Title: A Unified Model for L1 and L2
1A Unified Model for L1 and L2
- Brian MacWhinney
- HKIEd, Carnegie Mellon
2Thanks to ...
- Elizabeth Bates Michèle Kail Kerry Kilborn
- Csaba Pléh Klaus Köpcke Maryellen MacDonald
- Julia Evans Natasha Tokowicz Ovid Tzeng
- Ping Li Igor Farkas Arturo Hernandez
- Yoshinori Sasaki Richard Wong Antonella
Devescovi - Reinhold Kliegl Jeff Sokolov Beverly Wulfeck
- Vera Kempe Janet McDonald Hasan Taman
- Elena Pizzuto Stan Smith Dan Slobin
- Roman Taraban Patricia Brooks Zhou Jing
- Yuki Yoshimura Melita Kovacevic Joe Stemberger
- Chris Jones Jared Leinbach Christophe Parisse
- Yvan Rose Kees De Bot Phil Pavlik
- Nora Presson Yanping Dong Anat Prior
- Yanhui Zhang Sue-mei Wu
- NIMH (25 years) NSF (10 years) MacArthur (3 years)
3Economic Assumptions
- Competence in English is crucial for success in
the global economy. - But most of the population of the world does not
speak English as L1. So English is L2. Other
L2s have parallel roles. - It is not enough to restrict L2 competence to the
elite, since work is becoming increasingly based
on language skills. - Different social and economic configurations will
require differing levels of L2 competence.
4Position 1 Early Immersion
- There is a Critical Period for language learning.
- There is a learning/acquisition dichotomy. Late
bilinguals can never achieve full L2 competence. - Therefore, we must start immersion L2 programs at
the pre-primary level. - And spend billions of dollars in exposure, but
not really teaching.
5Position 2 Focus on community
- There is a Critical Period and a
learning/acquisition dichotomy. - However, immersion will not work and can conflict
with other goals in early childhood education. - Pre-college education should be in the native
language. - Full bilingualism is only possible if the
community becomes bilingual.
6Position 3 Focus on quality
- There is no critical period for second language
learning, although there are important age
effects. - Critical period effects are due to entrenchment
and competition. - What is important is not the timing of learning,
but the quality of exposure. - We may still need billions of dollars, but in
teaching, not just exposure. - Languages can be learnt and taught. There is no
real learning/acquisition dichotomy.
7The Positions
- Position 1 -- UG Chomsky, Lenneberg, Krashen,
Long, Hurford, Pinker, Newport, Meisel - Position 2 -- Sociolinguistics Fishman, Swain,
Ervin-Tripp, Gumperz - Position 3 -- Emergentism Bates, Ellis,
Bialystok, Snow, MacWhinney, Ringbom
87 Pillars of UG
- Critical Period -- todays focus
- Grammar Gene
- Speech is Special
- Modularity
- Poverty of the Stimulus
- Sudden Evolution of Language
- Centrality of Recursion
97 pillars of emergentism
- L1-L2 competition and entrenchment
- Gradual evolution
- Modules are made not born
- Polygenic emergent genome
- Speech relies on mammalian abilities
- Learning on input
- Emergence of recursion
10Which will stand?
11Entrenchment vs. Critical Periods
- Critical Periods are linked to infancy.
- Observed drop is not precipitous.
- Lateralization is not linked to CP.
- Language is not a unitary ability.
- Golf, ballet are also age-related.
- No mechanism has been discovered.
- UG-related syntactic patterns are not strongly
fossilized - Birdsong
12Critical Periods
- Bee dance, cricket song
- Does the ability need a trigger?
- When does it start and end?
13L1 CP? L2 CP
Lenfant Sauvage by François Truffaut Truffaut
as Dr. Jean Itard
14How many CPs?
- 6 mos -- deaf children
- 2 -- Early bilingual impacts
- 5 -- Output phonology Flege
- 8 -- Korean adoptees, literacy, orthography
- 13 -- Hemispherectomies, synaptic pruning
- 15 -- Shift in learning, growth of strategies
- 20 -- Beginning of decline
- 40 -- Social difficulties
15Where is the critical drop?
- Newport Johnson Hakuta actual
16A real CP - Hubel Weisel
17What we know
- Critical periods are basic to embryology.
- Critical periods for binocular vision in cats
periods for exposure to song in birds precocial
bird attachment - Animals have many instincts but is language an
instinct? - Kuhl and Werker brain locks in on early sounds
- Bosch, Juszyck Auditory system builds early
contrasts - Rosenzweig rats in rich environments get bigger
brains.
18A bridge too far
- No evidence for early brain effects
- Mozart for babies
- Linda Acredolo and Baby Signs
- Mobiles, language while you sleep
- Suzuki method
- There is nothing wrong with early L2 learning,
but no evidence that it is indispensable - Early bilingualism ? Early L2 learning
19CP for holding pens?
20Chopsticks?
21Multiple language abilities
- Bulgarian grad student who wrote at the top of
the class, but had a noticeable accent. - Hungarian diplomat with perfect English, but
nothing to say. - Japanese grad student with perfect interaction
and comprehension, but impossible definite
articles and slow test-taking. - Fossilization for specific German nouns vs.
fossilization for some past tenses.
