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Dufter, Philipp (4)
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Hits 1 – 4 of 4
1
Increasing Learning Efficiency of Self-Attention Networks through Direct Position Interactions, Learnable Temperature, and Convoluted Attention
Schütze, Hinrich
;
Dufter, Philipp
;
Schmitt, Martin
. - 2020
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2
Embedding Learning Through Multilingual Concept Induction
Fraser, Alexander
;
Zhao, Mengjie
;
Dufter, Philipp
;
Schütze, Hinrich
;
Schmitt, Martin
. - : Ludwig-Maximilians-Universität München, 2018
Abstract:
We present a new method for estimating vector space representations of words: embedding learning by concept induction. We test this method on a highly parallel corpus and learn semantic representations of words in 1259 different languages in a single common space. An extensive experimental evaluation on crosslingual word similarity and sentiment analysis indicates that concept-based multilingual embedding learning performs better than previous approaches.
Keyword:
ddc:000
;
ddc:004
;
ddc:400
;
ddc:410
URL:
https://epub.ub.uni-muenchen.de/61841/
https://doi.org/10.5282/ubm/epub.61841
https://epub.ub.uni-muenchen.de/61841/1/P18-1141.pdf
http://nbn-resolving.de/urn:nbn:de:bvb:19-epub-61841-5
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3
Embedding Learning Through Multilingual Concept Induction ...
Dufter, Philipp
;
Zhao, Mengjie
;
Schmitt, Martin
. - : arXiv, 2018
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4
Embedding Learning Through Multilingual Concept Induction ...
Dufter, Philipp
;
Zhao, Mengjie
;
Schmitt, Martin
. - : Universitätsbibliothek der Ludwig-Maximilians-Universität München, 2018
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