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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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7
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
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11
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
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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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15
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; Chernoskutov, Mikhail; Biemann, Chris; Ponzetto, Simone Paolo. - : European Language Resources Association, ELRA-ELDA, 2018
Abstract: In this paper, we present Mnogoznal, an unsupervised system for word sense disambiguation. Given a sentence, the system chooses the most relevant sense of each input word with respect to the semantic similarity between the given sentence and the synset constituting the sense of the target word. Mnogoznal has two modes of operation. The sparse mode uses the traditional vector space model to estimate the most similar word sense corresponding to its context. The dense mode, instead, uses synset embeddings to cope with the sparsity problem. We describe the architecture of the present system and also conduct its evaluation on three different lexical semantic resources for Russian. We found that the dense mode substantially outperforms the sparse one on all datasets according to the adjusted Rand index.
Keyword: 004 Informatik
URL: https://madoc.bib.uni-mannheim.de/43362/
http://www.lrec-conf.org/proceedings/lrec2018/summaries/182.html
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RUSSE'2018 : a shared task on word sense induction for the Russian language
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