first language acquisition
DESCRIPTION
First Language Acquisition. Holger Diessel University of Jena holger.diessel @uni-jena.de http://www.holger-diessel.de/. Developmental stages. When does language acquisition begin?. Developmental stages. High amplitude sucking procedure. Developmental stages. Early speech production. - PowerPoint PPT PresentationTRANSCRIPT
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First Language AcquisitionFirst Language Acquisition
Holger DiesselHolger DiesselUniversity of JenaUniversity of Jena
[email protected]@uni-jena.dehttp://www.holger-diessel.de/http://www.holger-diessel.de/
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Developmental stagesDevelopmental stages
When does language acquisition begin?
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Developmental stagesDevelopmental stages
High amplitude
sucking procedure
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Developmental stagesDevelopmental stages
High-amplitude sucking procedure
Early speech production
1. crying, coughing
2. babbling
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Developmental stagesDevelopmental stages
Early speech comprehension
gdetrazwetiolp
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Developmental stagesDevelopmental stages
Early words:
• doggy, milk
• that, there
• up, down
• hello, bye bye
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Developmental stagesDevelopmental stages
High-amplitude sucking procedure
Two word utterances:
• Mommy gone
• Doggy up
• Baby there
• More milk
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Developmental stagesDevelopmental stages
Complex sentnces:
• I wanna sing.
• Think Daddy is there.
• The picture I made.
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Developmental stagesDevelopmental stages
> 1;0 > 1;0 preverbal stage preverbal stage
1;0 – 1;31;0 – 1;3 first words first words
1;6 – 2;0 1;6 – 2;0 first two-word utterancesfirst two-word utterances
2;0 – 2;5 2;0 – 2;5 first complex sentencesfirst complex sentences
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TopicsTopics
Emergence of phonemic categoriesEmergence of phonemic categories
Emergence of grammatical categories and Emergence of grammatical categories and
constructionsconstructions
Emergence of linguistic productivityEmergence of linguistic productivity
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Nature and nurtureNature and nurture
Learning theories: Children acquire language by Learning theories: Children acquire language by
means of general learning mechanisms.means of general learning mechanisms.
Nativist theories: Language acquisition involves Nativist theories: Language acquisition involves
innate linguistic kowledge.innate linguistic kowledge.
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Jean Piaget 1996-1980 Noam Chomsky 1928
Nature and nurtureNature and nurture
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All child language researchers assume
that language acquisition has genetically
prespecified capacities!
Nature and nurtureNature and nurture
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What is innate?
Nature and nurtureNature and nurture
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core
periphery
Nativist theoryNativist theory
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Nativist theoryNativist theory
Categories and principlesCategories and principles
ParametersParameters
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If a language uses the verb before the object (e.g. If a language uses the verb before the object (e.g. English), it is very likely that the language places English), it is very likely that the language places words such as words such as inin and and atat (prepositions) before the (prepositions) before the noun and that auxiliaries precede the main verb. noun and that auxiliaries precede the main verb.
at homeat home
Head direction parameterHead direction parameter
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If on the other hand a language uses the verb after the If on the other hand a language uses the verb after the noun (e.g. Japanese), it is very likely that the language noun (e.g. Japanese), it is very likely that the language places words such as places words such as inin and and atat after the noun and that after the noun and that auxiliaries follow the main verb.auxiliaries follow the main verb.
home athome at
Head direction parameterHead direction parameter
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VO-languageVO-language OV-languageOV-language
V OV O O VO V
P NPP NP NP PNP P
AUX VAUX V V AUXV AUX
SUB SSUB S S SUBS SUB
ART NART N N ARTN ART
N RELN REL REL NREL N
V COMPV COMP COMP VCOMP V
Head direction parameterHead direction parameter
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Head direction parameterHead direction parameter
the semantically most salient elementthe semantically most salient element
the category determinantthe category determinant
the morphosyntactic locusthe morphosyntactic locus
The head is …
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head initial head initial
Head direction parameterHead direction parameter
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head initial head initial
Head direction parameterHead direction parameter
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head initial head initial
Head direction parameterHead direction parameter
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What is the evidence for linguistic innateness?
