The document describes a study that used syntactic parsing to analyze differences between Surinamese Dutch and standard Dutch. It:
1. Used a syntactic parser to analyze the syntax of texts written in Surinamese Dutch and standard Dutch.
2. Compared the parse results to identify syntactic constructions that are more or less frequent in Surinamese Dutch relative to standard Dutch.
3. Found several differences in vocabulary usage and syntactic patterns between the two dialects, such as the use of certain words and parts of speech in subject/object relations.
The study aims to evaluate automatic methods for identifying syntactic characteristics that distinguish Surinamese Dutch from standard Dutch. Future work involves publishing results and integrating the techniques into a Dutch language
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4. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Goal
Evaluating automatic methods for finding syntactic differences
between Surinamese Dutch and standard Dutch
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5. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Approach
1. Select two texts: one written in Surinamese Dutch and one written in
standard Dutch
2. Process the two texts with a syntactic parser for Dutch
3. Compare the two parse results: can we find frequent syntactic
constructions in Surinamese Dutch which are infrequent in standard
Dutch?
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6. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Technical details
We used the syntactic parser Alpino: a state-of-the-art parser for Dutch
We collected the frequencies of the syntactic constructions and
compared these with the t-test:
(f1 − f2)/
√
f1 + f2
where f1 is the frequency of a construction in Surinamese Dutch and
f2 its frequency in standard Dutch
The higher the t-score, the more unusual the construction is
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7. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Chosen text for Surinamese Dutch (from dbnl.nl)
...Als je ’em zo zijn straat zag binnen komen fietstrappen!
Krio, krio, krio..., niet om naar te luisteren! Volgens
zijn stuur ging hij naar links! Volgens zijn wiel reed
hij kaarsrecht rechtdoor. Maar Bo’s schuinse pet wees
weer een andere kant op.
Aaj, ik zag al sins hoelang! Meneertje slaat damp,
stinkender dan koeiekak! Hij is dronken als een w´at! Na
sakasaka ellendeling dati!
Mamsi joeg die kindertjes uit haar weg. Ze had
voorop ’t erf onder die amandelboom urenlang staan
schoonmaken. Eerst zogenaamd erf bezemen. Daarna
die kindertjes gras laten trekken...
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8. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Chosen reference text (from dbnl.nl)
...Aan de voorkant van het prachtige grote huis waren
echter niet alle vensters meer gesloten. Op de eerste
verdieping was er een geopend raam en daar stond
de 17-jarige Elza en keek uit over het groene gazon
dat zich voor het huis uitstrekte tot aan de waterkant
waarlangs de brede Surinamerivier langzaam stroomde.
Een heerlijke ochtend, het begin van een fijne dag.
Vandaag 11 oktober 1765 ging de familie naar Joden-
Savanna voor de 65e verjaardag van grootmama. Dat
zou de volgende dag zijn, de 12e oktober en tegelijk ook
de verjaardag van de synagoge op Joden-Savanna...
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9. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Foreseen pitfalls
Differences between texts may have other causes than language
differences:
• author style
• story genre
• story topic
• story time setting
• ...
The automatic parser may not detect interesting syntactic aspects
because it is developed to handle contemporary standard Dutch
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11. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Syntactic rules
We analyse sentences with dependency rules:
Steven sings sad songs
generates the syntactic analysis:
name Steven is a subject of verb sings
adjective sad is a object of noun songs
noun songs is an object of verb sings
We also lookup the lemma of each word: the basic word form:
Steven → Steven; sings → sing; sad → sad; songs → song;
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12. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Syntactic results: Lemma Relation Lemma
t-score Lemma Relation Lemma t-score Lem Rel Lem
0.98780 ding hd/det dat 0.96875 van hd/obj1 erf
0.98529 soort hd/mod van 0.96774 oog hd/det je
0.98113 ma tag/nucl ben 0.96774 kijk hd/mod daar
0.98077 erf hd/det zijn 0.96774 jongen hd/det die
0.97872 erf hd/det dat 0.96774 hoofd hd/det je
0.97561 ander hd/det die 0.96552 ben hd/su erf
0.97500 al cmp/mod ook 0.96000 zeg hd/mod zo
0.97436 kind hd/det die 0.96000 in hd/obj1 me
0.97297 verkoop hd/obj1 erf 0.96000 broek hd/det zijn
0.97059 boom hd/det die 0.95946 ga hd/vc kom
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13. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Example sentences
Pattern: ga hd/vc kom
hij heb vermoeden dat die Bo ga kom
he has suspicion that that Bo goes come
Pattern: zeg hd/mod zo
Droomboek zeg zo, dus Vrouw Couplet ook.
Droomboek says so, so Mrs Couplet too.
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14. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Syntactic results: PoS Relation Lemma
t-score PoS Relation Lemma t-score PoS Relation Lemma
0.98361 verb hd/su hond 0.96429 prep hd/obj1 hoed
0.98361 verb hd/su erf 0.96296 comp dlink/nucl dan
0.97561 noun hd/det jullie 0.96296 prep hd/obj1 broek
0.97500 prep hd/obj1 soort 0.96000 verb hd/predc baas
0.97222 noun hd/mod schoon 0.96000 comp dp/dp ga
0.97143 verb hd/vc breek 0.96000 comp dlink/nucl laat
0.96774 verb hd/su boom 0.96000 comp dlink/nucl dat
0.96698 noun hd/mod daar 0.95652 adv dp/dp met
0.96667 comp dlink/nucl met 0.95455 prep hd/obj1 dood
0.96552 verb nucl/tag vind 0.95455 comp dlink/nucl te
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15. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Example sentence:
Pattern: comp dp/dp ga
want iemand van me familie ga kom!
because someone of my family goes coming!
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17. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Example sentence
Pattern: adv rhd/body comp
waar dat ze staande loerde
where that she standingly peeked
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18. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Syntactic results: Lemma Relation PoS
t-score Lemma Relation PoS t-score Lemma Relation PoS
0.99495 ma tag/nucl verb 0.96667 ma tag/nucl adv
0.99020 dan dp/dp noun 0.96667 dan hd/mod comp
0.99000 zijn hd/mod noun 0.96429 zie dp/dp noun
0.98947 dan dp/dp verb 0.96429 hoor dp/dp noun
0.98592 soort hd/mod prep 0.96000 kijk dp/dp noun
0.98214 ma dp/dp verb 0.95833 want dlink/nucl noun
0.97778 baas hd/app name 0.95783 en dlink/nucl noun
0.97561 maar dlink/nucl noun 0.95652 Dan dp/dp verb
0.97297 ma tag/nucl noun 0.95652 ma tag/nucl adj
0.96774 ma dp/dp noun 0.95652 zijn hd/mod name
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19. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Example sentence
Pattern: dan dp/dp verb
dan kijk hoe ze wegmanoevreert
then look how she leaves
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20. Finding Syntactic Characteristics of Surinamese Dutch 12 June 2014
Concluding remarks and future work
We have shown that automatic methods can assist in finding syntactic
differences between texts
A paper about this work can be found on http://ifarm.nl/erikt/papers
The techniques described in this talk will be build in into the Nederlab
framework
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