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Novel phonotactic learning:
Syllable-level and co-occurrence
representations?
Amélie Bernard
Phonotactics
dahdap
2
✗✓
in English...
Phonotactic learning
•  starts early
•  remains flexible
•  affects speech processing
e.g., PLok vs PTak in label learning
(e.g., MacKenzie et al., 2012)
3
How are phonotactics represented?
dap vs dah
syllable-level
P often ends syllables
H does not
A & P often co-occur
A & H do not
co-occurrences
4
nAP
APple
adAPt
cAPable
imPAct
naP
cuP
sleeP
naPkin
recePtion
How are phonotactics represented?
dap vs dah
syllable-level
P often ends syllables
H does not
syllable
coda
a pd
co-occurrences
a pd
5
A & P often co-occur
A & H do not
How are phonotactics represented?
✓ ouTPut ✓
(✗) PermiT ✓
(✓) sePTic ✗
c v C.C v c
baT.Pev
6
syllable
onset
P e v
syllable
coda
b a T .
co-occurrences syllable-level
cluster
P e vb a T
7
Support for syllable-level representation
from artificial languages
onsetcoda
syllablesyllable
(Bernard & Onishi, 2013)
b a F . P e v
t i D . Z e k
t u F . Z e b
t u Z . F e b
vs.
train:
test:
coda coda
syllablesyllable
(e.g., Dell et al., 2000)
some consonants are better
syllable codas than others
from natural language
f a N G f a H
k e N G
k e H
vs.
8
Support for co-occurence representation
(e.g., Richtsmeier et al., 2009)
within words, some consonant
co-occurrences are more
frequent than others
t u F P e b
t u F Z e b
vs.
test:
(Bernard & Onishi, 2013)
from artificial languagesfrom natural language
b o P K e m
vs.
co-occur
b a F P e v
t i D Z e k
train:
__KT__ __PK__
b o K T e m
syllable-levelco-occurrences
syllable
onset
syllable
coda
b a F . P e v
9
P is an onset
✗✓
P _ _ _ _ P
✓ ✗
_ _ FP _ _ _ _ FD_ _
cluster
b a F P e v
(e.g., Bernard, 2015)
F and P co-occur
syllable-levelco-occurrences
10
adults ✓adults ✓
syllable
onset
syllable
coda
b a F . P e v
cluster
b a F P e v
EXPERIMENT 1
Can 5-year-old children track
co-occurrence regularities?
11
12
Key Manipulation
•  Train with medial consonants:
•  restricted syllable positions
onsets codas unrestricted
P , Z F , D b , k , t , v
CVC
syllable
onset
(start)
coda
(end)
13
•  Train with medial consonants:
•  restricted syllable positions
•  restricted cluster pairings
Key Manipulation
clusters
FP , DZ
onsets codas unrestricted
P , Z F , D b , k , t , v
14
Key Manipulation
•  Train with medial consonants:
•  restricted syllable positions
•  restricted cluster pairings
baF.Pev tiD.Zek
15
Key Manipulation
•  Test in medial positions comparing:
•  same clusters
•  different clusters
•  Train with medial consonants:
•  restricted syllable positions
•  restricted cluster pairings
baF.Pev tiD.Zek
vuF.Pet teD.Zev
vuF.Zet teD.Pev
baF.Pev
vib.ket
kut.veb
tiD.Zek
baF.Pev
…vib.ket
tiD.Zek
TRAINING
(presented 3x)
48 training items
24 filler items
TEST
repeating:
8 training items
8 filler items
novel:
8 same items
8 different items
16
experimenter
child
YES ,

