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Graphs, Computation, and Language ...
Ustalov, Dmitry. - : Zenodo, 2021
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Graphs, Computation, and Language ...
Ustalov, Dmitry. - : Zenodo, 2021
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Word Sense Disambiguation for 158 Languages using Word Embeddings Only ...
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Graphs, Computation, and Language ...
Ustalov, Dmitry. - : Zenodo, 2020
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5
TextGraphs 2020 Shared Task on Multi-Hop Inference for Explanation Regeneration ...
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Artificial intelligence and natural language : 8th Conference, AINL 2019, Tartu, Estonia, November 20-22, 2019 : proceedings
Ustalov, Dmitry (Herausgeber); Filchenkov, Andrey (Herausgeber); Pivovarova, Lidia (Herausgeber). - Cham, Switzerland : Springer, 2019
BLLDB
UB Frankfurt Linguistik
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Datasets for Watset: Local-Global Graph Clustering with Applications in Sense and Frame Induction ...
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Datasets for Watset: Local-Global Graph Clustering with Applications in Sense and Frame Induction ...
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9
HHMM at SemEval-2019 Task 2: Unsupervised frame induction using contextualized word embeddings
Arefyev, Nikolay; Panchenko, Alexander; Anwar, Saba. - : Association for Computational Linguistics, ACL, 2019
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Watset: Local-global graph clustering with applications in sense and frame induction
Abstract: We present a detailed theoretical and computational analysis of the Watset meta-algorithm for fuzzy graph clustering, which has been found to be widely applicable in a variety of domains. This algorithm creates an intermediate representation of the input graph that reflects the “ambiguity” of its nodes. It uses hard clustering to discover clusters in this “disambiguated” intermediate graph. After outlining the approach and analyzing its computational complexity, we demonstrate that Watset shows competitive results in three applications: unsupervised synset induction from a synonymy graph, unsupervised semantic frame induction from dependency triples, and unsupervised semantic class induction from a distributional thesaurus. Our algorithm is generic and can be also applied to other networks of linguistic data.
Keyword: 004 Informatik
URL: https://madoc.bib.uni-mannheim.de/48979/
https://www.mitpressjournals.org/doi/full/10.1162/coli_a_00354
https://doi.org/10.1162/coli_a_00354
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RUSSE'2018 : a shared task on word sense induction for the Russian language
Panchenko, Alexander [Verfasser]; Lopukhina, Anastasiya [Verfasser]; Ustalov, Dmitry [Verfasser]. - Mannheim : Universitätsbibliothek Mannheim, 2018
DNB Subject Category Language
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RUSSE'2018: A Shared Task on Word Sense Induction for the Russian Language ...
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Watset: Local-Global Graph Clustering with Applications in Sense and Frame Induction ...
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RUSSE: The First Workshop on Russian Semantic Similarity ...
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An Unsupervised Word Sense Disambiguation System for Under-Resourced Languages ...
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RUSSE'2018: Human-Annotated Sense-Disambiguated Word Contexts for Russian ...
Ustalov, Dmitry. - : Zenodo, 2018
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RUSSE'2018: Human-Annotated Sense-Disambiguated Word Contexts for Russian ...
Ustalov, Dmitry. - : Zenodo, 2018
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18
Unsupervised semantic frame induction using triclustering
Panchenko, Alexander; Kutuzov, Andrei; Ponzetto, Simone Paolo. - : Association for Computational Linguistics, 2018
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19
An unsupervised word sense disambiguation system for under-resourced languages
Ustalov, Dmitry; Teslenko, Denis; Panchenko, Alexander. - : European Language Resources Association, ELRA-ELDA, 2018
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RUSSE'2018 : a shared task on word sense induction for the Russian language
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