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ребята из HF 🤗 написали нам
https://huggingface.co/spaces/HuggingFaceH4/blogpost-scaling-test-time-compute

Про подходы к test time compute (какой поиск можно делать, использовать верификаторы, самовалидацию и тд), как это масштабировать, как сделать на опенсурсовских моделях (на примере LLama 3.2)

вполне стоит почитать

За основу взяли статью от ДипМаинда

Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
https://arxiv.org/abs/2408.03314

код нашел тут:
https://github.com/huggingface/search-and-learn

сейчас реализовали на llama 3.2 1B подходы с Best of N, Beam Search, Diverse Verifier Beam Search (DVTS)
инструкция по запускам https://github.com/huggingface/search-and-learn/tree/main/recipes



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ребята из HF 🤗 написали нам
https://huggingface.co/spaces/HuggingFaceH4/blogpost-scaling-test-time-compute

Про подходы к test time compute (какой поиск можно делать, использовать верификаторы, самовалидацию и тд), как это масштабировать, как сделать на опенсурсовских моделях (на примере LLama 3.2)

вполне стоит почитать

За основу взяли статью от ДипМаинда

Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
https://arxiv.org/abs/2408.03314

код нашел тут:
https://github.com/huggingface/search-and-learn

сейчас реализовали на llama 3.2 1B подходы с Best of N, Beam Search, Diverse Verifier Beam Search (DVTS)
инструкция по запускам https://github.com/huggingface/search-and-learn/tree/main/recipes

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Stocks closed in the red Friday as investors weighed upbeat remarks from Russian President Vladimir Putin about diplomatic discussions with Ukraine against a weaker-than-expected print on U.S. consumer sentiment. Given the pro-privacy stance of the platform, it’s taken as a given that it’ll be used for a number of reasons, not all of them good. And Telegram has been attached to a fair few scandals related to terrorism, sexual exploitation and crime. Back in 2015, Vox described Telegram as “ISIS’ app of choice,” saying that the platform’s real use is the ability to use channels to distribute material to large groups at once. Telegram has acted to remove public channels affiliated with terrorism, but Pavel Durov reiterated that he had no business snooping on private conversations. But the Ukraine Crisis Media Center's Tsekhanovska points out that communications are often down in zones most affected by the war, making this sort of cross-referencing a luxury many cannot afford. Messages are not fully encrypted by default. That means the company could, in theory, access the content of the messages, or be forced to hand over the data at the request of a government. Apparently upbeat developments in Russia's discussions with Ukraine helped at least temporarily send investors back into risk assets. Russian President Vladimir Putin said during a meeting with his Belarusian counterpart Alexander Lukashenko that there were "certain positive developments" occurring in the talks with Ukraine, according to a transcript of their meeting. Putin added that discussions were happening "almost on a daily basis."
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