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The innateness hypothesisThe innateness hypothesis
The uniqueness of
human language
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Specialized brain
areas (Broca’s or
Wernicke’s area)
The innateness hypothesisThe innateness hypothesis
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Particular linguistic
impairments (SLI
children)
The innateness hypothesisThe innateness hypothesis
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Critical
period
The innateness hypothesisThe innateness hypothesis
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The argument from the poverty of
the stimulus
The innateness hypothesisThe innateness hypothesis
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The innateness hypothesisThe innateness hypothesis
Positive evidencePositive evidence
Negative evidenceNegative evidence
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Chomsky:
There is an enormous gap between the grammatical
system of adult language and the “meager and
degenerated input” children experience.
The poverty of the stimulusThe poverty of the stimulus
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Arguments against the argument from the poverty
of the stimulus:
The innateness hypothesisThe innateness hypothesis
The apparent gap is largely due to Chomsky’s view The apparent gap is largely due to Chomsky’s view of grammar.of grammar.
Nativist theory underestimates the power of inductive Nativist theory underestimates the power of inductive learninglearning..
Nativists overestimate the speed of language Nativists overestimate the speed of language acquisition. acquisition.
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(1) Sally goed home.
(2) Think doggy naughty.
(3) I falled the spoon.
The poverty of the stimulusThe poverty of the stimulus
Negative evidence can eliminate errors.
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Do parents correct the linguistic mistakes of their
children?
The poverty of the stimulusThe poverty of the stimulus
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CHILD: Want other one spoon, daddy.FATHER: You mean, you want the other spoon.CHILD: Yes, I want the other one spoon.FATHER: Can you say ‘the other spoon’?CHILD: other … one … spoon.FATHER: Say ‘other’.CHILD: Other.FATHER: ‘Spoon’.CHILD: Spoon.FATHER: ‘Other spoon’.CHILD: Other … spoon. [end of the game]CHILD: Now give me the other one spoon.
The poverty of the stimulusThe poverty of the stimulus
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Indirect negative evidence: Parents often repeat their children’s utterances when they are linguistically incorrect, implicitly correcting the error.
The poverty of the stimulusThe poverty of the stimulus
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The poverty of the stimulusThe poverty of the stimulus
Nativist theories Learning theories
Grammar is innate Grammar is not innate
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The poverty of the stimulusThe poverty of the stimulus
Nativist theories Learning theories
Grammar is innateGrammatical development involves language-specific learning mechanisms such as parameter-setting
Grammar is not innateGrammatical development involves general learning mechanisms such as analogy and pattern extraction
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The poverty of the stimulusThe poverty of the stimulus
Nativist theories Learning theories
Grammar is innateGrammatical development involves language-specific learning mechanisms such as parameter-settingGrammatical development needs very little data
Grammar is not innateGrammatical development involves general learning mechanisms such as analogy and pattern extractionGrammatical development needs robust data
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English [ba] – [da]
Hindi [Ôa] – [ta]
Nthlakapmx [k’i] – [q’i]
Werker and Tees (1984):
The emergence of The emergence of phonological categoriesphonological categories
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German [Y] – [u]
Tür - Tour
Polka and Werker (1994)
The emergence of The emergence of phonological categoriesphonological categories
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Japanese [l] – [r]
Tsushima et al. (1994)
The emergence of The emergence of phonological categoriesphonological categories
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attractor
The emergence of The emergence of phonological categoriesphonological categories
/d/
/t/
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attractor
The emergence of The emergence of phonological categoriesphonological categories
/d/
/t/
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Exemplar theory/viewExemplar theory/view
attractor
/d/
/t/
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Continuous perception
Categorical perceptionCategorical perception
Categorical perception
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[p]
Categorical perceptionCategorical perception
Liberman 1957
[b]
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VOT voice obset timeVOT voice obset time
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VOT voice obset timeVOT voice obset time
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VOT voice obset timeVOT voice obset time
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VOT voice obset timeVOT voice obset time
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Categorical perceptionCategorical perception
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[b]
Categorical perceptionCategorical perception
Liberman 1957
[d]
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Like adult speakers of English, English infants
perceive the gradual transition from [p] to [b]
categorically.
Categorical perceptionCategorical perception
Eimas et al. 1971
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Categorical perception is a unique human
capacity and restricted to language.
Categorical perceptionCategorical perception
Eimas et al. 1971
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Categorical perception also occurs in other Categorical perception also occurs in other species.species.
Categorical perception is not restricted to speech.Categorical perception is not restricted to speech. Categorical perception is not characteristic of all Categorical perception is not characteristic of all
speech sounds. speech sounds.
