Ilia Markov

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dr. Ilia Markov

 https://orcid.org/0000-0001-9533-748X
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  • 2024

    CLTL@HarmPot-ID: Leveraging Transformer Models for Detecting Offline Harm Potential and Its Targets in Low-Resource Languages

    Wang, Y. & Markov, I., 2024, Proceedings of the Fourth Workshop on Threat, Aggression & Cyberbullying @ LREC-COLING-2024: [TRAC-2024 Workshop]. Kumar, R., Ojha, A. K., Ojha, A. K., Malmasi, S., Chakravarthi, B. R., Lahiri, B., Singh, S. & Ratan, S. (eds.). ACL Anthology, p. 21-26 6 p. (TRAC 2024: 4th Workshop on Threat, Aggression and Cyberbullying at LREC-COLING 2024 - Workshop Proceedings).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

    Open Access

  • CLTL@Multimodal Hate Speech Event Detection 2024: The Winning Approach to Detecting Multimodal Hate Speech and Its Targets

    Wang, Y. & Markov, I., 2024, Proceedings of the 7th Workshop on Challenges and Applications of Automated Extraction of Socio-Political Events from Text (CASE 2024). Hurriyetoglu, A., Tanev, H., Thapa, S. & Uludogan, G. (eds.). ACL Anthology, p. 73-78 6 p.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

    Open Access

  • CLTL at ArAIEval Shared Task: Multimodal Propagandistic Memes Classification Using Transformer Models

    Wang, Y. & Markov, I., 2024, Proceedings of The Second Arabic Natural Language Processing Conference. Habash, N., Bouamor, H., Eskander, R., Tomeh, N., Farha, I. A., Abdelali, A., Touileb, S., Hamed, I., Onaizan, Y., Alhafni, B., Antoun, W., Khalifa, S., Haddad, H., Zitouni, I., AlKhamissi, B., Almatham, R. & Mrini, K. (eds.). Association for Computational Linguistics (ACL), p. 501-506 6 p. (ArabicNLP 2024 - 2nd Arabic Natural Language Processing Conference, Proceedings of the Conference).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • CLTL at DIMEMEX Shared Task: Fine-Grained Detection of Hate Speech in Memes

    Wang, Y. & Markov, I., 2024, CLTL at DIMEMEX Shared Task: Fine-Grained Detection of Hate Speech in Memes. Vol. 3756. (CEUR Workshop Proceedings).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Grounding Toxicity in Real-World Events Across Languages

    Tufa, W. T., Markov, I. & Vossen, P., 2024, Natural Language Processing and Information Systems: 29th International Conference on Applications of Natural Language to Information Systems, NLDB 2024, Turin, Italy, June 25–27, 2024, Proceedings, Part I. Rapp, A., Di Caro, L., Meziane, F. & Sugumaran, V. (eds.). Springer Science and Business Media Deutschland GmbH, Vol. 1. p. 197-210 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14762 LNCS)(NLDB: International Conference on Applications of Natural Language to Information Systems).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • The Constant in HATE: Analyzing Toxicity in Reddit across Topics and Languages

    Tufa, W. T., Markov, I. & Vossen, P., 2024, Proceedings of the Fourth Workshop on Threat, Aggression & Cyberbullying @ LREC-COLING-2024. Kumar, R., Ojha, A. K., Ojha, A. K., Malmasi, S., Chakravarthi, B. R., Lahiri, B., Singh, S. & Ratan, S. (eds.). ACL Anthology, p. 1-11 11 p.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

    Open Access
  • 2023

    An Exploration of Zero-Shot Natural Language Inference-Based Hate Speech Detection

    Yuzbashyan, N., Banar, N., Markov, I. & Daelemans, W., 2023, Proceedings of the Third Workshop on Language Technology for Equality, Diversity and Inclusion. Chakravarthi, B. R., Bharathi, B., Griffith, J., Bali, K. & Buitelaar, P. (eds.). Incoma Ltd., p. 1-9 9 p.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

    Open Access

  • Cross-Domain Toxic Spans Detection

    Schouten, S. F., Barbarestani, B., Tufa, W., Vossen, P. & Markov, I., 2023, Natural Language Processing and Information Systems: 28th International Conference on Applications of Natural Language to Information Systems, NLDB 2023, Derby, UK, June 21–23, 2023, Proceedings. Métais, E., Meziane, F., Manning, W., Reiff-Marganiec, S. & Sugumaran, V. (eds.). Springer Science and Business Media Deutschland GmbH, p. 533-545 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13913 LNCS).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

