Explorations into Deep Neural Models for Emotion Recognition. - Frosina Stojanovska; Martina Toshevska; Sonja Gievska (ICT Innovations, 2018)

Emotion-Aware Teaching Robot: Learning to Adjust to User's Emotional State. - Frosina Stojanovska; Martina Toshevska; Vesna Kirandziska; Nevena Ackovska (ICT Innovations, 2018)

Exploring the Attention Mechanism in Deep Models: A Case Study on Sentiment Analysis. - Martina Toshevska; Slobodan Kalajdziski (ICT Innovations, 2019)

Explorations into Deep Learning Text Architectures for Dense Image Captioning. - Martina Toshevska; Frosina Stojanovska; Eftim Zdravevski; Petre Lameski; Sonja Gievska (FedCSIS, 2020)

Comparative Analysis of Word Embeddings for Capturing Word Similarities. - Martina Toshevska; Frosina Stojanovska; Jovan Kalajdjieski (CoRR, 2020)

Recent Advances in SQL Query Generation: A Survey. - Jovan Kalajdjieski; Martina Toshevska; Frosina Stojanovska (CoRR, 2020)

Multimodal Data Fusion for Automatic Detection of Alzheimer's Disease. - Ivan Krstev; Milan Pavikjevikj; Martina Toshevska; Sonja Gievska (HCI (19), 2022)

A Review of Text Style Transfer Using Deep Learning. - Martina Toshevska; Sonja Gievska (IEEE Trans. Artif. Intell., 2022)

Graph Neural Networks for Antisocial Behavior Detection on Twitter. - Martina Toshevska; Slobodan Kalajdziski; Sonja Gievska (ICT Innovations, 2023)

Identifying Drug - Disease Interactions Through Link Prediction in Heterogeneous Graphs. - Milena Trajanoska; Martina Toshevska; Sonja Gievska (ICT Innovations, 2023)

DistilBERT and RoBERTa Models for Identification of Fake News. - Aleksandar Kitanovski; Martina Toshevska; Georgina Mirceva (MIPRO, 2023)

Identification of HIV Inhibitors Using Graph Neural Networks. - Dimitar Georgiev; Martina Toshevska; Sonja Gievska (MIPRO, 2024)

Style Knowledge Graph: Augmenting Text Style Transfer with Knowledge Graphs. - Martina Toshevska; Slobodan Kalajdziski; Sonja Gievska (COLING Workshops, 2025)

LLM-Based Text Style Transfer: Have We Taken a Step Forward? - Martina Toshevska; Sonja Gievska (IEEE Access, 2025)