Categorical perceptionCategorical perception
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Categorical perceptionCategorical perception
i
æ
@
U
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How do children acquire grammatical categories
such as nouns and verbs?
Emergence of grammatical Emergence of grammatical categoriescategories
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Semantics: Nouns tend to denote persons, Semantics: Nouns tend to denote persons,
animals, and things; verbs tend to denote animals, and things; verbs tend to denote
events and situations.events and situations. Distribution: Nouns tend to follow determiners; Distribution: Nouns tend to follow determiners;
verbs are often preceded by auxiliaries.verbs are often preceded by auxiliaries.
Emergence of grammatical Emergence of grammatical categoriescategories
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How do children acquire their native language? My research focuses on the kinds of learning abilities required to master the complexities of language. Three broad issues characterize my work. One line of research asks what kinds of learning emerge in infancy. A second line of research probes the biases that shape human learning abilities, and the relationship between these biases and the structure of human languages. A third issue concerns the extent to which the learning abilities underlying this process are specifically tailored for language acquisition. Related research concerns infant music perception, and the relationship between music and language learning.
Distributional learningDistributional learning
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How do children acquire their native language? My research focuses on the kinds of learning abilities required to master the complexities of language. Three broad issues characterize my work. One line of research asks what kinds of learning emerge in infancy. A second line of research probes the biases that shape human learning abilities, and the relationship between these biases and the structure of human languages. A third issue concerns the extent to which the learning abilities underlying this process are specifically tailored for language acquisition. Related research concerns infant music perception, and the relationship between music and language learning.
Distributional learningDistributional learning
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How do children acquire their native language? My research focuses on the kinds of learning abilities required to master the complexities of language. Three broad issues characterize my work. One line of research asks what kinds of learning emerge in infancy. A second line of research probes the biases that shape human learning abilities, and the relationship between these biases and the structure of human languages. A third issue concerns the extent to which the learning abilities underlying this process are specifically tailored for language acquisition. Related research concerns infant music perception, and the relationship between music and language learning.
Distributional learningDistributional learning
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How do children acquire their native language? My research focuses on the kinds of learning abilities required to master the complexities of language. Three broad issues characterize my work. One line of research asks what kinds of learning emerge in infancy. A second line of research probes the biases that shape human learning abilities, and the relationship between these biases and the structure of human languages. A third issue concerns the extent to which the learning abilities underlying this process are specifically tailored for language acquisition. Related research concerns infant music perception, and the relationship between music and language learning.
Distributional learningDistributional learning
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(1) Milk is white.
(2) Cars are expensive
(3) We like oranges.
(4) Did Sally say that?
Distributional learningDistributional learning
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Nouns and Verbs are innate categories. What
the child has to learn is: Which words are nouns
and which words are verbs.
[Pinker 1984]
Emergence of grammatical Emergence of grammatical categoriescategories
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German: Nouns are marked for gender, number German: Nouns are marked for gender, number
and case.and case. English: Nouns are marked for number only.English: Nouns are marked for number only.
Emergence of grammatical Emergence of grammatical categoriescategories
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Step 1. Children construct semantic word classes based on the words they encounter in the ambient language and establish connections between the semantically defined word classes and the categories of UG.
Step 2. Once the connections between input and UG have been established (for a specific category), children will use the morphosyntactic properties of the grammatical categories in their language to subsume words under a particular category that are semantically a-typical (e.g. deverbal nouns, subject of passive sentences).
Semantic bootstrappingSemantic bootstrapping
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Pinker (1984): Distributional (and semantic) cues are not sufficient to learn grammatical categories.
Semantic bootstrappingSemantic bootstrapping
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Distributional learningDistributional learning
Redington et al. 1998
Corpus: CHILDES (2.5 million words)
1000 most frequent words in the ambient
language
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Distributional learningDistributional learning
Distributional context:
2 words preceding + 2 words following the target word:
x the __ of x
in the __ x x
I have __ x x
Bigram statistics
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Context w. 1Context w. 1
(the __ of)(the __ of)
Target w. 1Target w. 1
Target w. 2Target w. 2
Target w. 3Target w. 3
Target w. 4Target w. 4
Etc.Etc.
210210
376376
00
11
Distributional learningDistributional learning
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Context w. 1Context w. 1
(the __ of)(the __ of)
Context w. 2Context w. 2
(at the __ is)(at the __ is)
Target w. 1Target w. 1
Target w. 2Target w. 2
Target w. 3Target w. 3
Target w. 4Target w. 4
Etc.Etc.
