Perceptual experiments with infants show that they adapt their perception of speech sounds toward the categories of the native language. How do infants learn these categories? For the most part, acoustic analyses of natural infant-directed speech have suggested that phonetic categories are not presented to learners as separable clusters of sounds in acoustic space. As a step toward explaining how infants begin to solve this problem, the current study proposes that the exaggerated prosody characteristic of infant-directed speech may highlight for infants certain speech-sound tokens that collectively form more readily identifiable categories. A database is presented, containing vowel measurements in a large sample of natural American English infant-directed speech. Analyses of the vowel space show that prosodic exaggeration in infant-directed speech has the potential to support distributional vowel learning by providing the learner with a subset of “high-quality” tokens that infants might attend to preferentially. Categorization models trained on prosodically exaggerated tokens outperformed models that were trained on tokens that were not exaggerated. Though focusing on more prominent, exaggerated tokens does not provide a solution to the categorization problem, it would make it easier to solve.

1.
Benders
,
T.
(
2013
). “
Mommy is only happy! Dutch mothers' realisation of speech sounds in infant-directed speech expresses emotion, not didactic intent
,”
Infant Behav. Develop.
36
,
847
862
.
2.
Boersma
,
P.
,
Escudero
,
P.
, and
Hayes
,
R.
(
2003
). “
Learning abstract phonological from auditory phonetic categories: An integrated model for the acquisition of language-specific sound categories
,” in
Proceedings of the 15th International Congress of Phonetic Sciences
, Barcelona, Spain, pp.
1013
1016
.
3.
Boersma
,
P.
, and
Weenink
,
D.
(
2012
). “
Praat: Doing phonetics by computer
” (Computer program).
4.
Bradlow
,
A. R.
,
Torretta
,
G. M.
, and
Pisoni
,
D. B.
(
1996
). “
Intelligibility of normal speech I: Global and fine-grained acoustic-phonetic talker characteristics
,”
Speech Commun.
20
,
255
272
.
5.
Brent
,
M. R.
, and
Siskind
,
J. M.
(
2001
). “
The role of exposure to isolated words in early vocabulary development
,”
Cognition
81
,
B33
B44
.
6.
Cooper
,
R. P.
,
Abraham
,
J.
,
Berman
,
S.
, and
Staska
,
M.
(
1997
). “
The development of infants' preference for motherese
,”
Infant Behav. Develop.
20
,
477
488
.
7.
Cooper
,
R. P.
, and
Aslin
,
R. N.
(
1990
). “
Preference for infant-directed speech in the first month after birth
,”
Child Develop.
61
,
1584
1595s
.
8.
Cristià
,
A.
(
2013
). “
Input to language: The phonetics and perception of infant-directed speech
,”
Lang. Linguist. Compass
7
,
157
170
.
9.
Cristià
,
A.
,
McGuire
,
G. L.
,
Seidl
,
A.
, and
Francis
,
A. L.
(
2011
). “
Effects of the distribution of acoustic cues on infants' perception of sibilants
,”
J. Phonetics
39
,
388
402
.
10.
Cristià
,
A.
, and
Seidl
,
A.
(
2014
). “
The hyperarticulation hypothesis of infant-directed speech
,”
J. Child Lang.
41
,
913
934
.
11.
Cristia
,
A.
,
Seidl
,
A.
,
Junge
,
C.
,
Soderstrom
,
M.
, and
Hagoort
,
P.
(
2014
). “
Predicting individual variation in language from infant speech perception measures
,”
Child Develop.
85
,
1330
1345
.
12.
de Boer
,
B.
, and
Kuhl
,
P. K.
(
2003
). “
Investigating the role of infant-directed speech with a computer model
,”
Acoust. Res. Lett. Online
4
,
129
134
.
13.
Dempster
,
A. P.
,
Laird
,
N. M.
, and
Rubin
,
D. B.
(
1977
). “
Maximum likelihood from incomplete data via the EM algorithm
,”
J. Royal Stat. Soc. B
39
,
1
38
, see http://www.jstor.org/stable/2984875.
14.
Dillon
,
B.
,
Dunbar
,
E.
, and
Idsardi
,
W.
(
2013
). “
A single-stage approach to learning phonological categories: Insights from Inuktitut
,”
Cognitive Sci.
37
,
344
377
.
15.
Eaves
,
B. S.
, Jr.
,
Feldman
,
N. H.
,
Griffiths
,
T. L.
, and
Shafto
,
P.
