41 citations · 110 across the 11 of their papers we have counts for
11 papers
Taxonomy-Driven Analysis of Open-Source AI Risk Mitigation Tools
Afreen Alam, Evgenija Popchanovska, Ana Gjorgjevikj +4
Rapid adoption of large language models (LLMs) in enterprise settings has introduced operational, security, and governance risks. As generative AI applications move from pilot to p…
When AI Fails, What Works? A Data-Driven Taxonomy of Real-World AI Risk Mitigation Strategies
Evgenija Popchanovska, Ana Gjorgjevikj, Maryan Rizinski +3
Large language models (LLMs) are increasingly embedded in high-stakes workflows, where failures propagate beyond isolated model errors into systemic breakdowns that can lead to leg…
Building a Macedonian Recipe Dataset: Collection, Parsing, and Comparative Analysis
Darko Sasanski, Dimitar Peshevski, Riste Stojanov +1
Computational gastronomy increasingly relies on diverse, high-quality recipe datasets to capture regional culinary traditions. Although there are large-scale collections for major…
AI Agent-Driven Framework for Automated Product Knowledge Graph Construction in E-Commerce
Dimitar Peshevski, Riste Stojanov, Dimitar Trajanov
The rapid expansion of e-commerce platforms generates vast amounts of unstructured product data, creating significant challenges for information retrieval, recommendation systems,…
A Multi-Agent System for Semantic Mapping of Relational Data to Knowledge Graphs
Milena Trajanoska, Riste Stojanov, Dimitar Trajanov
Enterprises often maintain multiple databases for storing critical business data in siloed systems, resulting in inefficiencies and challenges with data interoperability. A key to…
Ontology-Based Structuring and Analysis of North Macedonian Public Procurement Contracts
Bojan Ristov, Stefan Eftimov, Milena Trajanoska +1
Public procurement plays a critical role in government operations, ensuring the efficient allocation of resources and fostering economic growth. However, traditional procurement da…
Sentiment Analysis in Finance: From Transformers Back to eXplainable Lexicons (XLex)
Maryan Rizinski, Hristijan Peshov, Kostadin Mishev +2
Lexicon-based sentiment analysis (SA) in finance leverages specialized, manually annotated lexicons created by human experts to extract sentiment from financial texts. Although lex…
Enhancing Knowledge Graph Construction Using Large Language Models
Milena Trajanoska, Riste Stojanov, Dimitar Trajanov
The growing trend of Large Language Models (LLM) development has attracted significant attention, with models for various applications emerging consistently. However, the combined…
Company classification using zero-shot learning
Maryan Rizinski, Andrej Jankov, Vignesh Sankaradas +3
In recent years, natural language processing (NLP) has become increasingly important in a variety of business applications, including sentiment analysis, text classification, and n…
Review of Natural Language Processing in Pharmacology
Dimitar Trajanov, Vangel Trajkovski, Makedonka Dimitrieva +5
Natural language processing (NLP) is an area of artificial intelligence that applies information technologies to process the human language, understand it to a certain degree, and…
PharmKE: Knowledge Extraction Platform for Pharmaceutical Texts using Transfer Learning
Nasi Jofche, Kostadin Mishev, Riste Stojanov +2
The challenge of recognizing named entities in a given text has been a very dynamic field in recent years. This is due to the advances in neural network architectures, increase of…