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Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of Edinburgh Simplicity and informativeness in the cultural evolution of language Jon W. Carr, Kenny Smith, Jennifer Culbertson, Simon Kirby

Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

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Page 1: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of Edinburgh

Simplicity and informativeness in the cultural evolution of language

Jon W. Carr, Kenny Smith, Jennifer Culbertson, Simon Kirby

Page 2: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Language

Pressures shaping language

Page 3: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

LanguageLearning

Pressures shaping language

Simple

Page 4: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Language CommunicationLearning

Pressures shaping language

Simple

Informative

Page 5: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

English Northern Paiute

0 50 1000

1

2

3

4

⬅ In

form

ativ

e

⬅ Simple

Kinship terms are simple and informative

Kemp & Regier (2012)

Page 6: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

English Northern Paiute

0 50 1000

1

2

3

4

⬅ In

form

ativ

e

⬅ Simple

Kinship terms are simple and informative

Kemp & Regier (2012)

Page 7: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Lab experiments

Learning-only

Page 8: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Lab experiments

Learning-only

Communication-only

Page 9: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Lab experiments

Learning-only

Learning + Communication

Page 10: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

English Northern Paiute

0 50 1000

1

2

3

4

⬅ In

form

ativ

e

⬅ Simple

Kinship terms are simple and informative

Kemp & Regier (2012)

Page 11: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

0 50 1000

1

2

3

4

Learning and communication pressures

⬅ In

form

ativ

e

⬅ Simple

Page 12: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

0 50 1000

1

2

3

4

Learning and communication pressures

⬅ In

form

ativ

e

⬅ Simple

Learning-only

Page 13: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

0 50 1000

1

2

3

4

Learning and communication pressures

⬅ In

form

ativ

e

⬅ Simple

Communication-only

Learning-only

Page 14: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

0 50 1000

1

2

3

4

Learning and communication pressures

⬅ In

form

ativ

e

⬅ Simple

Learning + communication Communication-only

Learning-only

Page 15: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

0 50 1000

1

2

3

4

Learning and communication pressures

⬅ In

form

ativ

e

⬅ Simple

Learning + communication Communication-only

Learning-only

newhomo kamone gaku hokako

kapa gakho wuwele nepi

pihino nemone piga kawake

gamenewawu gamenewawa gamenewuwu gamene

mega megawawa megawuwu wulagi

egewawu egewawa egewuwu ege

tuge tuge tugetuge tuge tugetuge tuge tuge

tupim tupim tupimminiku miniku minikutupin tupin tupin

poi poi poipoi poi poipoi poi poi

Kirby, Cornish, & Smith (2008)

Kirby, Tamariz, Cornish, & Smith (2015)

Kirby, Tamariz, Cornish, & Smith (2015)

Page 16: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Iterated learning gives rise to informative spatial terms

Carstensen, Xu, Smith, Regier (2015)

Page 17: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Iterated learning gives rise to informative spatial terms

Carstensen, Xu, Smith, Regier (2015)

Page 18: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Experiment 1

Page 19: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Stimuli

Ang

le

Size

Page 20: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Stimuli

Ang

le

Size

Page 21: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Stimuli

Ang

le

Size

Page 22: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Stimuli

Ang

le

Size

Page 23: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Conditions

Angle-only Size-only Angle & Size

Easy to learn but low informativeness Informative but hard to learn

Page 24: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Training phase

Page 25: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Test phase

Page 26: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Results

Angle-only

Page 27: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Results

Size-only

Page 28: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Results

Angle & Size

Page 29: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Result: Learnability advantage for the less informative systems

Page 30: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Experiment 2

Page 31: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Iterated learning

Page 32: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of
Page 33: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of
Page 34: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

1 category 2 categories 4 categories3 categories

Results

Page 35: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Simplicity

Page 36: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Simplicity Informativeness

Page 37: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Simplicity Informativeness

Page 38: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Simplicity Informativeness

Page 39: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Measuring simplicity

Page 40: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Measuring simplicity

Page 41: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Measuring simplicity

4×8

4×8

Page 42: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Measuring simplicity

3×3 1×1

1×8

1×2

1×4

1×6

1×1

3×4

1×1

2×6

2×31×2

4×8

4×8

Page 43: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

What makes language informative?

Expressivity A system of many categories is more informative than a system of few categories

Convexity A system of convex categories is more informative than a system of nonconvex categories

Learning Pressure for simplicity

Communication Pressure for informativeness

>

>

Property Example

Page 44: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

What makes language informative?

Expressivity A system of many categories is more informative than a system of few categories

Convexity A system of convex categories is more informative than a system of nonconvex categories

Learning Pressure for simplicity

Communication Pressure for informativeness

>

>

Property Example

Page 45: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

What makes language informative?

Expressivity A system of many categories is more informative than a system of few categories

Convexity A system of convex categories is more informative than a system of nonconvex categories

Learning Pressure for simplicity

Communication Pressure for informativeness

>

>

Property Example

Page 46: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

What makes language informative?

Expressivity A system of many categories is more informative than a system of few categories

Convexity A system of convex categories is more informative than a system of nonconvex categories

Learning Pressure for simplicity

Communication Pressure for informativeness

>

>

Property Example

Page 47: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

What makes language informative?

Expressivity A system of many categories is more informative than a system of few categories

Convexity A system of convex categories is more informative than a system of nonconvex categories

Learning Pressure for simplicity

Communication Pressure for informativeness

>

>

Property Example

Page 48: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

What makes language informative?

Expressivity A system of many categories is more informative than a system of few categories

Convexity A system of convex categories is more informative than a system of nonconvex categories

Learning Pressure for simplicity

Communication Pressure for informativeness

>

>

Property Example

Page 49: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

What makes language informative?

Expressivity A system of many categories is more informative than a system of few categories

Convexity A system of convex categories is more informative than a system of nonconvex categories

Learning Pressure for simplicity

Communication Pressure for informativeness

Our experiments

>

>

Property Example

Page 50: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

What makes language informative?

Expressivity A system of many categories is more informative than a system of few categories

Convexity A system of convex categories is more informative than a system of nonconvex categories

Learning Pressure for simplicity

Communication Pressure for informativeness

Carstensen et al.

>

>

Property Example

Page 51: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Conclusions

The pressure from learning yields simple languages, but this can manifest itself through multiple semantic properties:

Expressivity Loss of words/categories to aid learning

Convexity Reorganization of the meaning space to aid learning

The pressure from communication has the same effect on convexity as learning does, making it difficult to identify the causal mechanism.

In iterated learning, the pressure for simplicity favours semantic category systems that are convex – informativeness comes along for the ride.

Page 52: Simplicity and informativeness in the cultural evolution of … · 2017-09-14 · Centre for Language Evolution School of Philosophy, Psychology and Language Sciences University of

Vielen Dank!