210210
376376
00
11
321321
917917
11
44
Distributional learningDistributional learning
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Context w. 1Context w. 1
(the __ of)(the __ of)
Context w. 2Context w. 2
(at the __ is)(at the __ is)
Context w. 3Context w. 3
(has __ him)(has __ him)
Target w. 1Target w. 1
Target w. 2Target w. 2
Target w. 3Target w. 3
Target w. 4Target w. 4
Etc.Etc.
210210
376376
00
11
321321
917917
11
44
22
11
10781078
987987
Distributional learningDistributional learning
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Context w. 1Context w. 1
(the __ of)(the __ of)
Context w. 2Context w. 2
(at the __ is)(at the __ is)
Context w. 3Context w. 3
(has __ him)(has __ him)
Context w. 4Context w. 4
(He __ in)(He __ in)
Target w. 1Target w. 1
Target w. 2Target w. 2
Target w. 3Target w. 3
Target w. 4Target w. 4
Etc.Etc.
210210
376376
00
11
321321
917917
11
44
22
11
10781078
987987
00
55
12981298
13981398
Distributional learningDistributional learning
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Context w. 1Context w. 1(the __ of)(the __ of)
Context w. 2Context w. 2(at the __ is)(at the __ is)
Context w. 3Context w. 3(has __ him)(has __ him)
Context w. 4Context w. 4(He __ in)(He __ in)
Target w. 1Target w. 1Target w. 2Target w. 2Target w. 3Target w. 3Target w. 4Target w. 4Etc.Etc.
2102103763760011
3213219179171144
221110781078987987
00551298129813981398
Context vectors:Target word 1 210-321-2-0Target word 2 376-917-1-5Target word 3 0-1-1078-1298Target word 4 1-4-987-1398
Distributional learningDistributional learning
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Cluster analysisCluster analysis
Pronouns, auxiliaries (49)
Question words, pronouns-auxiliaries (53)
Verb (105)
Verb (62)
Verb, present PTC (50)
Determiner, possessive pronoun (29)
Conjunction, interjection, proper noun (91)
Proper noun (91)
Preposition (33)
Noun (317)
Adjective (92)
Proper noun (10)
Dendogram
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Distributional learningDistributional learning
The ambient language provides a wealth of information
that would allow children to acquire grammatical
categories based on distributional analysis.
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Distributional learningDistributional learning
But are children able to detect and compute the
distributional information that is available in the
ambient language?
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Nonce words: tupiro
golabu
bidaku
padoti
Saffran et al. 1996
Subjects: 8 months-old infants
Distributional learningDistributional learning
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tupiro – bidaku – padoti – bidaku – golabu …
Saffran et al. 1996
Distributional learningDistributional learning
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Condition1: tupiro-bidaku-…
Condition 2: da-pi-ku-ro-tu-…
Saffran et al. 1996
Distributional learningDistributional learning
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green light
light + auditory stimulus
Head-turn procedureHead-turn procedure
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Saffran et al. 1996
Distributional learningDistributional learning
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tu-pi-ro – bi-da-ku – padoti – bidaku – golabu …
transitional probabilities
100% 25%
Distributional learningDistributional learning
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Condition 1: 100-100-25-100-100-25 …
Condition 2: 8.3-8.3-8.3-8.3-8.3 …
Distributional learningDistributional learning
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… the existence of computational abilities that extract structure so rapidly suggests that it is premature to assert a priori how much of the striking knowledge base of human infants is primarily a result of experience-independent mechanisms. In particular, some aspects of early development may turn out to be best characterized as resulting from innately biased statistical leaning mechanisms rather than innate knowledge. If this is the case, then the massive amount of experience gathered by infants during the first postnatal year may play a far greater role in development than has previously been recognized.
[Saffran et al. 1996]
Distributional learningDistributional learning
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More milk. 1;11
Cup get-it. 2;0
Spoon back. 2;0
Early multiple-word utterancesEarly multiple-word utterances
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More car. 1;11
More that. 2;0
More cookie. 2;0
More fish. 2;1
More jump. 2;1
More Peter water. 2;4
Early multiple-word utterancesEarly multiple-word utterances
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Block get-it. 2;3Bottle get-it. 2;3Spoon get-it. 2;4Towel get-it. 2;4Dog get-it. 2;4Books get-it. 2;5
Early multiple-word utterancesEarly multiple-word utterances
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Spoon back. 2;2Tiger back. 2;3Give back. 2;3Ball back. 2;3Want ball back. 2;4
Early multiple-word utterancesEarly multiple-word utterances
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More __ .
