<em>Perspective</em>: Multi-shot LLMs are useful for literature summaries, but humans should remain in the loop

· · 来源:data资讯

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.

Mostly JS-ecosystem. See report for per-ecosystem breakdowns.

An electio,详情可参考safew官方版本下载

Как рассказали очевидцы, сразу после отрыва от земли раздался первый громкий хлопок, за которым последовало еще около семи-восьми подобных звуков. Пассажиры наблюдали яркие вспышки из левого двигателя. На 25-й минуте полета командир экипажа объявил, что по техническим причинам полет не может быть продолжен, и судно разворачивается обратно в аэропорт вылета. Общее время в воздухе составило около 50 минут — вероятно, самолет вырабатывал топливо перед посадкой.

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British Airways’ owner, International Airlines Group, has announced a sharp rise in annual profits to almost £4bn despite a slight fall in passenger numbers in 2025.