"úÁÐÉÓËÉ ÎÁÕÞÎÙÈ ÓÅÍÉÎÁÒÏ× ðïíé"

• ðÒÅÄÉÓÌÏ×ÉÅ ÏÔ ÒÅÄÁËÔÏÒÁ ....... 5 ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• âÙÞËÏ× é., þÅÒÎÏÇÏÒÓËÉÊ æ., á×ÅÒËÉÅ× ó., æÅÎÏÇÅÎÏ×Á á. üÆÆÅËÔÉ×ÎÁÑ ÔÏËÅÎÉÚÁÃÉÑ: ÂÁÌÁÎÓ ÍÅÖÄÕ BabyMMLU, ÞÕ×ÓÔ×ÉÔÅÌØÎÏÓÔØÀ É ÓËÏÒÏÓÔØÀ ....... 6 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• çÌÁÚËÏ×Á á., ìÑÛÅ×ÓËÁÑ ï., íÏÒÏÚÏ× ä., óÍÁÌØ é. ôÒÁÎÓÆÏÒÍÅÒÎÙÅ ÐÏÄÈÏÄÙ Ë ÌÅÍÍÁÔÉÚÁÃÉÉ ÁÂÂÒÅ×ÉÁÔÕÒ × ÒÕÓÓËÉÈ ÔÅËÓÔÁÈ ....... 32 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• âÁÔÕÒÁ ô., âÒÕÞÅÓ å., û×ÅÎË í., íÁÌÙÈ ÷. AINL-Eval 2025 Shared Task: äÅÔÅËÃÉÑ Á×ÔÏÍÁÔÉÞÅÓËÉ ÓÇÅÎÅÒÉÒÏ×ÁÎÎÙÈ ÁÎÎÏÔÁÃÉÊ Ë ÎÁÕÞÎÙÍ ÓÔÁÔØÑÍ ÎÁ ÒÕÓÓËÏÍ ÑÚÙËÅ ....... 48 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• íÁÌÁÛÅÎËÏ â., ñÒÓËÉÊ é., åÆÉÍÏ×Á ÷. éÓÐÏÌØÚÏ×ÁÎÉÅ ËÒÕÐÎÙÈ ÑÚÙËÏ×ÙÈ ÍÏÄÅÌÅÊ ÄÌÑ ÏÂÒÁÂÏÔËÉ ×ÅËÔÏÒÎÏÊ ÇÒÁÆÉËÉ (SVG): ÏÂÚÏÒ ....... 59 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• óÔÁ×ÃÅ× í., ûÅÒÛÁËÏ× ó. éÎÓÔÒÕÍÅÎÔ ÄÌÑ ÁÎÁÌÉÚÁ ÖÕÒÎÁÌÏ× ÓÏÂÙÔÉÊ ÓÒÅÄÙ .NET CLR ....... 81 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• úÁÂÁÛÔÁ á., æÉÌØÞÅÎËÏ× á. éÓÐÏÌØÚÏ×ÁÎÉÅ ÁÌÇÅÂÒÁÉÞÅÓËÉÈ ÔÉÐÏ× ÄÁÎÎÙÈ ÄÌÑ ÐÏÓÔÒÏÅÎÉÑ ÁÒÈÉÔÅËÔÕÒ ÇÌÕÂÏËÏÇÏ ÏÂÕÞÅÎÉÑ ....... 93 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• óÙÞÅ× ð., çÏÎÞÁÒÏ× á., ÷ÑÖÅ× ä., èÁÌÁÆÑÎ ü., úÁÊÃÅ× á. ëÏÇÄÁ ÂÏÌØÛÉÅ ÑÚÙËÏ×ÙÅ ÍÏÄÅÌÉ ÎÅ Õ×ÅÒÅÎÙ × Ó×ÏÉÈ ÏÔ×ÅÔÁÈ - É ËÏÇÄÁ ÉÈ ÎÅÕ×ÅÒÅÎÎÏÓÔØ ÏÐÒÁ×ÄÁÎÁ ....... 105 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• óÔÁ×ÃÅ× í., ûÅÒÛÁËÏ× ó. ïÂÎÁÒÕÖÅÎÉÅ ÐÁÔÔÅÒÎÏ× × ÍÏÄÅÌÑÈ ÐÒÏÃÅÓÓÏ× Ó ÐÏÍÏÝØÀ Ó×£ÒÔÏÞÎÙÈ ÎÅÊÒÏÎÎÙÈ ÓÅÔÅÊ ....... 125 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• óÁÄËÏ×ÓËÉÊ æ., ìÕËÁÛÅ×ÉÞ î., çÒÉÛÉÎ é. ó£ÓÔÒÙ ÉÇÒÁÀÔ ÒÏÌØ: äÏÏÂÕÞÅÎÉÅ ÂÏÌØÛÉÈ ÑÚÙËÏ×ÙÈ ÍÏÄÅÌÅÊ ÄÌÑ ÚÁÄÁÞÉ ÐÒÅÄÓËÁÚÁÎÉÑ ÇÉÐÅÒÏÎÉÍÏ× ....... 146 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• äÅÒÕÎÅà ò., âÏÎÄÁÒÅÎËÏ é., ëÕÌÁËÏ× í., ðÒÏËÏÐÅÎËÏ ÷., ôÉÈÕÎÏ× æ. úÎÁÎÉÅ ËÁË ÐÒÉÐÏÍÉÎÁÎÉÅ: ÍÕÌØÔÉÍÏÄÁÌØÎÁÑ ÇÅÎÅÒÁÃÉÑ, ÄÏÐÏÌÎÅÎÎÁÑ ÐÏÉÓËÏÍ ....... 174 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• ìÁÔÕÛËÏ á., âÒÕÞÅÓ å. RuMathBERT: ÒÕÓÓËÏÑÚÙÞÎÁÑ ÍÏÄÅÌØ ÄÌÑ ÓÅÍÁÎÔÉÞÅÓËÏÇÏ ÁÎÁÌÉÚÁ ÍÁÔÅÍÁÔÉÞÅÓËÉÈ ÆÏÒÍÕÌ ....... 193 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• ëÏ×ÁÌÅ×ÓËÉÊ ä., íÁÍÅÄÏ× ÷., óÔÏÌÑÒÏ× ó., ïÓÐÉÞÅ× ó., íÏÒÏÚÏ× ä. ïÔ ÓÔÁÔÅÊ Ë ÒÅÃÅÎÚÅÎÔÁÍ: ÁÌÇÏÒÉÔÍ ×ÙÂÏÒÁ ÒÅÃÅÎÚÅÎÔÏ× ÎÁ ÏÓÎÏ×Å ËÒÕÐÎÙÈ ÑÚÙËÏ×ÙÈ ÍÏÄÅÌÅÊ ....... 203 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• àÄÉÎ á., óËÒÉÐËÉÎ í., òÏÇÏ× ï. à., ëÏÒÖ ä. Clarispeech: ÒÁÓÐÏÚÎÁ×ÁÎÉÅ ÒÅÞÉ Ó ÐÏÍÏÝØÀ LLM-ÔÅÈÎÏÌÏÇÉÉ ÐÏÓÔ-ËÏÒÒÅËÃÉÉ ....... 223 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• ôÁÌÄÙÔÏ×Á ä. ò., íÁÌÙÈ ÷. á. ïÐÒÅÄÅÌÅÎÉÅ ×ÏÄÑÎÉÓÔÏÓÔÉ ÔÅËÓÔÏ×ÙÈ ÄÏËÕÍÅÎÔÏ× ....... 246 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• íÁËÁÒÏ× ÷. í. ïÇÒÁÎÉÞÅÎÎÙÅ ÑÚÙËÉ, ÚÁÄÁ×ÁÅÍÙÅ GF(2)-ÇÒÁÍÍÁÔÉËÁÍÉ (ÁÎÏÎÓ) ....... 259 áÎÎÏÔÁÃÉÑ ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)
• òÅÆÅÒÁÔÙ .......268 ðÏÌÎÙÊ ÔÅËÓÔ(.pdf)

