This study aims to develop a hybrid system for the automatic annotation of scientific texts that efficiently processes multilingual publications using state-of-the-art natural language processing (NLP) technologies. The system integrates classical algorithms (Gensim, NLTK) with transformer-based models via the Cohere API to achieve high semantic consistency and accuracy in ...