Gary Marcus 直接点破一个常见误解：不是 LLM 会做数学，是加了符号工具的 LLM 才厉害。
Gary Marcus 反驳了“LLM 擅长数学”的说法，指出真正有效的是 LLM 与神经符号工具的融合。他批评很多人不了解技术细节就下结论。Marcus 在 X 上回复了关于 LLM 数学能力的讨论，强调单纯基于概率的 LLM 会胡编乱造。
this is confused. it’s not LLMs that are good at math; it’s LLMs merged with (neuro)symbolic tools t...
this is confused. it’s not LLMs that are good at math; it’s LLMs merged with (neuro)symbolic tools that are good at math. amazing that people feel free to clutch their pearls without understanding even the basic technical details. Austen Allred @Austen I’m old enough to remember when very smart people were arguing LLMs wouldn’t be helpful in math because they’re probabilistic in nature and can hallucinate. This was two years ago. 🔗 View Quoted Tweet 💬 5 🔄 0 ❤️ 14 👀 1465 📊 4 ⚡