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Hits 1 – 3 of 3
1
Semantic Data Set Construction from Human Clustering and Spatial Arrangement ...
Majewska, Olga
;
McCarthy, Diana
;
Van Den Bosch, Jasper JF
;
Kriegeskorte, Nikolaus
;
Vulic, Ivan
;
Korhonen, Anna
. - : Apollo - University of Cambridge Repository, 2021
Abstract:
Abstract Research into representation learning models of lexical semantics usually utilizes some form of intrinsic evaluation to ensure that the learned representations reflect human semantic judgments. Lexical semantic similarity estimation is a widely used evaluation method, but efforts have typically focused on pairwise judgments of words in isolation, or are limited to specific contexts and lexical stimuli. There are limitations with these approaches that either do not provide any context for judgments, and thereby ignore ambiguity, or provide very specific sentential contexts that cannot then be used to generate a larger lexical resource. Furthermore, similarity between more than two items is not considered. We provide a full description and analysis of our recently proposed methodology for large-scale data set construction that produces a semantic classification of a large sample of verbs in the first phase, as well as multi-way similarity judgments made within the resultant semantic classes in the ...
URL:
https://dx.doi.org/10.17863/cam.76712
https://www.repository.cam.ac.uk/handle/1810/329262
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2
Manual Clustering and Spatial Arrangement of Verbs for Multilingual Evaluation and Typology Analysis ...
Majewska, Olga
;
Vulic, Ivan
;
McCarthy, Diana
. - : Apollo - University of Cambridge Repository, 2020
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3
Manual Clustering and Spatial Arrangement of Verbs for Multilingual Evaluation and Typology Analysis
Majewska, Olga
;
Vulic, Ivan
;
McCarthy, Diana
. - : International Committee on Computational Linguistics, 2020. : https://www.aclweb.org/anthology/2020.coling-main.423, 2020. : Proceedings of the 28th International Conference on Computational Linguistics (COLING 2020), 2020
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