22How can we decide?
- Neurological evidence for a Critical Period
- Immigrant studies
- Proof of success in native acquisition for age of
arrival well past the Critical Period. - Proof of failure after some early age of arrival.
- L2 Classroom studies
- Big correlational analyses (questionable method)
- Randomized clinical trials (if we could get
funding) - Microgenetic method studies (my current
preference) - experiments -- can we teach r/l?
- online methods
- TalkBank video methods
23Mechanisms of UG
- Genes
- Modules
- Principles, Parameters, Rules
24Mechanisms of Emergence
- Entrainment, physical and social
- Adaptation, selection
- Competition, strength, reinforcement
- Maps, topology, short connections
- Self-organized criticality
- Resonance
- Homeostasis, homeorhesis, feedback
25Why the shift to emergentism?
- Without advanced methods, emergentist cognitive
science was not possible - We didnt have CHILDES, TalkBank
- Audio, video analysis was primitive
- We couldnt simulate - PDP, SOM, ART
- We couldnt image the brain - ERP, fMRI
- We couldnt study learning in vivo - PSLC.
- With these advances, emergentism is becoming the
default stance.
26Unified Competition Model
chunking
maps
buffers
resonance
transfer
codes
mental models
27L1 and L2
- The learning goals are the same.
- The available mental processes are the same.
- However, the specific challenges are different.
28L1 Learning Challenges
- Segmenting out words
- Organizing phonological gestures
- Bootstrapping syntax
- Conversational sequencing
29L2 Challenges
- Maximizing positive transfer
- Avoiding negative transfer
- Overcoming age effects
- Using resonance to overcome entrenchment
- Proceduralizing declarative structures -
Ullman/Paradis
30Component Theories
- Competition interactive activation, Bayes
- Maps SOM, entrenchment
- Transfer A relation between maps
- Chunking chunking theory, fluency
- Buffers processing load, CAPS
- Resonance memory theory, Pimsleur, coding
- Mental model perspective, embodiment
- Codes sociolinguistics, identification
311. Cue Competition
- Whodunit?
- The tiger pushes the bear.
- The bear the tiger pushes.
- Pushes the tiger the bear.
- The dogs the eraser push.
- The dogs the eraser pushes.
- The cat push the dogs.
- Il gatto spingono i cani.
32Cues vary across languages
- English The pig loves the farmer
- SV gt VO gt Agreement
- German Das Schwein liebt den Bauer.
- Den Bauer liebt das Schwein
- Case gt Agreement gt AnimacygtWord Order
- Spanish El cerdo quiere al campesino.
- Al campesino le quiere el cerdo.
- "Case" gt Agreement gt Clitic gt Animacy gt Word Order
33Cues
34Central Claim
- Cue validity predicts cue strength
- (Bayesian statistics)
- p(function)form - comprehension
- p(form)function - production
- Cue validity measured in corpora
- Cue strength measured in experiments
35Cues Compete
The bear the tigers chases.
Tigers-as-Agent
Bear-as-Agent
competes
preverbal position
SV agreement
Initial Position
36L1/L2 Competition
I often go ... / Je vais souvent ...
V Adv
Adv V
competes
speaking English
speaking French
ADV 1st
ADV 2nd
Heavy Adv
37Strength measured in experiments
38English Children
39Hungarian Children
40Italian Children
41English L1, Dutch L2
Dissertations by Janet McDonald and Kerry Kilborn
42Dutch L1, English L2
43Findings - 22 studies
- Validity predicts Strength.
- Children and L2 learners pick up frequent cues
first, then they settle on reliable cues. - For timed tasks, strong fast cues dominate.
- L2 learners attempt transfer, but then learn
cues, as in L1. They gradually reach L1 levels
of cue strength.
442. Maps
- Maps are central to the processing theory. They
control transfer, entrenchment, and embodied
encoding. - Maps are emergent
- Neural systems Jacobs Jordan 1992
- Children Karmiloff-Smith 1997
- Robots Nolfi 1996, Tani 2002
45Self-organizing lexical maps
Li, Farkas, MacWhinney - Neural network -
computer simulation - L1 lexical learning -
CHILDES input - no initial organization -
short connections
46Gradual Emergence
50, 150, 250, 500 words
47Refining competition
48Bilingual self-organization
Chinese Phonology
Chinese Semantics
49Maps implement entrenchment
- Strong items dominate over weak.
- Late L2 items are parasitic on pre-existing L1
forms and maps
50Module Entrenchment
Simultaneous Bilingualism
LX
LY
balanced
Successive Bilingualism
L1
L2
dominates
513. Transfer
- Mapability
- Item-based (want X) patterns will not transfer
- Grammatical semantics can be a difficult map
- Phonology, semantics, pragmatics all map and
transfer - Markedness
- Unmarked pattern-based will Adv V
- Marked pattern-based is weak Adv V S
- Semantic/phonological prototypes transfer
- Filtering
- Japanese r/l second formant transitions.
- English learners of tones.
