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September 11, 2026
How to Assess Students Knowledge in the Age of AI
A researcher at HSE University has proposed a flowchart to help lecturers decide how to assess students who use artificial intelligence. It shows where the use of AI should be restricted and where it can be incorporated into the learning process. The article has been published in IT Professional.
September 9, 2026
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You cannot study spoken dialects from books. Instead, you need to go to a village, seek out its elders, and earn the trust of local residents before you can record hours of spontaneous stories. This is how Natalia Muravleva, Associate Professor at the Faculty of Humanities, conducts her research. Her internship in Serbia continued her long-standing study of dialects spoken by Macedonian settlers. In this interview, she discusses how diaspora cultural centres help researchers reach informants, why native speakers need to be interviewed only in their own language (otherwise, as she puts it, they may 'break'), and how a single field season helped her finalise her monograph. She also shares warm memories of autumn in Belgrade and of colleagues with whom grammar can be discussed in three languages at once.
September 9, 2026
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Researchers at the HSE FCS AI and Digital Science Institute have developed CAD2TechSpec, a framework that converts 3D models of mechanical parts into machining process plans—step-by-step instructions for machine tools. The solution aims to reduce the time required for the design and preparation of technical process documentation in mechanical engineering, aircraft manufacturing, and other high-tech industries. The study findings have been published in PeerJ Computer Science.

 

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Comparing eco-phytocoenotic and eco-floristic methods of classification to estimate coenotic diversity and to map forest vegetation

Contemporary Problems of Ecology. 2018. Vol. 11. No. 7. P. 729–742.
Belyaeva N. G., Chernen'kova T. V., Morozova O. V., Sandlerskiy R., Arkhipova M. V.

The coenotic diversity of forests of the model region in southwestern Moscow oblast with an area of 51 500 ha has been assessed using data from field studies, remote sensing (Landsat-5 TM, Landsat-8 OLI, and TIRS), and digital terrain models of the landscape. Forest communities are classified using two different methods: eco-phytocoenotic and eco-floristic. We recognize 15 eco-phytocoenotic syntaxa at the level of group associations and 9 eco-floristic syntaxa. The high accuracy of grouping of releves is supported statistically for each classification approach. The quality of classification is evaluated by stepwise discriminant analysis based on the representation and abundance of species. It is higher for eco-floristic syntaxa (87.1%) than for eco-phytocoenotic ones (78.9%). The adjustment of composition and names of syntaxa of eco-phytocoenotic classification ensure the compliance of typological and mapping units. The prediction quality of syntaxa recognized from pixel brightness and topographic variables is 78.6%. The quality of discriminant analysis of recognized syntaxa of the eco-phytocoenotic model show a lower accuracy of mapping model (69.7%). Large-scale maps of forest vegetation for the model region based on both classifications have been developed. It is shown that representations of eco-phytocoenotic units have a higher accuracy, as these units correspond to recent state of plant communities at their actual succession stage. On the other hand, eco-floristic units provide insight into the potential vegetation composition of a habitat. The large number of syntaxa of eco-floristic classification (associations and subassociations) made it possible to trace general patterns of vegetation on largescale maps. This feature could be more informative in medium- and small-scale mapping.

Research target: Earth Sciences Biology
Language: English
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Keywords: дискриминантный анализ discriminant analysis дистанционное зондирование Землиremote sensing dataкартографирование растительностиvegetation mapping
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