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18/05/2016 1Presenter name
Apertium RDF: 
an experience in generating 
linguistic linked open data 
Jorge Gracia
Ontology Engineering Group (OEG)
Universidad Politécnica de Madrid (UPM)
jgracia@fi.upm.es
1st Summer Datathon on Linguistic Linked Open Data
Cercedilla (Spain), 15-19th June 2015
16/06/2015 2Jorge Gracia
Outline
Motivation
The Apertium platform
Representing translations in RDF
Building the Apertium RDF graph
Traversing the graph
Linking with external sources
Conclusions
2
16/06/2015 3Jorge Gracia
3
Motivation
16/06/2015 4Jorge Gracia
Motivation
Current multilingual lexica and electronic dictionaries
• Proprietary formats 
• Non‐standard APIs
• Disconnected from other resources
4
16/06/2015 5Jorge Gracia
Motivation
GOAL: to expose translations contained in bilingual 
dictionaries as Linked Data on the Web
Joint effort by
5
16/06/2015 6Jorge Gracia
6
The Apertium platform
16/06/2015 7Jorge Gracia
Apertium
Apertium [http://www.apertium.org] open source 
platform for Machine Translation. Its bilingual 
dictionaries available in XML.
7
16/06/2015 8Jorge Gracia
Apertium
8
Afrikaans <-> Dutch
Breton --> French
Catalan <-> Italian
Welsh <-> English
Danish <-- Norwegian
English <-> Catalan
English <-> Spanish
English <-> Galician
Esperanto <-- Catalan
Esperanto <-> English
Esperanto <-- Spanish
Esperanto <-- French
Spanish <-> Aragonese
Spanish <-> Asturian
Spanish <-> Catalan
Spanish <-> Galician
Spanish <-> Italian
Spanish <-> Portuguese
Spanish <-> Romanian
Basque --> English
Basque --> Spanish
French <-> Catalan
French <-> Spanish
Serbo-Croatian <-> English
Serbo-Croatian <-> Macedonian
Serbo-Croatian <-> Slovenian
Indonesian <-> Malaysian
Icelandic <-> Swedish
Icelandic --> English
Kazakh <-> Tatar
Macedonian <-> Bulgarian
Macedonian --> English
Norwegian Nynorsk <-> Norwegian
Bokmål
Occitan <-> Catalan
Occitan <-> Spanish
Portuguese <-> Catalan
Portuguese <-> Galician
Northern Sami --> Norwegian
Bokmål
Swedish <-> Danish
……
More that 40 language pairs
22 of them (more stable) available in LMF
16/06/2015 9Jorge Gracia
9
Representing translations 
in RDF
16/06/2015 10Jorge Gracia
lemon
10
16/06/2015 11Jorge Gracia
LexicalSense
trans
translationTarget
context
TranslationSet Translation
translationConfidence:double
The translation module
Translation Categories
http://purl.org/net/translation-categories
translationCategory
context
Resource
http://purl.org/net/translation.owl
Translation Module
translationSource
directEquivalent
culturalEquivalent
lexicalEquivalent
11
16/06/2015 12Jorge Gracia
lemon:LexicalEntry
lemon:LexicalEntry
lemon:LexicalSense
lemon:LexicalSense
lemon:Lexicon
lexiconEN
lemon:Lexicon 
lexiconES
tr:Translation
“bench”@en
“banco”@es
lemon:entry
lemon:entry
lemon:isSenseOf
lemon:isSenseOf tr:translationTarget
tr:translationSource
tr:trans
lemon:lexicalForm
lemon:lexicalForm
lemon:Form
lemon:Form
lemon:writtenRep
tr:TranslationSet
translationSetEN‐ES
lemon:writtenRep
Translation example
16/06/2015 13Jorge Gracia
13
Building the 
Apertium RDF graph
16/06/2015 14Jorge Gracia
Methodology
1. Data analysis and vocabulary selection
2. Modelling
3. URIs design
4. RDF generation
5. Publication as linked data
14
16/06/2015 15Jorge Gracia
Modelling
Mapping of data sources
16/06/2015 16Jorge Gracia
URIs design
# Apertium English lexicon:
http://linguistic.linkeddata.es/id/apertium/lexiconEN
# Apertium Spanish lexicon:
http://linguistic.linkeddata.es/id/apertium/lexiconES
# Apertium English-Spanish translation set:
http://linguistic.linkeddata.es/id/apertium/tranSetEN-
ES
Following ISA recommendations
[Archer et al.]:
Archer, P., Goedertier, S., & Loutas, N. (2012). Study on persistent URIs. Tech. rep..