    Open Access
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  • Reasoning about Ambiguous Definite Descriptions

    Schouten, S. F., Bloem, P., Markov, I. & Vossen, P., 2023, Findings of the Association for Computational Linguistics: EMNLP 2023: [Proceedings]. Association for Computational Linguistics (ACL), p. 4479-4484 6 p.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

    Open Access
  • 2022

    The role of context in detecting the target of hate speech

    Markov, I. & Daelemans, W., Oct 2022, Proceedings of the Third Workshop on Threat, Aggression and Cyberbullying (TRAC 2022). ACL Anthology, p. 37-42 6 p.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

    Open Access

  • An Ensemble Approach for Dutch Cross-Domain Hate Speech Detection

    Markov, I., Gevers, I. & Daelemans, W., 2022, Natural Language Processing and Information Systems: 27th International Conference on Applications of Natural Language to Information Systems, NLDB 2022, Valencia, Spain, June 15–17, 2022, Proceedings. Rosso, P., Basile, V., Martínez, R., Métais, E. & Meziane, F. (eds.). Springer Science and Business Media Deutschland GmbH, p. 3-15 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13286 LNCS).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

    Open Access
    File
    189 Downloads (Pure)
  • 2021

    Exploring Stylometric and Emotion-Based Features for Multilingual Cross-Domain Hate Speech Detection

    Markov, I., Ljubešić, N., Fišer, D. & Daelemans, W., 2021, Proceedings of the Eleventh Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Improving Cross-Domain Hate Speech Detection by Reducing the False Positive Rate

    Markov, I. & Daelemans, W., 2021, Proceedings of the Fourth Workshop on NLP for Internet Freedom: Censorship, Disinformation, and Propaganda.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Improving Hate Speech Type and Target Detection with Hateful Metaphor Features

    Lemmens, J., Markov, I. & Daelemans, W., 2021, Proceedings of the Fourth Workshop on NLP for Internet Freedom: Censorship, Disinformation, and Propaganda.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Overview of PAN 2021: Authorship Verification, Profiling Hate Speech Spreaders on Twitter, and Style Change Detection: Extended Abstract

    Bevendorff, J., Chulvi, B. E. R. T., Sarracén, G. L. D. L. P., Kestemont, M., Manjavacas, E., Markov, I., Mayerl, M., Potthast, M., Rangel, F., Rosso, P., Stamatatos, E., Stein, B., Wiegmann, M., Wolska, M. & Zangerle, E., 2021, Advances in Information Retrieval - 43rd European Conference on IR Research, ECIR 2021, Proceedings. Hiemstra, D., Moens, M., Mothe, J., Perego, R., Potthast, M. & Sebastiani, F. (eds.). Springer Science and Business Media Deutschland GmbH, p. 567-573 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Overview of the cross-domain authorship verification task at PAN 2021

    Kestemont, M., Manjavacas, E., Markov, I., Bevendorff, J., Wiegmann, M., Stamatatos, E., Stein, B. & Potthast, M., 2021, CLEF-WN 2021 - Proceedings of the Working Notes of CLEF 2021 - Conference and Labs of the Evaluation Forum. Faggioli, G., Ferro, N., Joly, A., Maistro, M. & Piroi, F. (eds.). CEUR-WS, Vol. 2936. p. 1743-1759 (CEUR Workshop Proceedings).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • 2020

    A Deep Generative Approach to Native Language Identification

    Lotfi, E., Markov, I. & Daelemans, W., 2020, Proceedings of the 28th International Conference on Computational Linguistics.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Overview of PAN 2020: Authorship Verification, Celebrity Profiling, Profiling Fake News Spreaders on Twitter, and Style Change Detection

    Bevendorff, J., Ghanem, B., Giachanou, A., Kestemont, M., Manjavacas, E., Markov, I., Mayerl, M., Potthast, M., Rangel, F., Rosso, P., Specht, G., Stamatatos, E., Stein, B., Wiegmann, M. & Zangerle, E., 2020, Experimental IR Meets Multilinguality, Multimodality, and Interaction - 11th International Conference of the CLEF Association, CLEF 2020, Proceedings. Arampatzis, A., Kanoulas, E., Joho, H., Lioma, C., Eickhoff, C. & Névéol, A. (eds.). Springer Science and Business Media Deutschland GmbH, p. 372-383

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Overview of the Cross-Domain Authorship Verification Task at PAN 2020

