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June 5, 2026
Neural Network Maps as a Method for Constructing Mathematical Models
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Researchers from the AI and Digital Science Institute at the HSE Faculty of Computer Science have developed a new compression method for large language models such as GPT and LLaMA that reduces their size by 25–36% without additional training or significant loss of accuracy. This is the first approach to use mathematical transformations—specifically, rotations of model weights—to make models more amenable to compression with structured matrices. The study results have been published in ACL Findings 2025. The code is available on GitHub.

 

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Правосудие далекого покровителя, или как золотоордынский правитель Бату решал проблемы Сельджукского султаната

С. 154–160.
Pochekaev R. Y.

The article contains a historical and legal analysis of interaction between Batu, ruler of the Jochid Ulus (Golden Horde), and authorities of the Seljuk Sultanate in the 1240–1250s. The author examines specific features of relation of the Golden Horde ruler with sultans and high officials of the Seljuk state. The special attention is paid to Batu’s activity on solving the problems of Seljuks in their internal policy as well as in relations with Mongol authorities of Iran who also pretended to have a control over this vassal state. The study of legal aspects of these relations allows us to clarify to a certain extent some details of the status of Batu himself and specific features of constructing relation between the Mongol Empire and its vassals in different regions during the examined period, when the imperial administrative system was forming. The author analyzed medieval sources (works of Turkic, Persian, Syrian authors of the thirteenth and fourteenth centuries) and research works of modern scholars on the history of Sekljuk Sultanate, especially during the Mongol period.

Language: Russian
Full text
Keywords: третейский судЗолотая ОрдаярлыкGolden HordeМонгольская империяMongol Empireforeign suzeraintyиностранный сюзеренитетvassalageвассалитетyarliks of khansмеждуцарствиеInterregnumSeljuk SultanateСельджукский султанат

In book

Золотоордынское наследие. Выпуск 4: Сборник статей, посвященный 700-летию со дня рождения средневекового татарского поэта Сейфа Сараи.
Каз.: Институт истории имени Шигабутдина Марджани Академии наук Республики Татарстан, 2021.
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