16/06/2015 17Jorge Gracia
RDF Generation
RDF generation based on Open Refine 
• E.g., RDF generated:
apertium:lexiconEN a lemon:Lexicon ;
dc:source
<http://hdl.handle.net/10230/17110> .
...
apertium:lexiconEN lemon:entry
apertium:lexiconEN/bench-n-en .
apertium:lexiconEN/bench-n-en a lemon:LexicalEntry
;
lemon:lexicalForm apertium:lexiconEN/bench-
n-en-form ;
lexinfo:partOfSpeech lexinfo:noun .
apertium:lexiconEN/bench-n-en-form a lemon:Form ;
lemon:writtenRep "bench"@en .
16/06/2015 18Jorge Gracia
Publication
• SPARQL endpoint
http://linguistic.linkeddata.es/apertium/sparql‐
editor/ 
• Web interface
http://linguistic.linkeddata.es/apertium/
• Datahub
http://datahub.io/dataset?q=apertium+rdf&organiz
ation=oeg‐upm
18
16/06/2015 19Jorge Gracia
19
Traversing the graph
16/06/2015 20Jorge Gracia
22 generated datasets
20
Lang. pair # triples # trans.
CA‐IT 180,851 7,869
EN‐CA 759,601 33,029
EN‐ES 576,316 25,830
EN‐GL 425,117 20,034
EO‐CA 426,301 19,964
EO‐EN 617,772 31,474
EO‐ES 380,198 17,212
EO‐FR 726,281 35,791
ES‐AN 71,997 3,110
ES‐AST 825,54 36,096
ES‐CA 730,501 31,291
Lang. pair # triples # trans.
ES‐GL 206,284 8,985
ES‐PT 279,245 12,054
ES‐RO 400,366 17,318
EU‐ES 262,336 11,838
EU‐EN 265,466 13,089
FR‐CA 152,002 6,550
FR‐ES 495,614 21,475
OC‐CA 346,346 15,983
OC‐ES 317,162 14,561
PT‐CA 163,149 7,111
PT‐GL 234,065 10,144
16/06/2015 21Jorge Gracia
Apertium RDF in the LLOD cloud
21
16/06/2015 22Jorge Gracia
Apertium RDF in the LLOD cloud
16/06/2015 23Jorge Gracia
Direct translations
23
Direct translations for “bank”@en
Translated written repr. Part of Speech
"banc"@ca http://www.lexinfo.net/ontology/2.0/lexinfo#noun
"riba"@ca http://www.lexinfo.net/ontology/2.0/lexinfo#noun
"banco"@es http://www.lexinfo.net/ontology/2.0/lexinfo#noun
"orilla"@es http://www.lexinfo.net/ontology/2.0/lexinfo#noun
"ribera"@es http://www.lexinfo.net/ontology/2.0/lexinfo#noun
"beira"@gl http://www.lexinfo.net/ontology/2.0/lexinfo#noun
"banco"@gl http://www.lexinfo.net/ontology/2.0/lexinfo#noun
"ourela"@gl http://www.lexinfo.net/ontology/2.0/lexinfo#noun
"orela"@gl http://www.lexinfo.net/ontology/2.0/lexinfo#noun
"banku"@eu http://www.lexinfo.net/ontology/2.0/lexinfo#noun
"erribera"@eu http://www.lexinfo.net/ontology/2.0/lexinfo#noun
"ertz"@eu http://www.lexinfo.net/ontology/2.0/lexinfo#noun
"amuntegar"@ca http://www.lexinfo.net/ontology/2.0/lexinfo#verb
"agolpar"@es http://www.lexinfo.net/ontology/2.0/lexinfo#verb
"amontonar"@es http://www.lexinfo.net/ontology/2.0/lexinfo#verb
"apelotonar"@es http://www.lexinfo.net/ontology/2.0/lexinfo#verb
"hacinar"@es http://www.lexinfo.net/ontology/2.0/lexinfo#verb
.... ...