__ get-it.
__ back.
Early multiple-word utterancesEarly multiple-word utterances
Children’s early multi-word utterances are lexically
specific constructions. [Tomasello 2000]
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No bed. 1;11No bread. 2;0No eat. 2;2No milk. 2;2No apple juice. 2;5
Item-based constructionsItem-based constructions
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Clock on there. 2;2Up on there. 2;2Hot in there. 2;2Milk in there. 2;4Water in there 2;5
Item-based constructionsItem-based constructions
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All broke. 2;0All buttened. 2;3All clean. 2;4All done. 2;4All gone milk. 2;2All gone shoe. 2;2All gone juice. 2;2All gone bear. 2;3
Item-based constructionsItem-based constructions
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Dat Daddy. 2;0Dat’s Weezer. 2;0Dat my chair. 2;1Dat’s him. 2;1Dat’s a paper too. 2;4That’s too little for me. 2;9
Item-based constructionsItem-based constructions
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Boot off. 2;0Light off. 2;1Hands off. 2;1Pants off. 2;1Hat off. 2;3
Item-based constructionsItem-based constructions
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Item-specific constructions help to bridge the gap between rote learning and grammatical development.
Item-based constructionsItem-based constructions
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First words
MommyDoggyAllgonegoodbye
Item-based constructionsItem-based constructions
Item-specific constructions
More __ .__ allgone.__ back.
Schematic constructions
NP V NP PP
X moves Y somewhere
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Brooks and Tomasello 1999Brooks and Tomasello 1999
2;0-3;0 year olds
Look, Jack is meeking the wagon.
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Brooks and Tomasello 1999Brooks and Tomasello 1999
2;0-3;0 year olds
Look, the wagon is getting meeked.
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Brooks and Tomasello 1999Brooks and Tomasello 1999
Look Jack is meeking the ball.
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Brooks and Tomasello 1999Brooks and Tomasello 1999
Look the ball is meekd (by Jack).
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Passive condition
Look, the car is going to get meeked.The car is going to get meeked by Big Bird.What’s going to get meeked? (experimenter points to the car)That’s right, the car is going to get meeked.The car is going to get meeked by who? (eperimenter points to Big Bird)Yes, the car is getting meeked by Big Bird. (while performing action)Did you see what got meeked by Big Bird? (experimenter points to the car)Exactly! The car got meeked by Big Bird.
Item-based constructionsItem-based constructions
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Active condition
Look, Big Bird is going to meek something.
Big Bird is going to meek the car.
Who’s going to meek the car? (experimenter points to Big Bird)
That’s right, Big Bird is going to meek the car.
Big Bird is going to meek what? (experimenter points to the car)
Yes, Big Bird is meeking the car. (while performing action)
Did you see who meeked the car? (experimenter points to Big Bird)
Exactly! Big Bird meeked the car.
Item-based constructionsItem-based constructions
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Brooks and Tomasello 1999Brooks and Tomasello 1999
What is Jack doing?
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Brooks and Tomasello 1999Brooks and Tomasello 1999
2;0-3;0 year olds
What, happens to the wagon?
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Item-based constructionsItem-based constructions
Passive training
Passiveresponse
Activeresponse
What happened tothe PATIENT?
85 5
What is the AGENT doing?
45 15
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Item-based constructionsItem-based constructions
Passive training Active training
Passiveresponse
Activeresponse
Passiveresponse
Activeresponse
What happened tothe PATIENT?
85 5 12 88
What is the AGENT doing?
45 15 0 100
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Xer BEAT y
Network of constructionsNetwork of constructions
Xer DRAG y Xer MEEK yx is beaten
by y
Agent VERBtrans Patient
NP V NP
Patient is VERb-ed (by agent)
NP V (by NP)
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The emergence of linguistic productivity
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Adult speakers are able to produce utterances they have never heard before.
Linguistic productivityLinguistic productivity
What underlies the productive use of language?
Standard answer: Rules.
What is a linguistic rule?
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buy buyed
hit hitted
bring bringed
go goed (wented)
foot foots (feets)
child(ren) childrens
Overgeneralization errorsOvergeneralization errors
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Children produce the correct inflected forms: went, kissed
Overgeneralization errorsOvergeneralization errors
Children overgeneralize the regular past tense form: ringed, sayed. But only 2% of all irregular verbs are regularized. Great variability.
