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June 5, 2026
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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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Study of Complex Effect of Intense Flows of Argon Ions and Pulsed Laser Radiation on Surface of Vanadium and Vanadium-Based Alloys (Review)

Physics of Atomic Nuclei. 2022. Vol. 85. No. 1. P. S71–S79.
Borovitskaya I. V., Korshunov S. N., Mansurova A. N., G. G. Bondarenko, Lyublinsky I. E.

A review of studies on the effect of intense flows of argon ions and high-power pulsed laser radiation
on properties such as microhardness, radiation erosion, structural changes, corrosion resistance in liquid
lithium, and changes in surface topography under conditions of separate and sequential irradiation with Ar+
ions and laser radiation of low-activated vanadium alloys (V–0.59Ga, V–1.86Ga, V–3.49Ga, V–3.4Ga–
0.62Si, V–4.51Ga–5.66Cr, and V–4.8Ti–4.82Cr) in comparison with pure vanadium is presented. The samples
were irradiated with argon ions in a vacuum in an ILU accelerator at energy of 20 keV, a dose of 1022 m–2, an
ion flux density of 6 × 1018 m–2 s–1, and Tirrad ~ 700 K. The parameters of laser irradiation in the GOS 1001
facility in vacuum in the Q-switched mode are as follows: flux power density is q = 1.2 × 1012 W m–2, pulse
duration is τ0 = 50 ns, and number of pulses is from 1 to 4. For the first time, we discovered new phenomena
such as the possibility of radiation blistering during implantation of heavy ions into metals, the appearance of
a long-range effect (two-sided change in microhardness, target structure, and surface morphology), and an
increase in the erosion of materials under the successive action of ions and laser radiation on them. Corrosion
of both materials irradiated with argon ions and unirradiated materials when tested in liquid lithium at a temperature
of 600°C for 400 h is identical (nitrogen penetration into materials is insignificant, and oxygen
release from materials is significant, which causes the formation of a zone with reduced microhardness near
the surface of the samples).

Research target: Materials Technologies Physics
Language: English
Full text
DOI
Keywords: ионы аргонаlaser radiationargon ionsлазерное облучениеvanadiumванадий
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