Mashable 19小时前
AI models don’t understand Gen Alpha slang, study reveals
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一项新研究表明,领先的人工智能模型在理解 Z 世代(2010-2024 年出生)的俚语方面面临挑战。研究发现,GPT-4、Claude、Gemini 和 Llama 3 等 AI 模型难以完全理解源自在线空间(尤其是游戏)的 Gen Alpha 俚语。这种语言的微妙差异,例如“Fr fr let him cook”表示支持,而“Let him cook lmaoo”则表示嘲讽,使得 AI 难以准确识别。研究强调了改进 AI 安全系统以保护年轻用户的迫切需求,特别是因为 Z 世代倾向于避免寻求帮助,因为他们认为成年人无法理解他们的数字世界。

🗣️ 研究发现,包括 GPT-4、Claude、Gemini 和 Llama 3 在内的四种领先 AI 模型,难以完全理解 Gen Alpha 的俚语。

🎮 Gen Alpha 的俚语多源自在线空间,尤其是在游戏领域,一个短语可能意味着完全不同的含义,例如“Fr fr let him cook”与“Let him cook lmaoo”之间的差异。

⚠️ AI 在识别“隐蔽骚扰”方面表现不佳,这对于 AI 驱动的内容审核系统来说是一个严重的问题。

👨‍👩‍👧‍👦 研究还考察了父母对俚语的理解程度,结果显示,父母的理解水平与表现最好的 LLM Claude 相当,大约为 68%。

🛡️ 研究强调需要改进 AI 安全系统,以更好地保护年轻用户,因为 Gen Alpha 倾向于避免寻求帮助,因为他们认为成年人无法理解他们的数字世界。

The leading artificial intelligence models might've met their match: Gen Alpha.

A new study — which you can find at the ACM Digital Library — found that four leading AI models (GPT-4, Claude, Gemini, and Llama 3) all struggled to fully understand slang from Gen Alpha, defined as young folks born between 2010 and 2024.

The study goes into detail about the complicating factors of Gen Alpha slang, which is often born out online spaces, most notably gaming. One phrase can mean totally different things. For instance, they used the example of "Fr fr let him cook" — that's someone supporting another person — and "Let him cook lmaoo," which is mocking. Such delicate differences between language can be difficult to trace, especially since young folks often used coded language to hide their true meaning. And apparently LLMs struggle with it. In particular, the researchers noted, it struggled with identifying "masked harassment," which would be troubling for AI-powered moderation systems.

"The findings highlight an urgent need for improved AI safety systems to better protect young users, especially given Gen Alpha’s tendency to avoid seeking help due to perceived adult incomprehension of their digital world," the study read.

To be fair to AI models, understanding young folks' slang — especially Gen Alpha, which has grown up in digital spaces — is difficult for humans, too. The study looked at parents' understanding of slang, too, and that group came in at 68 percent for having a basic understanding. That was about the same mark as the top-performing LLM, Claude. Though, to be fair, LLMs did seem to have a slight edge over parents in identifying context and safety risks in the language — though all parties performed pretty poorly. Only Gen Alpha itself was reliable at understanding the slang, its context, and potential risks.

Credit: "Understanding Gen Alpha's Digital Language: Evaluation of LLM Safety Systems for Content Moderation" - https://dl.acm.org/doi/full/10.1145/3715275.3732184#tab5

The TL;DR of the study seems to be that AI can't reliably understand Gen Alpha and that could result in poor content moderation. That perhaps tracks, since other studies have shown that AI has struggled with complex comprehension.

"This research provides the first systematic evaluation of how AI safety systems interpret Gen Alpha’s unique digital communication patterns," the study's conclusion read. "By incorporating Gen Alpha users directly in the research process, we’ve quantified critical comprehension gaps between these young users and their protectors—both human and AI."

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AI Gen Alpha 俚语 内容审核 安全
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