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The representation and processing of distributivity and collectivity: ambiguity vs. underspecification
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In: Glossa: a journal of general linguistics; Vol 6, No 1 (2021); 6 ; 2397-1835 (2021)
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| 5 |
Name Variants for Improving Entity Discovery and Linking
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Abstract:
Identifying all names that refer to a particular set of named entities is a challenging task, as quite often we need to consider many features that include a lot of variation like abbreviations, aliases, hypocorism, multilingualism or partial matches. Each entity type can also have specific rules for name variances: people names can include titles, country and branch names are sometimes removed from organization names, while locations are often plagued by the issue of nested entities. The lack of a clear strategy for collecting, processing and computing name variants significantly lowers the recall of tasks such as Named Entity Linking and Knowledge Base Population since name variances are frequently used in all kind of textual content. This paper proposes several strategies to address these issues. Recall can be improved by combining knowledge repositories and by computing additional variances based on algorithmic approaches. Heuristics and machine learning methods then analyze the generated name variances and mark ambiguous names to increase precision. An extensive evaluation demonstrates the effects of integrating these methods into a new Named Entity Linking framework and confirms that systematically considering name variances yields significant performance improvements.
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Keyword:
Data processing Computer science; Linked Data; Machine Learning; Name Variance; Named Entity Linking
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URN:
urn:nbn:de:0030-drops-103787
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URL: https://drops.dagstuhl.de/opus/volltexte/2019/10378/
https://doi.org/10.4230/OASIcs.LDK.2019.14
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| 6 |
Name Variants for Improving Entity Discovery and Linking ...
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| 7 |
Modal Concord as Modal Modification
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In: Sinn und Bedeutung; Bd. 14 (2010): Proceedings of Sinn und Bedeutung 14; 19-36 ; Proceedings of Sinn und Bedeutung; Vol 14 (2010): Proceedings of Sinn und Bedeutung 14; 19-36 ; 2629-6055 (2019)
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| 8 |
Polarity particles and the anatomy of n-words
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In: Sinn und Bedeutung; Bd. 16 Nr. 1 (2012): Proceedings of Sinn und Bedeutung 16; 99-112 ; Proceedings of Sinn und Bedeutung; Vol 16 No 1 (2012): Proceedings of Sinn und Bedeutung 16; 99-112 ; 2629-6055 (2019)
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| 9 |
The polysemy of container pseudo-partitives
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In: Sinn und Bedeutung; Bd. 19 (2015): Proceedings of Sinn und Bedeutung 19; 214-231 ; Proceedings of Sinn und Bedeutung; Vol 19 (2015): Proceedings of Sinn und Bedeutung 19; 214-231 ; 2629-6055 (2019)
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| 10 |
Uniqueness Effects in Correlatives
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In: Sinn und Bedeutung; Bd. 12 (2008): Proceedings of Sinn und Bedeutung 12; 47-65 ; Proceedings of Sinn und Bedeutung; Vol 12 (2008): Proceedings of Sinn und Bedeutung 12; 47-65 ; 2629-6055 (2019)
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| 11 |
Donkey pluralities: Plural information states vs. Non-atomic individuals
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In: Sinn und Bedeutung; Bd. 11 (2007): Proceedings of Sinn und Bedeutung 11; 106-120 ; Proceedings of Sinn und Bedeutung; Vol 11 (2007): Proceedings of Sinn und Bedeutung 11; 106-120 ; 2629-6055 (2019)
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| 12 |
Temporal Propositional De Se: Evidence from Romanian Subjunctive Mood
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In: Sinn und Bedeutung; Bd. 10 Nr. 1 (2006): Proceedings of Sinn und Bedeutung 10; 55-70 ; Proceedings of Sinn und Bedeutung; Vol 10 No 1 (2006): Proceedings of Sinn und Bedeutung 10; 55-70 ; 2629-6055 (2019)
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| 13 |
The Pragmatics of Quantifier Scope: A Corpus Study
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In: Sinn und Bedeutung; Bd. 16 Nr. 1 (2012): Proceedings of Sinn und Bedeutung 16; 15-28 ; Proceedings of Sinn und Bedeutung; Vol 16 No 1 (2012): Proceedings of Sinn und Bedeutung 16; 15-28 ; 2629-6055 (2019)
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| 15 |
Incremental and predictive interpretation: Experimental evidence and possible accounts
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In: Semantics and Linguistic Theory; Proceedings of SALT 25; 57-81 ; 2163-5951 (2015)
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| 17 |
Ignorance in context: The interaction of modified numerals and QUDs
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In: Semantics and Linguistic Theory; Proceedings of SALT 24; 414-431 ; 2163-5951 (2014)
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