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dc.contributor.author Ulčar, Matej
dc.contributor.author Vaik, Kristiina
dc.contributor.author Lindström, Jessica
dc.contributor.author Linde, Dace
dc.contributor.author Dailidėnaitė, Milda
dc.contributor.author Šumakov, Andrei
dc.date.accessioned 2019-11-25T14:34:07Z
dc.date.available 2019-11-25T14:34:07Z
dc.date.issued 2019-11-25
dc.identifier.uri http://hdl.handle.net/11356/1261
dc.description Word analogy task evaluates word embeddings, based on analagous word pairs (eg. "Paris - France" should be equivalent to "Rome - Italy", "son - daughter" should be equivalent to "brother - sister"). The dataset has been inspired by Mikolov's analogy test set in English (http://download.tensorflow.org/data/questions-words.txt). It was first written for Slovenian and then partially translated and partially done from scratch for the other languages (Croatian, Finnish, Estonian, Swedish, Latvian, Lithuanian, Russian and English). The analogy dataset is composed of fifteen categories, five semantical and ten syntactical. Each dataset has about 19,000 entries. In addition to nine monolingual datasets (one for each language), we also composed 72 cross-lingual datasets (one for each language pair), where one half of the entry (one analogy, eg. "mother-father") is in one language and the other half of the entry (eg. "sister-brother") is in another language.
dc.language.iso slv
dc.language.iso hrv
dc.language.iso eng
dc.language.iso fin
dc.language.iso est
dc.language.iso lav
dc.language.iso lit
dc.language.iso swe
dc.language.iso rus
dc.publisher Faculty of Computer and Information Science, University of Ljubljana
dc.relation info:eu-repo/grantAgreement/EC/H2020/825153
dc.relation.isreferencedby https://arxiv.org/abs/1911.10038
dc.rights Creative Commons - Attribution-ShareAlike 4.0 International (CC BY-SA 4.0)
dc.rights.uri https://creativecommons.org/licenses/by-sa/4.0/
dc.rights.label PUB
dc.source.uri http://embeddia.eu
dc.subject analogy
dc.subject word analogies
dc.subject multilingual
dc.subject cross-lingual
dc.title Multilingual Culture-Independent Word Analogy Datasets
dc.type lexicalConceptualResource
metashare.ResourceInfo#ContentInfo.detailedType other
metashare.ResourceInfo#ContentInfo.mediaType text
has.files yes
branding CLARIN.SI data & tools
contact.person Matej Ulčar matej.ulcar@fri.uni-lj.si Faculty of Computer and Information Science, University of Ljubljana
sponsor European Union EC/H2020/825153 EMBEDDIA - Cross-Lingual Embeddings for Less-Represented Languages in European News Media euFunds info:eu-repo/grantAgreement/EC/H2020/825153
size.info 1446954 entries
files.count 3
files.size 6375942


