返回全部动态

别被迷惑:大语言模型并不会推理

原标题:Don’t be fooled—LLMs don’t reason

MIT Technology Review AI观点质量 78

AI 摘要

前Google DeepMind研究员撰文指出,当前大语言模型并不具备真正的推理能力,其链式思维仍由同一套下一词预测机制生成,缺乏可检查的持久认知状态、知识与推理的分离,以及真实的推理过程。作者以AlphaGo的搜索机制为例,认为真正的推理应像AlphaGo那样维护显式的博弈树并据此更新判断,并透露自己已离开Google DeepMind,希望推动借鉴AlphaGo架构的新推理方法。

以上摘要由 AI 生成,可能存在误差。事实请以原文为准。

正文节选

On an afternoon in Seoul in March 2016, I watched a program I helped build put a stone on the fifth line of a Go board in what looked like a gift to its human opponent. Move 37 in game two of the five-game match looked so absurd that some commentators thought it was a programming glitch. It wasn’t. AlphaGo won the game, ultimately triumphing 4-1 over Lee Sedol, one of the greatest professional Go players of all time. “I thought AlphaGo was based on probability calculation and that it was merely


发布时间:2026-10-02 16:00
抓取时间:2026-10-02 16:56
来源机构:MIT Technology Review
阅读原文technologyreview.com