MIT’s Recursive Language Models rethink AI memory by treating documents like searchable environments, enabling models to ...

这个批评有一定道理。从本质上看，RLM确实是把上下文问题转化为搜索问题，而非真正的压缩或记忆。它依赖模型生成可靠的检索代码，而当前模型在这方面并不完美——可能写出糟糕的正则、陷入无限递归、或者遗漏关键片段。

研究人员提出的递归语言模型（Recursive Language Models, RLMs）通过引入Python交互环境，让模型学会写代码去分块读取、检索并递归调用自身处理信息，成功在千万级Token的超长文本任务中实现了性能与成本的双重突破。

新年伊始，MIT CSAIL 的一纸论文在学术圈引发了不小的讨论。Alex L． Zhang 、 Tim Kraska 与 Omar Khattab 三位研究者在 arXiv 上发布了一篇题为《Recursive Language ...

2025年的最后一天， MIT CSAIL提交了一份具有分量的工作。当整个业界都在疯狂卷模型上下文窗口（Context Window），试图将窗口拉长到100万甚至1000万token时，这篇论文却冷静地指出了一个被忽视的真相：这就好比试图通过背诵整本百科全书来回答一个复杂问题，既昂贵又低效。 他们正式提出了递归语言模型（Recursive Language Models, RLM）。聚焦于如何在 ...

Recursive Language Models aim to break the usual trade off between context length, accuracy and cost in large language models. Instead of forcing a model to read a giant prompt in one pass, RLMs treat ...

Introduction Application of artificial intelligence (AI) tools in the healthcare setting gains importance especially in the domain of disease diagnosis. Numerous studies have tried to explore AI in ...

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In Hans Christian Andersen's folktale, The Emperor's New Clothes, when a child cries out that the emperor is naked, he isn't revealing a secret. Everyone already knows it. What changes in that instant ...

Abstract: This article addresses the problem of secure recursive state estimation for a networked linear system, which may be vulnerable to interception of transmitted measurement data by ...

Official support for free-threaded Python, and free-threaded improvements Python’s free-threaded build promises true parallelism for threads in Python programs by removing the Global Interpreter Lock ...

Soon to be the official tool for managing Python installations on Windows, the new Python Installation Manager picks up where the ‘py’ launcher left off. Python is a first-class citizen on Microsoft ...