    Kestemont, M., Manjavacas, E., Markov, I., Bevendorff, J., Wiegmann, M., Stamatatos, E., Potthast, M. & Stein, B., 2020, cAESAR 2020 - Proceedings of the Workshop on Adapted Interaction with Social Robots. De Carolis, B., Gena, C., Lieto, A., Rossi, S. & Sciutti, A. (eds.). CEUR-WS, Vol. 2696. (CEUR Workshop Proceedings).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Sarcasm detection using an ensemble approach

    Lemmens, J., Burtenshaw, B., Lotfi, E., Markov, I. & Daelemans, W., 2020, FIGURATIVE LANGUAGE PROCESSING.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • The LiLaH Emotion Lexicon of Croatian, Dutch and Slovene

    Ljubešić, N., Markov, I., Fišer, D. & Daelemans, W., 2020, Proceedings of the Third Workshop on Computational Modeling of People's Opinions, Personality, and Emotion's in Social Media. Barcelona, Spain (Online), ACL, pp. 153–157, December, 2020.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • 2019

    Anglicizedwords and misspelled cognates in native language identification

    Markov, I., Nastase, V. & Strapparava, C., 2019, ACL 2019 - Innovative Use of NLP for Building Educational Applications, BEA 2019 - Proceedings of the 14th Workshop. Association for Computational Linguistics (ACL), p. 275-284

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Anglicized Words and Misspelled Cognates in Native Language Identification

    Markov, I., Nastase, V. & Strapparava, C., 2019, INNOVATIVE USE OF NLP FOR BUILDING EDUCATIONAL APPLICATIONS.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • INRIA at SemEval-2019 task 9: Suggestion mining using SVM with handcrafted features

    Markov, I. & de la Clergerie, E. V., 2019, NAACL HLT 2019 - International Workshop on Semantic Evaluation, SemEval 2019, Proceedings of the 13th Workshop. Association for Computational Linguistics (ACL), p. 1204-1207

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • 2018

    CIC-GIL approach to author profiling in Spanish tweets: Location and occupation

    Markov, I., Gómez-Adorno, H., Jasso-Rosales, M. & Sidorov, G., 2018, Proceedings of the 3rd Workshop on Evaluation of Human Language Technologies for Iberian Languages, IberEval 2018 - co-located with 34th Conference of the Spanish Society for Natural Language Processing, SEPLN 2018. Rosso, P., Carrillo-de-Albornoz, J., Gonzalo, J., Martinez, R. & Montalvo, S. (eds.). CEUR-WS, Vol. 2150. p. 97-101 (CEUR Workshop Proceedings).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Cic-IPN@INLi2018: Indian native language identification

    Markov, I. & Sidorov, G., 2018, FIRE-WN 2018 - Working Notes of FIRE 2018 - Forum for Information Retrieval Evaluation. Rosso, P., Mehta, P., Majumder, P. & Mitra, M. (eds.). CEUR-WS, Vol. 2266. p. 82-88 (CEUR Workshop Proceedings).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Improving cross-topic authorship attribution: The role of pre-processing

    Markov, I., Stamatatos, E. & Sidorov, G., 2018, Computational Linguistics and Intelligent Text Processing - 18th International Conference, CICLing 2017, Revised Selected Papers. Gelbukh, A. (ed.). Springer Verlag, p. 289-302 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Punctuation as native language interference

    Markov, I., Nastase, V. & Strapparava, C., 2018, COLING 2018 - 27th International Conference on Computational Linguistics, Proceedings. Bender, E. M., Derczynski, L. & Isabelle, P. (eds.). Association for Computational Linguistics (ACL), p. 3456-3466

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • The Role of Emotions in Native Language Identification

    Markov, I., Nastase, V., Strapparava, C. & Sidorov, G., 2018, WASSA 2018 - 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Proceedings of the Workshop. Association for Computational Linguistics (ACL), p. 123-129

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • 2017

    Author profiling with doc2vec neural network-based document embeddings

    Markov, I., Gómez-Adorno, H., Posadas-Durán, J-P., Sidorov, G. & Gelbukh, A., 2017, Advances in Soft Computing - 15th Mexican International Conference on Artificial Intelligence, MICAI 2016, Proceedings. Pichardo-Lagunas, O. & Miranda-Jimenez, S. (eds.). Springer Verlag, p. 117-131 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Cic-fbk approach to native language identification

    Markov, I., Chen, L., Strapparava, C. & Sidorov, G., 2017, EMNLP 2017 - 12th Workshop on Innovative Use of NLP for Building Educational Applications, BEA 2017 - Proceedings of the Workshop. Association for Computational Linguistics (ACL), p. 374-381

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Comparison of character n-grams and lexical features on author, gender, and language variety identification on the same Spanish news corpus

