Marko Robnik Šikonja

2026-2029 ELEXAI: European Lexicographic Infrastructure for Artificial Intelligence. EU HE project no. 101293013. Vodja partnerja in tehnični koordinator
2025-2030 AI4DH: Artificial Intelligence for Digital Humanities, EU ERA Chair project no. 101186647, koordinator projekta
2024-2027 LLM4DH: Veliki jezikovni modeli za digitalno humanistiko, ARIS Gravitacije no. GC-0002, koordinator projekta
2023-2026 PoVeJMo: Prilagodljiva obdelava naravnega jezika s pomočjo velikih jezikovnih modelov, ARIS in NOO, 4 milijone €, vodja podprojekta SloLLaMa: odprtodostopni računsko učinkoviti veliki jezikovni modeli za slovenščino
2019-2022 EMBEDDIA, Medjezične vektorske vložitve za manj zastopane jezike v medijski industriji (Cross-Lingual Embeddings for Less-Represented Languages in European News Media), EU H2020 ICT projekt 825153, vodja partnerja in tehnični vodja projekta
2019-2025 Jezikovni viri in tehnologije za slovenski jezik, ARRS programska skupina P6-0411, vodja partnerja
2025-2028 SLAIF – Slovenenska tovarna umetne inteligence, MVŠZI in EU RIA
2025-2027 LahTex: Korpus lahkega branja v slovenščini za poenostavljanje besedil z umetno inteligenco, ARIS in MzK, V6-2523, vodja partnerja
2023-2026 EMMA: Tehnike vektorskih vložitev za medijske aplikacije, ARIS L2-50070, vodja partnerja

ULČAR, Matej, ŽAGAR, Aleš, ARMENDARIZ, Carlos S., REPAR, Andraž, POLLAK, Senja, PURVER, Matthew, ROBNIK ŠIKONJA, Marko. Mono- and cross-lingual evaluation of representation language models on less-resourced languages. Computer speech & language. Jan. 2026, vol. 95, Article no. 101852, pp. 1-29, DOI: 10.1016/j.csl.2025.101852

YADAV, Anjali, GARG, Tanya, KLEMEN, Matej, ULČAR, Matej, AGARWAL, Basant, ROBNIK ŠIKONJA, Marko. From translation to generative LLMs: classification of code-mixed affective tasks. IEEE transactions on affective computing. 2025, DOI: 10.1109/TAFFC.2025.3553399

HOSTNIK, Marko, ROBNIK ŠIKONJA, Marko. Retrieval-augmented code completion for local projects using large language models. Expert systems with applications. Nov. 2025, vol. 292, article no. 128596, pp. 1-15, DOI: 10.1016/j.eswa.2025.128596

KOLOSKI, Boshko, ŠKRLJ, Blaž, ROBNIK ŠIKONJA, Marko, POLLAK, Senja. Measuring catastrophic forgetting in cross-lingual classification: transfer paradigms and tuning strategies. IEEE Access. 19 Feb. 2025, vol. 13, pp. 33509-33520, DOI: 10.1109/ACCESS.2025.3543608

VREŠ, Domen, ROBNIK ŠIKONJA, Marko. Preventing deception with explanation methods using focused sampling. Data mining and knowledge discovery. 2024, pp. 1-46, DOI: 10.1007/s10618-022-00900-w

MIOK, Kristian, HIDALGO TENORIO, Encarnación, OSENOVA, Petja, BENÍTEZ-CASTRO, Miguel-Ángel, ROBNIK ŠIKONJA, Marko. Multi-aspect multilingual and cross-lingual parliamentary speech analysis. Intelligent data analysis. Feb. 2024, vol. 28, no. 1, pp. 239-260, DOI: 10.3233/IDA-227347

VOUK, Boštjan, GUID, Matej, ROBNIK ŠIKONJA, Marko. Feature construction using explanations of individual predictions. Engineering applications of artificial intelligence, 2023, vol. 120, pp. 1-27, DOI: 10.1016/j.engappai.2023.105823

