I am a Ph.D. student at the Internet Technology and Data Science Lab (IDLab) at the Ghent University. I am part of the Text-to-Knowledge (T2K) Group. My supervisors are Prof. Chris Develder, Prof. Thomas Demeester, and Prof. Véronique Hoste.
My research spans a variety of topics related to the use of Machine Learning in Natural Language Processing. Currently, my main research interest lies in the area of Information Extraction (IE). I am particularly interested in linking the information in text to Knowledge Bases and leveraging the external knowledge sources to improve the performance of IE tasks.
K. Zaporojets, J. Deleu, T. Demeester and C. Develder, Towards Consistent Document-level Entity Linking: Joint Models for Entity Linking and Coreference Resolution, in arXiv preprint arXiv:2108.13530, Aug. 2021 [ code and dataset coming soon! ]
S. Verlinden*, K. Zaporojets*, J. Deleu, T. Demeester and C. Develder, Injecting knowledge base information into end-to-end joint entity and relation extraction and coreference resolution, in Findings of the ACL: ACL-IJCNLP 2021 (Online Event) 1-6 Aug. 2021. (* equal contribution) [ poster | code | video ]
K. Zaporojets, J. Deleu, C. Develder and T. Demeester, DWIE: an entity-centric dataset for multi-task document-level information extraction, Information Processing and Management, Vol. 158, No. 4, Jul. 2021. [ dataset | code coming soon! ]
K. Zaporojets, G. Bekoulis, J. Deleu, T. Demeester and C. Develder, Solving Arithmetic Word Problems by Scoring Equations with Recursive Neural Networks, Expert Systems with Applications, Vol. 174, 15 Jul. 2021. [ code ]
Y. Jiang, K. Zaporojets, J. Deleu, T. Demeester and C. Develder, Recipe Instruction Semantics Corpus (RISeC): Resolving Semantic Structure and Zero Anaphora in Recipes in Proc. 1st Conf. Asia-Pacific Chapter of the Assoc. Comput. Linguist. and 10th Int. Joint Conf. Natural Lang. Processing (AACL-IJCNLP 2020), Online, 4-7 Dec. 2020, pp. 821-826. [ dataset ]
S.K. Bitew, G. Bekoulis, J. Deleu, L. Sterckx, K. Zaporojets, T. Demeester and C. Develder, Predicting suicide risk from online postings in Reddit: The UGent-IDLab submission to the CLPysch 2019 Shared Task A, in Proc. 6th Ann. Workshop on Comput. Ling. Clin. Psychol. (CLPsych 2019) at NAACL-HLT 2019, Minneapolis, MN, USA, 6 Jun. 2019, pp. 158-161.
K. Zaporojets, L. Sterckx, J. Deleu, T. Demeester and C. Develder, Predicting psychological health from childhood essays: The UGent-IDLab CLPsych 2018 shared task system, in Proc. 5th Ann. Workshop on Comput. Ling. Clin. Psychol. (CLPsych 2018) at NAACL-HLT 2018, New Orleans, LA, USA, 5 Jun. 2018, pp. 119-125.