologies is immense. OpenAI’s ChatGPT and Google’s Bard, for example, utilize the entire World Wide Web, which contains considerable amounts of private information about individuals, thus giving rise to privacy concerns. It’s not publicly known how exactly the information is used and if it’s stored in big databases.

In 2021, Stella Rose Biderman, Executive Director of Eleuther AI, pointed out that Google’s C4 data set was lower-quality than Eleuther’s Pile data, which contains PubMed, Wikipedia, and Github. Prakash, founder and CEO of Together also noted that AI models learn from, but reproduce the data, making it technically fair use.

The ‘yuck’ factor of my work being included in the AI dataset is still strong. It’s like I’m helping to train a Goose that later might try to take my place. I feel especially uncomfortable knowing that the world of AI is discussing and incorporating my works.

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As a solution, Michael Wooldridge, a professor of computer science at the University of Oxford, suggested that AI researchers should make the data sets publicly available and criticizable so that they can be monitored. This would reduce the amount of misinformation spread as well as privacy risks.

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