Children eliminate overextension errors.
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Overgeneralizations Overgeneralizations (2%)(2%)
correct (2,6)correct (2,6) correct (3;5)correct (3;5)
U-shaped developmentU-shaped development
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This is a wug.Now there is another one.There are two of them.There are two __ .
Berko (1958) The wug test
6-7 year olds
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This is a man who knows how to rick.He is ricking. He did the same thing yesterday.What did he do yesterday?Yesterday he __ .
Berko 1958Berko 1958
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Allomorphs:
[d] kil-[d]
[t] kis-[t]
[@d] melt-[@d]
Berko 1958Berko 1958
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VerbsVerbs AllophonesAllophones
bingedbingedglingedglingedrickedrickedmeltedmeltedmottedmottedboddedboddedringedringed
[d][d][d][d][t][t]
[[@@d]d][[@@d]d][[@@d]d][d][d]
Berko 1958Berko 1958
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VerbsVerbs AllophonesAllophones Addedd past tense suffixAddedd past tense suffix
bingedbingedglingedglingedrickedrickedmeltedmeltedmottedmottedboddedboddedringedringed
[d][d][d][d][t][t]
[[@@d]d][[@@d]d][[@@d]d][d][d]
78%78%77%77%73%73%73%73%33%33%31%31%16%16%
Berko 1958Berko 1958
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VerbsVerbs AllophonesAllophones Added past tense suffixAdded past tense suffix
bingedbingedglingedglingedrickedrickedmeltedmeltedmottedmottedboddedboddedringedringed
[d][d][d][d][t][t]
[[@@d]d][[@@d]d][[@@d]d][d][d]
78%78%77%77%73%73%73%73%33%33%31%31%16%16%
Berko 1958Berko 1958
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VerbsVerbs AllophonesAllophones Added past tense suffixAdded past tense suffix
bingedbingedglingedglingedrickedrickedmeltedmeltedmottedmottedboddedboddedringedringed
[d][d][d][d][t][t]
[[@@d]d][[@@d]d][[@@d]d][d][d]
78%78%77%77%73%73%73%73%33%33%31%31%16%16%
Berko 1958Berko 1958
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Performance is not consistent. Forms with [@d] are less frequent than forms with [t]
and [d]. Real English verb form (i.e. melted, ring) show a
different pattern.
Berko 1958Berko 1958
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What did the children learn?
Berko 1958Berko 1958
A past tense rule: V + [@d] = PAST ?
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Bybee, Joan and Dan Slobin. 1982. Rules and schemas in the development and use of the English past tense. Language 58: 265-289
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The overgeneralization rate is determined by two factors:
(1) Frequency(2) Phonetic form (=similarity)
Bybee and Slobin 1982Bybee and Slobin 1982
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Hypotheses:
(1) Infrequent irregular verbs will be regularized
more often than frequent irregular verbs.
(2) Irregular verbs that are phonetically similar to
regular verbs are regularized less frequently
than irregular verbs that are phonetically different
from regular verbs.
Bybee and Slobin 1982Bybee and Slobin 1982
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When I get a ballon, I always blow it up.Yesterday I __ .
Bybee and Slobin 1982Bybee and Slobin 1982
This is a girl who knows how to __ .She is __ing.She did the same thing yesterday.What did she do yesterday?Yesterday she __ .
1;5-5;0
8;9-10;1
Spontaneous production data
1;5-5;0
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Bybee and Slobin 1982Bybee and Slobin 1982
Frequency:
Infrequent verbs were more often regularized than
infrequent ones.
Since frequent verbs are deeply entrenched in memory,
they are less likely to change.
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Bybee and Slobin 1982Bybee and Slobin 1982
Similarity:
Irregular verbs that are phonetically similar to regular
verbs are less frequently regularized than irregular verbs
that are phonetically different from regular verbs.