52Examples
- taco -gt taco
- wenn (if) -gt when
- tell me a story -gt say me a story
- install a new version -gt install new version
53The Culprits
- Entrenchment
- Transfer (crosstalk)
- Learning your own errors
- Strategy blockage
- Social culprits
- Aging
54Social Culprits
- Overcommitment
- too much email, too many committees
- Declining L2 contact environment
- Avoidance of L2 input
- Allegiance to L1
55Aging
- Loss of Auditory Acuity - age effects
- Loss of Motor Control - Parkinsonism
- Cell death -- both cortical and white matter
- Declining transmission speed
- Declining hippocampal storage
- Trauma
56Fighting back
- Undoing transfer
- Unblocking social barriers
- Unblocking strategy barriers
- Increasing differentiation and resonance
57Overcoming Parasitism
turtle
tortuga
turtle
tortuga
58ERP evidence of transfer - P600
- The cat likes to eat. vs The cat likes to
eating.
59L1 supports L2
Su abuela cocina/cocinando muy bien. Her aunt
cooks/cooking very well.
60L1 (English) blocks attention
El/los libros son muy interestantes. The/the
books are very interesting.
61L2 cares, L1 oblivious
Ellos fueron a una/un fiesta. They went to a/a
party.
62Behavioral Data
634. Chunking
- Task Repeat ??????
- Learn gonggòngqìche bus ????
- Syllables plus tone encodings fill working memory
- Chunk gonggòng is linked to public
- Chunk qìche is linked to motor car
- Supportive links to characters
- Compound is a weak chunk, weak tone sequence
- Embed weak chunk in sit ___ go frame ?
(????) ?
64Translation Disfluency
- Do you want to take a bus to Nanjing next week?
- Ni xiang xià ge xingqi zuò gonggòngqìche qù
Nánjing ma? - Chinese requires temporal before verb.
- About to say Ni xiang zuò
- Pause .
- Insert xià ge xingqi
- Continue
- Result Non-fluency
65Chunks mesh into slots
- sit (vehicle slot) go
- (adverb slot) V
- (topic slot) comment
- Fluent plan emerges from coordination of
individual item-based patterns
66PSLC studies of Fluency
- Online Dictation -- French, Chinese
- Yuki Yoshimuras CMU dissertation on Fluency in
Japanese L2 - sentence repetition after reading
and listening.
67Repetition and WM
68Omissions
69Adding Novel Words
70Friederici
- German Natives show
- for semantic violations N400
- for syntactic violations ELAN P600
- L2 Russian natives - 5 years in Germany
- for semantic violations N400
- for syntactic violations no ELAN, but P600
- Brocanto and mini-Nihongo Learners ELAN and P600
- fMRI Conclusion L1 and L2 use same areas, but L2
relies more on Brocas
715. Buffers
- Competition occurs in buffers
- Incrementalism, role-slot filling
- This is developed in
- MacWhinney (1987)
- Kempen Hoenkamp (1987)
- Levelt (1990)
- OGrady (2006)
726. Resonance
- Graduated interval recall
- Multimodal consolidation
- Self-organized criticality
73Graduated interval recall
74Neural Basis
Wittenburg et al. 2002
75Consolidation Circuits
Dynamic
Consolidation
Scaffold
76Chinese Resonance
77Consolidation and Time
- Bones, muscles, cell walls, mitochondria, and
immune system becomes stronger after periods of
use and breakage. - These systems respond to pressures across time
frames. (slow muscles, fast muscles) - Neurons work the same way.
78Math Models Pavlik 2006
ttime from practice ddecay rate nnumber of
presentations mmemory activation abase decay
rate cscales effect of activation on
decay umaximal study benefit vrise to asymptote
speed
79Four Pools
- Pool 1 item is strong, then wait
- Pool 2 item is weak enough to make practice
efficient but strong enough to make drilling more
efficient - Pool 3 item is weak and retrieval will fail, so
study practice is more efficient - Pool 4 unpracticed items
- Algorithm selects items in this order 2, 3, 4,
1 - Learned items are removed from pools
80Optimization really helps
817. Mental models
- We build up mental models through
perspective-taking. - Comprehensible input -- L2 speaker can construct
a coherent mental model. - L2 conversation-based teaching has to make sure
the mental model is on track. - Frames, scaffolds, can support this.
828. Codes
- Code-switching
- L2 is a code choice
- Codes involve perspective taking in mental models
- Role of video in learning, identification
83The Unified Model
- Competition is central.
- Both L1 and L2 are emergent.
- Item-based constructions compete in L1 and L2
learning. - Transfer arises from entrenchment in maps.
- Fluency develops through chunk meshing.
- Resonance and spacing produce robust learning.
- Conversation supports perspective switching and
model construction.
84Conclusions
- The Unified Model integrates our understanding of
first and second language acquisition. - Language learning relies on emergentist
processes. - Language can be taught and learned.
- Age-related effects arise from entrenchment and
social commitment, not UG.
85Links
- http//psyling.psy.cmu.edu/papers
- http//psyling.psy.cmu.edu/talks
86Aphasics - Word Order
87Aphasics - Agreement