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Name
monolingual_analogies.zip
Size
716.43 KB
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application/zip
Description
9 monolingual datasets
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dc8300f78297f44ca4a2c7746b5b97e2
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    • lv-analogies.txt658 kB
    • et-analogies.txt557 kB
    • ru-analogies.txt1 MB
    • sl-analogies.txt598 kB
    • fi-analogies.txt621 kB
    • hr-analogies.txt575 kB
    • lt-analogies.txt677 kB
    • sv-analogies.txt558 kB
    • en-analogies.txt530 kB
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Name
crosslingual_analogies.zip
Size
5.38 MB
Format
application/zip
Description
72 cross-lingual datasets
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    • hr-fi-analogies.txt544 kB
    • lv-sv-analogies.txt574 kB
    • lt-en-analogies.txt568 kB
    • hr-ru-analogies.txt769 kB
    • ru-hr-analogies.txt769 kB
    • et-fi-analogies.txt526 kB
    • sv-sl-analogies.txt543 kB
    • en-fi-analogies.txt539 kB
    • sl-fi-analogies.txt555 kB
    • lv-lt-analogies.txt612 kB
    • et-ru-analogies.txt742 kB
    • ru-sl-analogies.txt784 kB
    • lt-fi-analogies.txt589 kB
    • fi-ru-analogies.txt788 kB
    • en-ru-analogies.txt768 kB
    • lv-et-analogies.txt548 kB
    • ru-sv-analogies.txt776 kB
    • lv-en-analogies.txt564 kB
    • sv-lv-analogies.txt574 kB
    • et-hr-analogies.txt509 kB
    • hr-sl-analogies.txt531 kB
    • sl-ru-analogies.txt784 kB
    • fi-hr-analogies.txt544 kB
    • sv-lt-analogies.txt577 kB
    • lt-ru-analogies.txt815 kB
    • en-hr-analogies.txt522 kB
    • sv-en-analogies.txt526 kB
    • ru-lv-analogies.txt815 kB
    • lt-hr-analogies.txt569 kB
    • et-sl-analogies.txt519 kB
    • hr-sv-analogies.txt531 kB
    • ru-lt-analogies.txt815 kB
    • fi-sl-analogies.txt555 kB
    • lv-fi-analogies.txt585 kB
    • sv-et-analogies.txt515 kB
    • ru-en-analogies.txt768 kB
    • sl-hr-analogies.txt531 kB
    • en-sl-analogies.txt534 kB
    • lt-sl-analogies.txt582 kB
    • et-sv-analogies.txt515 kB
    • hr-lv-analogies.txt567 kB
    • ru-et-analogies.txt742 kB
    • fi-sv-analogies.txt549 kB
    • en-sv-analogies.txt526 kB
    • et-lt-analogies.txt553 kB
    • hr-lt-analogies.txt569 kB
    • sl-sv-analogies.txt543 kB
    • hr-en-analogies.txt522 kB
    • lt-sv-analogies.txt577 kB
    • et-lv-analogies.txt548 kB
    • lv-ru-analogies.txt815 kB
    • fi-lv-analogies.txt585 kB
    • sv-fi-analogies.txt549 kB
    • lv-hr-analogies.txt567 kB
    • en-lv-analogies.txt564 kB
    • hr-et-analogies.txt509 kB
    • fi-lt-analogies.txt589 kB
    • et-en-analogies.txt505 kB
    • en-lt-analogies.txt568 kB
    • fi-en-analogies.txt539 kB
    • sv-ru-analogies.txt776 kB
    • sl-lt-analogies.txt582 kB
    • ru-fi-analogies.txt788 kB
    • sl-lv-analogies.txt579 kB
    • lv-sl-analogies.txt579 kB
    • fi-et-analogies.txt526 kB
    • lt-lv-analogies.txt612 kB
    • en-et-analogies.txt505 kB
    • sl-et-analogies.txt519 kB
    • sl-en-analogies.txt534 kB
    • lt-et-analogies.txt553 kB
    • sv-hr-analogies.txt531 kB
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Name
readme.txt
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1.06 KB
Format
Text file
Description
Basic information on the structure of the files
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Monolingual word analogy datasets are in 9 languages, each language in its own file, named
xy-analogies.txt, where xy is 2-letter iso language code:
- en - English,
- et - Estonian,
- fi - Finnish,
- hr - Croatian,
- lt - Lithuanian,
- lv - Latvian,
- ru - Russian,
- sl - Slovenian,
- sv - Swedish.

Each dataset consists of 15 categories, first 5 are semantical categories, last 10 are syntactical
categories. The beginning of a category is denoted by a line beginning with colon (:), followed
by whitespace and category name, for example ": capitals-countries". Syntactical categories' names
all begin with "gram". 
There is one entry per line, each entry has four words (ie. a pair of relations).

Crosslingual word analogy datasets are the same as monolingual sets, except one pair in each entry is in one language, and the other pair in the same entry is in another language. For example,
for dataset sl-et-analogies.txt, each entry has four words, the leftmost two form a relation in Slovenian . . .
                                            

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