we heard it
when playing

baF.Pev
trial 1
YES ,

we heard it
when playing

vuF.Pet
trial 2
YES ,

we heard it
when playing

vuF.Zet
trial 3
YES ,

we heard it
when playing

vib.ket
trial 4
FALSE
recognition
0.00
0.25
0.50
0.75
1.00
ProportionYesResponses
correct
recognition
FALSE
recognition correct
recognition
FALSE
recognition
n = 21
*
*
n = 24
5-year-olds: all items
17
Experiment 1 Ex 2.2- manipulating
syllable-position
(new word position)
repeating novel repeating novel
(preliminary data)
0.00
0.25
0.50
0.75
1.00
ProportionYesResponses
n.s.
different
cluster
vuF.Zet
same
cluster
vuF.Pet
n = 21
5-year-olds: novel items
*
n = 24
different
Fet.vuZ
same
Zet.vuF
18
Ex 2.2- manipulating
syllable-position
(new word position)
baF.Pev
tiD.Zek
Experiment 1
(preliminary data)
syllable-level
syllable
onset
syllable
coda
b a F . P e v
co-occurrences
cluster
b a F P e v
19
adults ✓adults ✓
5yos (✗) Ex 1
EXPERIMENT 2
Can 5-year-old children track
syllable-position regularities?
20
21
Key Manipulation
•  Test in EDGE positions comparing:
•  same syllable positions
•  different syllable positions
•  Train with medial consonants:
•  restricted syllable positions
•  restricted cluster pairings
baF.Pev tiD.Zek
Zet.vuF Pev.teD
Fet.vuZ Dev.teP
0.00
0.25
0.50
0.75
1.00
ProportionYesResponses
correct
recognition
FALSE
recognition correct
recognition
FALSE
recognition
n = 21
*
*
n = 24
5-year-olds: all items
22
Experiment 2
repeating novel repeating novel
Experiment 1
(preliminary data)
0.00
0.25
0.50
0.75
1.00
ProportionYesResponses
n.s.
n = 21
5-year-olds: novel items
baF.Pev
tiD.Zek
*
n = 24
23
Experiment 1 Experiment 2
different
cluster
vuF.Zet
same
cluster
vuF.Pet
different
syllable-
position
Fet.vuZ
same
syllable-
position
Zet.vuF
(preliminary data)
syllable-level
syllable
onset
syllable
coda
b a F . P e v
co-occurrences
cluster
b a F P e v
24
task sensitivity? some orthography?
adults ✓
5yos ✓ Ex 2
adults ✓
5yos (✗) Ex 1
EXPERIMENT 3
Can 11-month-old infants track
co-occurrence regularities?
25
baF.Pev
vib.ket
kut.veb
tiD.Zek
baF.Pev
…vib.ket
tiD.Zek
TRAINING
(presented 3x)
48 training items
24 filler items
26
kiF.Peb
vaD.Zek
…
parent
baby in saucer
parent
baby
(Head Turn Preference Paradigm; e.g., Kemler Nelson et al., 1995)
TEST
(novel)
3 same trials
3 different trials
27
Key Manipulation
•  Test in medial positions comparing:
•  same clusters
•  different clusters
•  Train with medial consonants:
•  restricted syllable positions
•  restricted cluster pairings
baF.Pev tiD.Zek
vuF.Pet teD.Zev
vuF.Zet teD.Pev
0.0
2.0
4.0
6.0
8.0
10.0
Orientationtime(sec)
n.s.
n =23
*
n =24
different
Fet.vuZ
same
Zet.vuF
11-month-olds: novel items
baF.Pev
tiD.Zek
28
Ex 2.4- manipulating
syllable-position
(new word position)
Experiment 3
different
cluster
vuF.Zet
same
cluster
vuF.Pet
(preliminary data)
EXPERIMENT 3
Can 11-month-old infants track
co-occurrence regularities?
29
30
Key Manipulation Experiment 4
•  Test in EDGE positions comparing:
•  same syllable positions
•  different syllable positions
•  Train with medial consonants:
•  restricted syllable positions
•  restricted cluster pairings
baF.Pev tiD.Zek
Zet.vuF Pev.teD
Fet.vuZ Dev.teP
0.0
2.0
4.0
6.0
8.0
10.0
Orientationtime(sec)
n.s.
n =23
*
n =24
11-month-olds: novel items
31
baF.Pev
tiD.Zek
Experiment 3 Experiment 4
different
cluster
vuF.Zet
same
cluster
vuF.Pet
different
syllable-
position
Fet.vuZ
same
syllable-
position
Zet.vuF
(preliminary data)
32
co-occurrences
cluster
b a F P e v
syllable-level
syllable
onset
syllable
coda
b a F . P e v
adults ✓
5yos ✓ Ex 2
11mos ✓ Ex 4
adults ✓
5yos (✗) Ex 1
11mos (✗) Ex 3
Summary
Syllable-level regularities
•  learned with limited, or no orthography
•  learned from variable context (33% filler items)
•  spontaneously transferred to new word positions
Co-occurrence regularities
•  no evidence for tracking by children/infants
33
Word-recognition task
•  can be used with 5-year-olds
•  results converge with headturn preference results
•  permits multiple comparisons
•  repeating vs novel
•  same vs different
Summary
34
How are phonotactics represented?
dap vs dah
P often ends syllables
H does notsyllable
coda
c u P
syllable
coda
syllable
r e c e P t i o n
syllable
n a P k i n
syllable
coda
syllable
syllable
coda
s l e e P
35
Thanks to
Research supported by
Participating adults, parents, and children
Kris Onishi
Ramsey Cardwell
Julie Chobert
Melissa Ferland
Cindy Fisher
AJ Orena
Esther Schott
to AB, to MF, and to KOto AB to ES
Richard H.
Tomlinson
Fellowship
to KO

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