Ivan Vykopal

Profile

I'm a PhD Student in Natural Language Processing at Kempelen Institute of Intelligent Technologies (KInIT) and Brno University of Technology in Brno currently working on multilingual NLP and automated fact-checking. I previously did research at the Slovak University of Technology where I worked on applications of deep learning in medical image analysis.

My work focuses on developing AI-based methods for multilingual disinformation analysis and fact-checking. I'm particularly interested in exploring how LLMs can be used responsibly in the fact-checking process while being mindful of their potential misuse for generating disinformation. I also work on improving cross-lingual transfer learning through parameter-efficient methods like adapters and soft prompts.

I've published research on topics including multilingual claim retrieval, disinformation capabilities of large language models, and cross-lingual transfer learning. My work aims to develop practical AI tools that can help fact-checkers and journalists analyze disinformation narratives across different languages while ensuring responsible development and deployment of these technologies.

Publications

Generative Large Language Models in Automated Fact-Checking: A Survey

Generative Large Language Models in Automated Fact-Checking: A Survey

Ivan Vykopal, Matúš Pikuliak, Simon Ostermann, Marián Simko

arXiv.org 2024

Soft Language Prompts for Language Transfer

Soft Language Prompts for Language Transfer

Ivan Vykopal, Simon Ostermann, Marián Simko

arXiv.org 2024

ExU: AI Models for Examining Multilingual Disinformation Narratives and Understanding their Spread

ExU: AI Models for Examining Multilingual Disinformation Narratives and Understanding their Spread

Jake Vasilakes, Zhixue Zhao, Ivan Vykopal, Michal Gregor, Martin Hyben, Carolina Scarton

European Association for Machine Translation Conferences/Workshops 2024

Disinformation Capabilities of Large Language Models

Disinformation Capabilities of Large Language Models

Ivan Vykopal, Mat'uvs Pikuliak, Ivan Srba, Róbert Móro, Dominik Macko, M. Bieliková

Annual Meeting of the Association for Computational Linguistics 2023

Digital Pathology in Cardiac Transplant Diagnostics: From Biopsies to Algorithms.

Martin Kveton, L. Hudec, Ivan Vykopal, Matej Halinkovic, Miroslav Laco, Andrea Felsoova, Wanda Benesova, Ondrej Fabian

Cardiovascular pathology 2023

Multilingual Previously Fact-Checked Claim Retrieval

Multilingual Previously Fact-Checked Claim Retrieval

Matúš Pikuliak, Ivan Srba, Róbert Móro, Timo Hromadka, Timotej Smolen, Martin Melišek, Ivan Vykopal, Jakub Simko, Juraj Podroužek, M. Bieliková

Conference on Empirical Methods in Natural Language Processing 2023

DeepLabV3+ Ensemble for Diagnosis of Cardiac Transplant Rejection

Ivan Vykopal, L. Hudec, Martin Kveton, Ondrej Fabian, Andrea Felsoova, Wanda Benesova

International Conference on Virtual Storytelling 2023