(
2016
). “
Infant-directed speech is consistent with teaching
,”
Psychol. Rev.
123
,
758
771
.
16.
Feldman
,
N. H.
,
Griffiths
,
T. L.
,
Goldwater
,
S.
, and
Morgan
,
J. L.
(
2013
). “
A role for the developing lexicon in phonetic category acquisition
,”
Psychol. Rev.
120
,
751
778
.
17.
Fernald
,
A.
(
1985
). “
Four-month-old infants prefer to listen to motherese
,”
Infant Behav. Develop.
8
,
181
195
.
18.
Fernald
,
A.
, and
Kuhl
,
P.
(
1987
). “
Acoustic determinants of infant preference for motherese speech
,”
Infant Behav. Develop.
10
,
279
293
.
19.
Fernald
,
A.
, and
Simon
,
T.
(
1984
). “
Expanded intonation contours in mothers' speech to newborns
,”
Develop. Psychol.
20
,
104
113
.
20.
Fernald
,
A.
,
Taeschner
,
T.
,
Dunn
,
J.
,
Papousek
,
M.
,
de Boysson-Bardies
,
B.
, and
Fukui
,
I.
(
1989
). “
A cross-language study of prosodic modifications in mothers' and fathers' speech to preverbal infants
,”
J. Child Lang.
16
,
477
501
.
21.
Fraley
,
C.
, and
Raftery
,
A. E.
(
2006
).
MCLUST Version 3 for R: Normal Mixture Modeling and Model-Based Clustering
, Technical Report (
University of Washington
,
Seattle, WA
).
22.
Hillenbrand
,
J.
,
Getty
,
L. A.
,
Clark
,
M. J.
, and
Wheeler
,
K.
(
1995
). “
Acoustic characteristics of American English vowels
,”
J. Acoust. Soc. Am.
97
,
3099
3111
.
23.
Karzon
,
R. G.
(
1985
). “
Discrimination of polysyllabic sequences by one- to four-month-old infants
,”
J. Exp. Child Psychol.
39
,
326
342
.
24.
Kemp
,
N.
,
Scott
,
J.
,
Bernhardt
,
B. M.
,
Johnson
,
C. E.
,
Siegel
,
L. S.
, and
Werker
,
J. F.
(
2017
). “
Minimal pair word learning and vocabulary size: Links with later language skills
,”
Appl. Psycholing.
38
,
289
.
25.
Kuhl
,
P.
,
Jean
,
K.
,
Andruski
,
E.
,
Chistovich
,
I. A.
,
Chistovich
,
L. A.
,
Kozhevnikova
,
E. V.
,
Ryskina
,
V. L.
,
Stolyarova
,
E. I.
,
Sundberg
,
U.
, and
Lacerda
,
F.
(
1997
). “
Cross-language analysis of phonetic units in language addressed to infants
,”
Science
277
,
684
686
.
26.
Kuhl
,
P. K.
,
Conboy
,
B. T.
,
Padden
,
D.
,
Nelson
,
T.
, and
Pruitt
,
J.
(
2005
). “
Early speech perception and later language development: Implications for the ‘critical period'
,”
Lang. Learn. Develop.
1
,
237
264
.
27.
Kuhl
,
P. K.
,
Williams
,
K. A.
,
Lacerda
,
F.
,
Stevens
,
K. N.
, and
Lindblom
,
B.
(
1992
). “
Linguistic experience alters phonetic perception in infants by 6 months of age
,”
Science
255
,
606
608
.
28.
Liu
,
H.-M.
,
Kuhl
,
P. K.
, and
Tsao
,
F.-M.
(
2003
). “
An association between mothers' speech clarity and infants' speech discrimination skills
,”
Develop. Sci.
6
,
F1
F10
.
29.
Ma
,
W.
,
Golinkoff
,
R. M.
,
Houston
,
D. M.
, and
Hirsh-Pasek
,
K.
(
2011
). “
Word learning in infant- and adult-directed speech
,”
Lang. Learn. Develop.
7
,
185
201
.
30.
MacWhinney
,
B.
(
2000
).
The CHILDES Project: Tools for Analyzing Talk
, Vol.
2
: The database, 3rd ed. (
Lawrence Erlbaum Associates
,
Mahwah, NJ
).
31.
Marchman
,
V. A.
,
Adams
,
K. A.
,
Loi
,
E. C.
,
Fernald
,
A.
, and
Feldman
,
H. M.
(
2016
). “
Early language processing efficiency predicts later receptive vocabulary outcomes in children born preterm
,”
Child Neuropsychol.
