Byte Latent Transformer: Patches Scale Better Than Tokens
Новая статья от META - Byte Latent Transformer. Пробуют новый подход к токенизации - вместо фиксированного словаря используют динамические patches, размер которых определяется по энтропии следующего байта. Модель успешно масштабировали до 8B параметров и 4T байтов, при этом с лучшим качеством. Плюс эффективность и тренировки, и инференса лучше. Каких-то особых недостатков подхода авторы не описали. Ждём Llama 4 на байтах? :)
Byte Latent Transformer: Patches Scale Better Than Tokens
Новая статья от META - Byte Latent Transformer. Пробуют новый подход к токенизации - вместо фиксированного словаря используют динамические patches, размер которых определяется по энтропии следующего байта. Модель успешно масштабировали до 8B параметров и 4T байтов, при этом с лучшим качеством. Плюс эффективность и тренировки, и инференса лучше. Каких-то особых недостатков подхода авторы не описали. Ждём Llama 4 на байтах? :)
Right now the digital security needs of Russians and Ukrainians are very different, and they lead to very different caveats about how to mitigate the risks associated with using Telegram. For Ukrainians in Ukraine, whose physical safety is at risk because they are in a war zone, digital security is probably not their highest priority. They may value access to news and communication with their loved ones over making sure that all of their communications are encrypted in such a manner that they are indecipherable to Telegram, its employees, or governments with court orders. "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. "The inflation fire was already hot and now with war-driven inflation added to the mix, it will grow even hotter, setting off a scramble by the world’s central banks to pull back their stimulus earlier than expected," Chris Rupkey, chief economist at FWDBONDS, wrote in an email. "A spike in inflation rates has preceded economic recessions historically and this time prices have soared to levels that once again pose a threat to growth." Russian President Vladimir Putin launched Russia's invasion of Ukraine in the early-morning hours of February 24, targeting several key cities with military strikes. In this regard, Sebi collaborated with the Telecom Regulatory Authority of India (TRAI) to reduce the vulnerability of the securities market to manipulation through misuse of mass communication medium like bulk SMS.
from ms
