S. Mambetov

Silver-Corpus Transfer for Kazakh Morphosyntactic Analysis: A Cross-Validated Benchmark of Compact and Pretrained Models

The limited amount of manually annotated data remains a major constraint for supervised Kazakh morphosyntactic analysis: UD_Kazakh-KTB contains 1078 sentences and 10,536 syntactic words and is too small for a conventional train–development–test split. We therefore benchmark five systems—a compact 2.5 M-parameter hybrid...

Deep Neural Network Architectures for Real-Time Drone Detection in Aerial Surveillance Systems: A Comparative Evaluation of YOLOv7, YOLOv8, and YOLOv11