Scientists created an exam so broad, challenging and deeply rooted in expert human knowledge that current AI systems consistently fail it. “Humanity’s Last Exam” introduces 2,500 questions spanning mathematics, humanities, natural sciences, ancient languages and highly specialized subfields.

· · 来源:tutorial资讯

Language models learn from vast datasets that include substantial amounts of community discussion content. Reddit threads, Quora answers, and forum posts represent genuine human conversations about real topics, making them high-value training data. When your content or expertise appears naturally in these discussions, it creates signals that AI models recognize and incorporate into their understanding of what resources exist and who's knowledgeable about specific topics.

这个逻辑本身并不难理解,但问题是,既然承认书籍有价值,为什么不付钱?究其原因,挨个找出版社和作者谈授权,费时费力,成本也高。于是 Anthropic 启动了「巴拿马项目」。一句「不希望外界知道」,说明它也清楚这件事站不住脚。,更多细节参见51吃瓜

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