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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

O. I. Zakharova

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Review Open access Aug 2026

EXPERIMENTAL COMPARISON OF TEXT VECTORIZATION METHODS FOR SENTIMENT ANALYSIS TASK

Recommendations are given for choosing a vectorization method depending on the data volume and system performance requirements in real time, and classical methods with linear models demonstrate competitive quality with significantly lower computational costs on small datasets.

O. I. Zakharova, S. Bednyak, Yaroslav Dmitrievich Kanunnikov · 0 citations
Open access Aug 2026

AIONet: A HYBRID ALGORITHM FOR AUTOMATED MODEL AND DATASET SELECTION BASED ON DECISION TREES AND LARGE LANGUAGE MODELS

An adaptive algorithm for automated selection and training of machine learning models, AIONet (Adaptive Intelligent Optimization Network), is examined, based on the integration of decision tree methods and large language models, to improve the accuracy and efficiency of model and dataset selection.

S. A. Maslov, O. I. Zakharova · 0 citations
Open access Jul 2026

Efficient Visualization of Knowledge Graphs Based on Next-Generation Language Models

The results show that the proposed methodology is not limited to a single algorithm and permits the combination of direct extraction, specialized models, multi-stage pipelines, and OWL ontologies, which can be applied to the analysis of scientific, technical, and regulatory texts in a secure local environment.

O. I. Zakharova, K. N. Ivanov, S. P. Levashkin et al. · 0 citations

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