Publications

2019

• Ustalov, D., Panchenko, A., Biemann, C., Ponzetto, S.P.: Watset: Local-Global Graph Clustering with Applications in Sense and Frame Induction. Computational Linguistics. (2019). In press. arXiv

• Anwar, S., Ustalov, D., Arefyev, N., Ponzetto, S.P., Biemann, C., Panchenko, A.: HHMM at SemEval-2019 Task 2: Unsupervised Frame Induction using Contextualized Word Embeddings. In: Proceedings of the 13th International Workshop on Semantic Evaluation (SemEval 2019). Minneapolis, MN, USA (2019). In press. arXiv

2018

• Biemann, C., Faralli, S., Panchenko, A., Ponzetto, S.P.: A framework for enriching lexical semantic resources with distributional semantics. Natural Language Engineering. 24, 265–312 (2018). arXiv

• Ustalov, D., Chernoskutov, M., Biemann, C., Panchenko, A.: Fighting with the Sparsity of Synonymy Dictionaries for Automatic Synset Induction. In: Analysis of Images, Social Networks and Texts. pp. 94–105. Springer International Publishing, Moscow, Russia (2018). BibTeX, arXiv

• Faralli, S., Panchenko, A., Biemann, C., Ponzetto, S.P.: Enriching Frame Representations with Distributionally Induced Senses. In: Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018). pp. 587–592. European Language Resources Association (ELRA), Miyazaki, Japan (2018).

• Panchenko, A., Ustalov, D., Faralli, S., Ponzetto, S.P., Biemann, C.: Improving Hypernymy Extraction with Distributional Semantic Classes. In: Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018). pp. 1541–1551. European Language Resources Association (ELRA), Miyazaki, Japan (2018).

• Panchenko, A., Ruppert, E., Faralli, S., Ponzetto, S.P., Biemann, C.: Building a Web-Scale Dependency-Parsed Corpus from CommonCrawl. In: Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018). pp. 1816–1823. European Language Resources Association (ELRA), Miyazaki, Japan (2018).

• Faralli, S., Lefever, E., Ponzetto, S.P.: MIsA: Multilingual "IsA" Extraction from Corpora. In: Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018). pp. 2040–2044. European Language Resources Association (ELRA), Miyazaki, Japan (2018).

• Ustalov, D., Panchenko, A., Kutuzov, A., Biemann, C., Ponzetto, S.P.: Unsupervised Semantic Frame Induction using Triclustering. In: Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers). pp. 55–62. Association for Computational Linguistics, Melbourne, VIC, Australia (2018). BibTeX

• Ustalov, D., Panchenko, A., Biemann, C., Ponzetto, S.P.: Unsupervised Sense-Aware Hypernymy Extraction. In: Proceedings of the 14th Conference on Natural Language Processing (KONVENS 2018). pp. 192–201. Vienna, Austria (2018).

2017

• Panchenko, A., Ruppert, E., Faralli, S., Ponzetto, S.P., Biemann, C.: Unsupervised Does Not Mean Uninterpretable: The Case for Word Sense Induction and Disambiguation. In: Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 1, Long Papers. pp. 86–98. Association for Computational Linguistics, Valencia, Spain (2017). BibTeX

• Faralli, S., Panchenko, A., Biemann, C., Ponzetto, S.P.: The ContrastMedium Algorithm: Taxonomy Induction From Noisy Knowledge Graphs With Just A Few Links. In: Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 1, Long Papers. pp. 590–600. Association for Computational Linguistics, Valencia, Spain (2017). BibTeX

• Ustalov, D., Arefyev, N., Biemann, C., Panchenko, A.: Negative Sampling Improves Hypernymy Extraction Based on Projection Learning. In: Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers. pp. 543–550. Association for Computational Linguistics, Valencia, Spain (2017). BibTeX

• Panchenko, A., Faralli, S., Ponzetto, S.P., Biemann, C.: Using Linked Disambiguated Distributional Networks for Word Sense Disambiguation. In: Proceedings of the 1st Workshop on Sense, Concept and Entity Representations and their Applications. pp. 72–78. Association for Computational Linguistics, Valencia, Spain (2017). BibTeX

• Ustalov, D., Panchenko, A., Biemann, C.: Watset: Automatic Induction of Synsets from a Graph of Synonyms. In: Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). pp. 1579–1590. Association for Computational Linguistics, Vancouver, BC, Canada (2017). BibTeX

• Glavaš, G., Ponzetto, S.P.: Dual Tensor Model for Detecting Asymmetric Lexico-Semantic Relations. In: Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing. pp. 1757–1767. Association for Computational Linguistics, Copenhagen, Denmark (2017). BibTeX

• Panchenko, A., Marten, F., Ruppert, E., Faralli, S., Ustalov, D., Ponzetto, S.P., Biemann, C.: Unsupervised, Knowledge-Free, and Interpretable Word Sense Disambiguation. In: Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing: System Demonstrations. pp. 91–96. Association for Computational Linguistics, Copenhagen, Denmark (2017). BibTeX

2016

• Panchenko, A.: Best of Both Worlds: Making Word Sense Embeddings Interpretable. In: Proceedings of the Tenth International Conference on Language Resources and Evaluation (LREC 2016). pp. 2649–2655. European Language Resources Association (ELRA), Portorož, Slovenia (2016).

• Seitner, J., Bizer, C., Eckert, K., Faralli, S., Meusel, R., Paulheim, H., Ponzetto, S.P.: A Large Database of Hypernymy Relations Extracted from the Web. In: Proceedings of the Tenth International Conference on Language Resources and Evaluation (LREC 2016). pp. 360–367. European Language Resources Association (ELRA), Portorož, Slovenia (2016).

• Panchenko, A., Faralli, S., Ruppert, E., Remus, S., Naets, H., Fairon, C., Ponzetto, S.P., Biemann, C.: TAXI at SemEval-2016 Task 13: a Taxonomy Induction Method based on Lexico-Syntactic Patterns, Substrings and Focused Crawling. In: Proceedings of the 10th International Workshop on Semantic Evaluation (SemEval-2016). pp. 1320–1327. Association for Computational Linguistics, San Diego, CA, USA (2016). BibTeX

• Pelevina, M., Arefyev, N., Biemann, C., Panchenko, A.: Making Sense of Word Embeddings. In: Proceedings of the 1st Workshop on Representation Learning for NLP. pp. 174–183. Association for Computational Linguistics, Berlin, Germany (2016). BibTeX

• Faralli, S., Panchenko, A., Biemann, C., Ponzetto, S.P.: Linked Disambiguated Distributional Semantic Networks. In: The Semantic Web – ISWC 2016. pp. 56–64. Springer International Publishing, Kobe, Japan (2016). BibTeX

• Panchenko, A., Simon, J., Riedl, M., Biemann, C.: Noun Sense Induction and Disambiguation using Graph-Based Distributional Semantics. In: Proceedings of the 13th Conference on Natural Language Processing (KONVENS 2016), Bochum, Germany (2016).