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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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Ukrainian President Volodymyr Zelensky said in a video message on Tuesday that Ukrainian forces "destroy the invaders wherever we can." False news often spreads via public groups, or chats, with potentially fatal effects. During the operations, Sebi officials seized various records and documents, including 34 mobile phones, six laptops, four desktops, four tablets, two hard drive disks and one pen drive from the custody of these persons. Telegram has gained a reputation as the “secure” communications app in the post-Soviet states, but whenever you make choices about your digital security, it’s important to start by asking yourself, “What exactly am I securing? And who am I securing it from?” These questions should inform your decisions about whether you are using the right tool or platform for your digital security needs. Telegram is certainly not the most secure messaging app on the market right now. Its security model requires users to place a great deal of trust in Telegram’s ability to protect user data. For some users, this may be good enough for now. For others, it may be wiser to move to a different platform for certain kinds of high-risk communications. "There are several million Russians who can lift their head up from propaganda and try to look for other sources, and I'd say that most look for it on Telegram," he said.
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