Author

Ana Gjorgjevikj

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Open access Aug 2026

A Domain-Targeted Question-Answering Dataset for Food and Nutrition Applications

Evaluation of four general-purpose LLMs on FoodBench tasks shows limited performance across nutrient estimation, traffic-light classification, and food interoperability, even with few-shot prompting, highlighting the need for domain-specialized LLMs fine-tuned on food data.

T. Eftimov, Ana Gjorgjevikj, M. Martinc et al. · Scientific Data · 1 citation

Review Aug 2026

Taxonomy-Driven Analysis of Open-Source AI Risk Mitigation Tools

This paper proposes a structured protocol to automate AI risk mitigation through a taxonomy-driven analysis of open-source LLM evaluation and security tools, and presents a taxonomy-driven framework applicable to open-source and proprietary solutions.

Afreen Alam, Evgenija Popchanovska, Ana Gjorgjevikj et al. · 0 citations

#small language model Preprint Aug 2026

Dataset Scarcity Limits Robust Evaluation of Multilingual Embedding Models: A Case Study of Slavic Languages

A two-dimensional framework, specifically tailored for analyzing multilingual embedding benchmarks under dataset scarcity, is proposed and applied on the Slavic-language subset of the MTEB benchmark, revealing severe benchmark sparsity.

Ana Gjorgjevikj, B. Seljak, T. Eftimov · 0 citations