Don’t be fooled—LLMs don’t reason

Ten years after AlphaGo’s match against Go champion Lee Sedol, today’s AI still isn’t tapping into the machinery that made that win possible.

AlphaGo第37手看似直觉，实为搜索机制权衡未来后果的推理结果，而当今大语言模型只做下一词预测，缺乏可检视的推理状态。作者主张借鉴AlphaGo架构，让系统维护显式的认知状态并逐步更新，才能产出可信且真正新颖的结论。