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AI Models And Parents Don’t Understand ‘Let Him Cook’

Young people have always felt misunderstood by their parents, but new research shows that Gen Alpha might also be misunderstood by AI. A research paper, written by Manisha Mehta, a soon-to-be 9th grader, and presented today at the ACM Conference on Fairness, Accountability, and Transparency in Athens, shows that Gen Alpha’s distinct mix of meme- and gaming-influenced language might be challenging automated moderation used by popular large language models.

The paper compares kid, parent, and professional moderator performance in content moderation to that of four major LLMs: OpenAI’s GPT-4, Anthropic’s Claude, Google’s Gemini, and Meta’s Llama 3. They tested how well each group and AI model understood Gen Alpha phrases, as well as how well they could recognize the context of comments and analyze potential safety risks involved.

Mehta, who will be starting 9th Grade in the fall, recruited 24 of her friends to create a dataset of 100 “Gen Alpha” phrases. This included expressions that might be mocking or encouraging depending on the context, like “let him cook” and “ate that up”, as well as expressions from gaming and social media contexts like “got ratioed”, “secure the bag”, and “ sigma .”

“Our main thesis was that Gen Alpha has no reliable form of content moderation online,” Mehta told me over Zoom, using her

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