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Simple Search
Hits 1 – 8 of 8
1
Semantic Relatedness and Taxonomic Word Embeddings ...
Kacmajor, Magdalena
;
Kelleher, John D.
;
Klubicka, Filip
. - : arXiv, 2020
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2
English WordNet Taxonomic Random Walk Pseudo-Corpora
Klubicka, Filip
;
Maldonado, Alfredo
;
Mahalunkar, Abhijit
...
In: Conference papers (2020)
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3
Language related issues for machine translation between closely related south Slavic languages
Arcan, Mihael
;
Klubicka, Filip
;
Popovic, Maja
. - : The COLING 2016 Organizing Committee, 2019
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4
Synthetic, Yet Natural: Properties of WordNet Random Walk Corpora and the impact of rare words on embedding performance
Klubicka, Filip
;
Mahalunkar, Abhijit
;
Maldonado, Alfredo
;
Kelleher, John D.
In: Conference papers (2019)
Abstract:
Creating word embeddings that reflect semantic relationships encoded in lexical knowledge resources is an open challenge. One approach is to use a random walk over a knowledge graph to generate a pseudo-corpus and use this corpus to train embeddings. However, the effect of the shape of the knowledge graph on the generated pseudo-corpora, and on the resulting word embeddings, has not been studied. To explore this, we use English WordNet, constrained to the taxonomic (tree-like) portion of the graph, as a case study. We investigate the properties of the generated pseudo-corpora, and their impact on the resulting embeddings. We find that the distributions in the psuedo-corpora exhibit properties found in natural corpora, such as Zipf’s and Heaps’ law, and also ob- serve that the proportion of rare words in a pseudo-corpus affects the performance of its embeddings on word similarity.
Keyword:
Artificial Intelligence and Robotics
;
Computational Linguistics
;
corpus
;
evaluation
;
Numerical Analysis and Scientific Computing
;
random walk
;
representations
;
Software Engineering
;
taxonomy
;
word embeddings
;
word similarity
;
WordNet
URL:
https://arrow.tudublin.ie/scschcomcon/271
https://arrow.tudublin.ie/cgi/viewcontent.cgi?article=1283&context=scschcomcon
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5
Size Matters: The Impact of Training Size in Taxonomically-Enriched Word Embeddings
Maldonado, Alfredo
;
Klubicka, Filip
;
Kelleher, John D.
In: Articles (2019)
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6
Quantitative Fine-grained Human Evaluation of Machine Translation Systems: a Case Study on English to Croatian
Sanchez-Cartagena, Victor Manuel
;
Toral, Antonio
;
Klubicka, Filip
In: Articles (2018)
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7
Is it worth it? Budget-related evaluation metrics for model selection
Klubicka, Filip
;
Salton, Giancarlo
;
Kelleher, John D.
In: Conference papers (2018)
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8
hr500k – A Reference Training Corpus of Croatian.
Erjavec, Tomaž
;
Ljubešić, Nikola
;
Klubicka, Filip
...
In: Conference papers (2018)
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