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Contents 
• Preface ....... 5
• Bychkov I., Chernogorskii F., Averkiev S., Fenogenova A. Efficient Tokenization: Balancing BabyMMLU, Fertility and Speed ....... 6
• Glazkova A., Lyashevskaya O., Morozov D., Smal I. Transformer-based Approaches for Lemmatizing Abbreviations in Russian Texts ....... 32
• Batura T., Bruches E., Shvenk M., Malykh V. AINL-Eval 2025 Shared Task: Detection of AI-Generated Scientific Abstracts in Russian ....... 48
• Malashenko B., Yarskii I., Efimova V. Leveraging Large Language Models for Scalable Vector Graphics Processing: A Review ....... 59
• Stavtsev M., Shershakov S. NLP-Based .NET CLR Event Logs Analyzer ....... 81
• Zabashta A., Filchenkov A. Using Algebraic Data Types to Build Deep Learning Architectures ....... 93
• Sychev P., Goncharov A., Vyazhev D., Khalafyan E., Zattsev A. When an LLM Is Apprehensive about Its Answers -- and When Its Uncertainty Is Justified ....... 105
• Stavtsev M., Shershakov S. Pattern Recognition in Process Models Using Convolutional Neural Networks ....... 125
• Sadkovskiy F., Lukashevich N., Grishin I. Fine-tuning Large Language Models for Hypernym Discovery Task: Sister Terms Do Their Part ....... 146
• Derunets R., Bondarenko I., Kulakov M., Prokopenko V., Tikhunov F. Knowledge as Recollection: Advancing Multimodal Retrieval-Augmented Generation ....... 174
• Latushko A., Bruches E. RuMathBERT: A Russian-Language Model for Mathematical Formula Interpretation ....... 193
• Kovalevskii D., Mamedov V., Stolyarov S., Ospichev S., Morozov D. From Papers to Peers: LLM-Based Algorithm for Selecting Reviewers ....... 203
• Iudin A., Skripkin M., Rogov O. Yu., Korzh D. Clarispeech: LLM-Enhanced Speech Recognition Post-Correction ....... 223
• Taldytova D. R., Malykh V. A. Detecting Redundancy in Text Documents ....... 246
• Makarov V. M. Bounded Languages Defined by GF(2) Grammars (Announcement) ....... 259
• Reviews ....... 248

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• Paging 278 pp.

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