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Galina Zubkova

5 accepted papers

2025

3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark

EMNLP 2025

Though Large Vision-Language Models (LVLMs) are being actively explored in medicine, their ability to conduct complex real-world telemedicine consultations combining accurate diagnosis with professional dialogue remains underexplored. This paper presents 3MDBench ( M edical M ultimodal M ulti-agent

2025

MADD: Multi-Agent Drug Discovery Orchestra

EMNLP 2025

Hit identification is a central challenge in early drug discovery, traditionally requiring substantial experimental resources. Recent advances in artificial intelligence, particularly large language models (LLMs), have enabled virtual screening methods that reduce costs and improve efficiency. Howev

2025

RuCCoD: Towards Automated ICD Coding in Russian

EMNLP 2025

This study investigates the feasibility of automating clinical coding in Russian, a language with limited biomedical resources. We present a new dataset for ICD coding, which includes diagnosis fields from electronic health records (EHRs) annotated with over 10,000 entities and more than 1,500 uniqu

2024

GigaPevt: Multimodal Medical Assistant

IJCAI 2024poster

Building an intelligent and efficient medical assistant is still a challenging AI problem. The major limitation comes from the data modality scarceness, which reduces comprehensive patient perception. This demo paper presents GigaPevt, the first multimodal medical assistant that combines the dialog…

Cited by 0SourcePDFScholar
2022

RuCCoN: Clinical Concept Normalization in Russian

ACL 2022findings

We present RuCCoN, a new dataset for clinical concept normalization in Russian manually annotated by medical professionals. It contains over 16,028 entity mentions manually linked to over 2,409 unique concepts from the Russian language part of the UMLS ontology. We provide train/test splits for diff…