16/06/2015 24Jorge Gracia
Lexicon CA
Lexicon EN
Lexicon EN
Lexicon ES
Translation
Set EN‐ES
Translation
Set EN‐CA
Apertium LMF
Apertium RDF
EN‐ES
EN‐CA
Monolingual
lexicons
Translation sets
24
16/06/2015 25Jorge Gracia
orilla
“ribera”@es
bank‐
banco
TranslationSetEN‐ESLexiconES LexiconEN
“orilla”@es
banco‐
banco
TranslationSetES‐PT LexiconPT
banco
“banco”@pt
bank
benchribera
orla
bank‐
ribera
bank‐
orilla
bench‐
banco
orilla‐
orla
“bench”@en
“bank”@en
“orla”@pt
banco
“banco”@es
16/06/2015 26Jorge Gracia
Indirect translations
Indirect translations for “bank” EN‐> ES ‐> PT
26
Pivot translation written repres. Indirect translation written repres.
"banco"@es "banco"@pt
"orilla"@es "orla"@pt
16/06/2015 27Jorge Gracia
Apertium RDF graph
Dijkstra algorithm to choose shortest path
27
16/06/2015 28Jorge Gracia
bench
banco
LexiconEN LexiconESLexiconCA
banc
orilla
ribera
bank
riba
How to measure confidence
16/06/2015 29Jorge Gracia
One time inverse consultation (OTIC)
29
Given a lexical entry s:
1. Get direct translations of s in the pivot language Ps
2.  p  Ps, get its translations in the target language Tp
3. For every t  Tp,
(a) gets its set of translations in the pivot language (Pt)
(b) calculates the score for t:
||||
*2)(
ts
ts
PP
PP
tscore



Tanaka, K., & Umemura, K. (1994). Construction of a bilingual dictionary intermediated by a third
language. In COLING, pp. 297–303.
16/06/2015 30Jorge Gracia
bench
banco
LexiconEN LexiconESLexiconCA
banc
orilla
ribera
bank
riba
One time inverse consultation
s = “banco”@es
Pbanco={“bank”@en, “bench”@en}
Tbank={“banc”@ca, “riba”@ca}
Tbench={“banc”@ca}
Pbanc={“bank”@en, “bench”@en}
Priba={“bank”@en}
score(“banc”@ca) = 1.0
score(“riba”@ca) = 0.5
16/06/2015 31Jorge Gracia
31
Linking with external 
sources
16/06/2015 32Jorge Gracia
Linking to BabelNet
32
Around 130.000 links between Apertium RDF – BabelNet
16/06/2015 33Jorge Gracia
Linking to BabelNet
Translated 
Written Repr.
BabelSynset BabelNet gloss
"banco" @es http://babelnet.org/rdf/s00008371n
“A building in which the business 
of banking transacted”
"banco" @es http://babelnet.org/rdf/s00008366n
“An arrangement of similar 
objects in a row or in tiers”
"banco" @es http://babelnet.org/rdf/s15346085n
“An ocean bank, sometimes 
referred to as a fishing bank or 
simply bank, ...”
… … …
"orilla" @es http://babelnet.org/rdf/s00008363n
“Sloping land (especially the 
slope beside a body of water)”
"ribera" @es http://babelnet.org/rdf/s00008363n
“Sloping land (especially the 
slope beside a body of water)”
Translations for “bank”@en
16/06/2015 34Jorge Gracia
34
Conclusions
16/06/2015 35Jorge Gracia
Conclusions
• Apertium data on the Web following SW standards 
• Common entry point for all the Apertium dictionaries
• Direct and indirect translations can be easily obtained 
via SPARQL
• Confidence degree for indirect translations
• Linked with BabelNet
35
16/06/2015 36Jorge Gracia
Conclusions
Related reading… 
http://kdictionaries.com/kdn/kdn23.pdf
16/06/2015 37Jorge Gracia
Thanks for your attention !
37
http://linguistic.linkeddata.es/apertium/
16/06/2015 38Jorge Gracia
Some results of applying OTIC 
38
Language path Threshold Precision Recall
EN‐CA‐ES
0.0 76% 48%
0.5 77% 48%
1.0 82% 43%
ES‐EN‐CA
0.0 53% 39%
0.5 55% 39%
1.0 61% 36%
EN‐ES‐CA
0.0 73% 38%
0.5 76% 38%
1.0 83% 33%

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