    Sanchez-Perez, M. A., Markov, I., Gómez-Adorno, H. & Sidorov, G., 2017, Experimental IR Meets Multilinguality, Multimodality, and Interaction - 8th International Conference of the CLEF Association, CLEF 2017, Proceedings. Goeuriot, L., Gonzalo, J., Jones, G. J. F., Kelly, L., Mandl, T., Cappellato, L., Ferro, N. & Lawless, S. (eds.). Springer Verlag, p. 145-151 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Discriminating between similar languages using a combination of typed and untyped character n-grams and words

    Gómez-Adorno, H., Markov, I., Baptista, J., Sidorov, G. & Pinto, D., 2017, VarDial 2017 - 4th Workshop on NLP for Similar Languages, Varieties and Dialects, Proceedings. Association for Computational Linguistics (ACL), p. 137-145

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Language- and subtask-dependent feature selection and classifier parameter tuning for author Profiling: Notebook for PAN at CLEF 2017

    Markov, I., Gómez-Adorno, H. & Sidorov, G., 2017, CLEF 2017 - Working Notes of CLEF 2017 Conference and Labs of the Evaluation Forum. Mandl, T., Ferro, N., Goeuriot, L. & Cappellato, L. (eds.). CEUR-WS, Vol. 1866. (CEUR Workshop Proceedings).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • The winning approach to cross-genre gender identification in Russian at RUSProfiling 2017

    Markov, I., Gómez-Adorno, H., Sidorov, G. & Gelbukh, A., 2017, FIRE 2017 - Working Notes of FIRE 2017 - Forum for Information Retrieval Evaluation. Majumder, P., Sankhavara, J., Mitra, M. & Mehta, P. (eds.). CEUR-WS, Vol. 2036. p. 20-24 (CEUR Workshop Proceedings).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • 2016

    Adapting cross-genre author profiling to language and corpus

    Markov, I., Gómez-Adorno, H., Sidorov, G. & Gelbukh, A., 2016, CLEF 2016 - Working Notes of CLEF 2016 - Conference and Labs of the Evaluation Forum. Cappellato, L., Ferro, N., Macdonald, C. & Balog, K. (eds.). CEUR-WS, p. 947-955 (CEUR Workshop Proceedings).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • 2015

    Computing text similarity using Tree Edit Distance

    Sidorov, G., Gomez-Adorno, H., Markov, I., Pinto, D. & Loya, N., 29 Sept 2015, 2015 Annual Meeting of the North American Fuzzy Information Processing Society, NAFIPS 2015. Institute of Electrical and Electronics Engineers Inc.

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • A graph based authorship identification approach

    Gómez-Adorno, H., Sidorov, G., Pinto, D. & Markov, I., 2015, CLEF 2015 - Working Notes of CLEF 2015 - Conference and Labs of the Evaluation Forum. Jones, G. J. F., Cappellato, L., Ferro, N. & San Juan, E. (eds.). CEUR-WS, (CEUR Workshop Proceedings).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Syntactic N-grams as features for the author profiling task

    Posadas-Durán, J-P., Markov, I., Gómez-Adorno, H., Sidorov, G., Batyrshin, I., Gelbukh, A. & Pichardo-Lagunas, O., 2015, CLEF 2015 - Working Notes of CLEF 2015 - Conference and Labs of the Evaluation Forum. Jones, G. J. F., Cappellato, L., Ferro, N. & San Juan, E. (eds.). CEUR-WS, (CEUR Workshop Proceedings).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • 2014

    Automatic identification of whole-part relations in portuguese

    Markov, I., Mamede, N. & Baptista, J., 2014, 3rd Symposium on Languages, Applications and Technologies, SLATE 2014. Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing, p. 225-232 (OpenAccess Series in Informatics).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Body-part nouns and whole-part relations in Portuguese

    Markov, I., Mamede, N. & Baptista, J., 2014, Computational Processing of the Portuguese Language - 11th International Conference, PROPOR 2014, Proceedings. Mamede, N., Baptista, J., Candeias, S., Paraboni, I., Pardo, T. A. S. & Nunes, M. G. V. (eds.). Springer Verlag, p. 125-136 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

  • Integrating verbal idioms into an NLP system

    Baptista, J., Mamede, N. & Markov, I., 2014, Computational Processing of the Portuguese Language - 11th International Conference, PROPOR 2014, Proceedings. Mamede, N., Baptista, J., Candeias, S., Paraboni, I., Pardo, T. A. S. & Nunes, M. G. V. (eds.). Springer Verlag, p. 250-255 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

    Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review