ULČAR, Matej, ROBNIK ŠIKONJA, Marko. Sequence-to-sequence pretraining for a less-resourced Slovenian language. Frontiers in artificial intelligence. Mar. 2023, vol. 6, pp. 1-13, DOI: 10.3389/frai.2023.932519

KLEMEN, Matej, KRSNIK, Luka, ROBNIK ŠIKONJA, Marko. Enhancing deep neural networks with morphological information. Natural language engineering. 2023, vol. 29, iss. 2, pp. 360-385, DOI: 10.1017/S1351324922000080

TRAJANOV, Dimitar, TRAJKOVSKI, Vangel, DIMITRIEVA, Makedonka, DOBREVA, Jovana, JOVANOVIK, Milos, KLEMEN, Matej, ŽAGAR, Aleš, ROBNIK ŠIKONJA, Marko. Review of natural language processing in pharmacology. Pharmacological reviews. Jul. 2023, vol. 75, no. 4, pp. 714-738.

ŠKVORC, Tadej, GANTAR, Polona, ROBNIK ŠIKONJA, Marko. MICE: mining idioms with contextual embeddings. Knowledge-based systems. 2022, vol. 235, pp. 1-11, DOI: 10.1109/ACCESS.2022.3144932

MIOK, Kristian, ŠKRLJ, Blaž, ZAHARIE, Daniela, ROBNIK ŠIKONJA, Marko. To BAN or not to BAN: Bayesian attention networks for reliable hate speech detection. Cognitive computation. 2022, DOI: 10.1007/s12559-021-09826-9

ŠKRLJ, Blaž, KRALJ, Jan, KONC, Janez, ROBNIK ŠIKONJA, Marko, LAVRAČ, Nada. Deep node ranking for neuro-symbolic structural node embedding and classification. International journal of intelligent systems. 2022, vol. 37, pp. 914-943

ŽAGAR, Aleš, ROBNIK ŠIKONJA, Marko. Cross-lingual transfer of abstractive summarizer to less-resource language. Journal of intelligent information systems. Feb. 2022, vol. 58, no. 1, pp. 153-173,

ULČAR, Matej, ROBNIK ŠIKONJA, Marko. Cross-lingual alignments of ELMo contextual embeddings. Neural computing & applications. 2022, pp. 1-19

ŠKVORC, Tadej, LAVRAČ, Nada, ROBNIK ŠIKONJA, Marko. NeSyChair: automatic conference scheduling combining neuro-symbolic representations and constrained clustering. IEEE Access. 2022, vol. 10, pp. 10880-10897

KOLOSKI, Boshko, STEPIŠNIK PERDIH, Timen, ROBNIK ŠIKONJA, Marko, POLLAK, Senja, ŠKRLJ, Blaž. Knowledge graph informed fake news classification via heterogeneous representation ensembles. Neurocomputing. 2022, DOI: 10.1016/j.neucom.2022.01.096

MARTINC, Matej, POLLAK, Senja, ROBNIK-ŠIKONJA, Marko: Supervised and Unsupervised Neural Approaches to Text Readability. Computational Linguistics, 1–39, 2021, DOI: 10.1162/coli_a_00398

ROBNIK ŠIKONJA, Marko, REBA, Kristjan, MOZETIČ, Igor. Cross-lingual transfer of sentiment classifiers. Slovenščina 2.0. 2021, vol. 9, no. 1, pp. 1-25

ULČAR, Matej, SUPEJ, Anka, ROBNIK ŠIKONJA, Marko, POLLAK, Senja. Slovene and Croatian word embeddings in terms of gender occupational analogies. Slovenščina 2.0. 2021, vol. 9, no. 1, pp. 26-59,

LAVRAČ, Nada, PODPEČAN, Vid, ROBNIK-ŠIKONJA, Marko. Representation Learning: Propositionalization and embeddings. Springer, 2021

LAVRAČ, Nada, ŠKRLJ, Blaž, ROBNIK-ŠIKONJA, Marko. Propositionalization and embeddings: Two sides of the same coin. Machine Learning, 109(7):1465–1507, 2020