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Bybee and Slobin 1982Bybee and Slobin 1982
Type Example
Type 1 feel-felt
Type 2 find-found
Type 3 sing-sang
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Bybee and Slobin 1982Bybee and Slobin 1982
Type Example Past through addition of [t/d]
Type 1 feel-felt +
Type 2 find-found
Type 3 sing-sang
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Bybee and Slobin 1982Bybee and Slobin 1982
Type Example Past through addition of [t/d]
Past ends in [t/d]
Type 1 feel-felt + +
Type 2 find-found +
Type 3 sing-sang
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Bybee and Slobin 1982Bybee and Slobin 1982
Type Example Past through addition of [t/d]
Past ends in [t/d]
Regularization %
Type 1 feel-felt + + 11%
Type 2 find-found + 40%
Type 3 sing-sang 57%
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Bybee and Slobin 1982Bybee and Slobin 1982
Irregular verbs that are phonetically most distant from
regular verbs are most likely to be regularized.
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Bybee and Slobin 1982Bybee and Slobin 1982
walk
walked
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Bybee and Slobin 1982Bybee and Slobin 1982
walk
walk-[t]
feel
fel-[t]
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Bybee and Slobin 1982Bybee and Slobin 1982
walk
walk-[t]
sing
sang
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Bybee and Slobin 1982Bybee and Slobin 1982
walk
walk-[t]
sing
sing-[d]
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Bybee and Slobin 1982Bybee and Slobin 1982
walk
walked
see
saw
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Bybee and Slobin 1982Bybee and Slobin 1982
walk
walked
see
seed
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Bybee, Joan and Carol L. Modor. 1983. Morphological classes as natural categories. Language 59: 251-270.
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/n/ spin spun/Î/ cling clung
fling flung*sling slung*sting stung*string strung*swing swungwring wrunghang hung*
/Îk/ slink slunk/k/ stick stuck
strike struck*/g/ dig dug*
Bybee and Modor 1983Bybee and Modor 1983
[ö]-class
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/m/ swim swam swumcome came come
/n/ begin began begunrun ran run
/Î/ ring rang rung*sing sang sungspring sprang sprung
/Îk/ drink drank drunkshrink shrank shrunksink sank sunkstink stank stunk
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[æ]-class
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Subjects: adult speakers
Items: 93 nonce words16 real verbs
Technique: Elicitation under time pressure
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Results:
sking
strin
flink
streak
meek
Bybee and Modor 1983Bybee and Modor 1983
skinged skung
strinned
flinked
streaked
meeked
stun
flunk
struck
muck
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Stem vowel Initial consonant cluster Final consonant cluster
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Stem vowel:
Verbs including [I] are most likely to form the past tense like cling-clung, followed by verbs including [æ].
Bybee and Modor 1983Bybee and Modor 1983
flink flunk
glack gluck
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Bybee and Modor 1983Bybee and Modor 1983
Initial consonants Responses with /ö/
sCC strisC stiCC fliC ti
44%37%27%22%
Initial consonants + [I] stem vowel
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Bybee and Modor 1983Bybee and Modor 1983
Final consonants Responses with /ö/
Î, Îkk, gn, mC
44%25%21%4%
Final consonants + [I] stem vowel
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Bybee and Modor 1983Bybee and Modor 1983
[st] [ö] [Î(k)][st] [I] [Î(k)]
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st{Î(k)
stö(Î/k)
-(@)d
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sking
st{Î(k)
stö(Î/k)
-(@)d
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sking
flink
st{Î(k)
stö(Î/k)
-(@)d
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sking
flink
strin
st{Î(k)
stö(Î/k)
-(@)d
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sking
flink
strin
meek
st{Î(k)
stö(Î/k)
-(@)d
Bybee and Modor 1983Bybee and Modor 1983
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“Membership in morphological classes is not a matter of strict presence or absence of features, but rather of similarity to a prototype, which may be defined on a number of features.” (Bybee and Modor 1983: 263)
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ConnectionsimConnectionsim
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Rumelhart, D.E. and J.L. McClelland. 1986. On learning the past tense of English verbs. In David E. Rumelhart and James L. McClelland (eds.), Parallel Distributed Processing. Explanation in Micro-structures of Cognition, Vol. II, 216-271.
ConnectionsimConnectionsim
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Output
Input
Hidden Nodes
ConnectionismConnectionism
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ConnectionsimConnectionsim
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Output
Input
Hidden Nodes
ConnectionismConnectionism
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Connectionists models have become a ‘metaphor’ (model) for the human mind.
ConnectionismConnectionism
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If the human mind works like the digital computerlinguistic categories would have clear-cut boundaries, and linguistic productivity would be based on (mathematical) rules.
But if the human mind works like a connectionist network linguistic categories would have fuzzy boundaries, and linguistic productivity would be based on associations (or analogy).
ConnectionismConnectionism