22
,
649
665
.
32.
Martin
,
A.
,
Schatz
,
T.
,
Versteegh
,
M.
,
Miyazawa
,
K.
,
Mazuka
,
R.
,
Dupoux
,
E.
, and
Cristià
,
A.
(
2015
). “
Mothers speak less clearly to infants than to adults: A comprehensive test of the hyperarticulation hypothesis
,”
Psychol. Sci.
26
,
341
347
.
33.
Maye
,
J.
,
Weiss
,
D. J.
, and
Aslin
,
R. N.
(
2008
). “
Statistical phonetic learning in infants: Facilitation and feature generalization
,”
Develop. Sci.
11
,
122
134
.
34.
Maye
,
J.
,
Werker
,
J. F.
, and
Gerken
,
L. A.
(
2002
). “
Infant sensitivity to distributional information can affect phonetic discrimination
,”
Cognition
82
,
B101
B111
.
35.
McMurray
,
B.
,
Aslin
,
R. N.
, and
Toscano
,
J. C.
(
2009
). “
Statistical learning of phonetic categories: Insights from a computational approach
,”
Develop. Sci.
12
,
369
378
.
36.
McMurray
,
B.
,
Kovack-Lesh
,
K. A.
,
Goodwin
,
D.
, and
McEchron
,
W.
(
2013
). “
Infant directed speech and the development of speech perception: Enhancing development or an unintended consequence?
,”
Cognition
129
,
362
378
.
37.
Mo
,
Y.
,
Cole
,
J.
, and
Hasegawa-Johnson
,
M.
(
2009
). “
Prosodic effects on vowel production: Evidence from formant structure
,” in
Proceedings of Interspeech 2009
, pp.
2535
2538
.
38.
Pegg
,
J. E.
,
Werker
,
J. F.
, and
McLeod
,
P. J.
(
1992
). “
Preference for infant-directed over adult-directed speech: Evidence from 7-week-old infants
,”
Infant Behav. Develop.
15
,
325
345
.
39.
Polka
,
L.
, and
Werker
,
J. F.
(
1994
). “
Developmental changes in perception of nonnative vowel contrasts
,”
J. Exp. Psychol.
20
,
421
435
.
40.
Soderstrom
,
M.
(
2007
). “
Beyond babytalk: Re-evaluating the nature and content of speech input to preverbal infants
,”
Develop. Rev.
27
,
501
532
.
41.
Swingley
,
D.
(
2009
). “
Contributions of infant word learning to language development
,”
Phil. Trans. Royal. Soc. B
364
,
3617
3622
.
42.
Thiessen
,
E. D.
,
Hill
,
E. A.
, and
Saffran
,
J. R.
(
2005
). “
Infant-directed speech facilitates word segmentation
,”
Infancy
7
,
53
71
.
43.
Trainor
,
L. J.
, and
Desjardins
,
R. N.
(
2002
). “
Pitch characteristics of infant-directed speech affect infants' ability to discriminate vowels
,”
Psychonomic Bull. Rev.
9
,
335
340
.
44.
Tsao
,
F.-M.
,
Liu
,
H.-M.
, and
Kuhl
,
P. K.
(
2004
). “
Speech perception in infancy predicts language development in the second year of life: A longitudinal study
,”
Child Develop.
75
,
1067
1084
.
45.
Vallabha
,
G. K.
,
McClelland
,
J. L.
,
Pons
,
F.
,
Werker
,
J. F.
, and
Amano
,
S.
(
2007
). “
Unsupervised learning of vowel categories from infant-directed speech
,”
Proc. Natl. Acad. Sci. U.S.A.
104
,
13273
13278
.
46.
Werker
,
J. F.
,
Pons
,
F.
,
Dietrich
,
C.
,
Kajikawa
,
S.
,
Fais
,
L.
, and
Amano
,
S.
(
2007
). “
Infant-directed speech supports phonetic category learning in English and Japanese
,”
Cognition
103
,
147
162
.
47.
Werker
,
J. F.
, and
Tees
,
R. C.
(
1984
). “
Cross-language speech perception: Evidence for perceptual reorganization during the first year of life
,”
Infant Behav. Develop.
7
,
49
63
.
48.
Yeung
,
H. H.
,
Chen
,
L. M.
, and
Werker
,
J. F.
(
2014
). “
Referential labeling can facilitate phonetic learning in infancy
,”
Child Develop.
85
,
1036
1049
.
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