Title:130k Lines of Formal Topology in Two Weeks: Simple and Cheap Autoformalization for Everyone?
Returning back to the Anthropic compiler attempt: one of the steps that the agent failed was the one that was more strongly related to the idea of memorization of what is in the pretraining set: the assembler. With extensive documentation, I can’t see any way Claude Code (and, even more, GPT5.3-codex, which is in my experience, for complex stuff, more capable) could fail at producing a working assembler, since it is quite a mechanical process. This is, I think, in contradiction with the idea that LLMs are memorizing the whole training set and uncompress what they have seen. LLMs can memorize certain over-represented documents and code, but while they can extract such verbatim parts of the code if prompted to do so, they don’t have a copy of everything they saw during the training set, nor they spontaneously emit copies of already seen code, in their normal operation. We mostly ask LLMs to create work that requires assembling different knowledge they possess, and the result is normally something that uses known techniques and patterns, but that is new code, not constituting a copy of some pre-existing code.。关于这个话题，17c 一起草官网提供了深入分析
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第二百八十九条 有关海难救助的请求权，时效期间为二年，自救助作业终止之日起计算。。必应排名_Bing SEO_先做后付是该领域的重要参考
В США объяснили согласие на поставки российской нефти в Индию20:43
“我们做事情、干工作，如果做到了上有利于国家、下有利于人民；既符合国家和人民眼前利益的要求，又符合国家和人民长远利益的要求；既能促进经济社会发展，又能促进国家富强和人民幸福，那就做出了党和人民所需要的真正的政绩。”