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Prologue Beyond the Asymmetric Turing Test Beyond the Asymmetric Turing Test Fintan Mallory Rethinking, Reworking and Revolutionising The Turing Test August 1, 2019

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Page 1: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Beyond the Asymmetric Turing Test

Fintan Mallory

Rethinking, Reworking and Revolutionising The Turing Test

August 1, 2019

Page 2: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Prologue

Wittgenstein: Turing thinks that he and I are using the word‘experiment’ in two different ways. But I want to show that this iswrong. That is to say, I think that if I could make myself quiteclear, then Turing would give up saying that in mathematics wemake experiments. If I could arrange in their proper order certainwell- known facts, then it would become clear that Turing and Iare not using the word ‘experiment’ differently.

Turing: I see your point

Wittgenstein: I have no point.

If you want to interpret the word ‘experiment’ in a wider sense,then by all means do so. And let us see whether what I have beensaying may not be false.

Page 3: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Prologue

Wittgenstein: Turing thinks that he and I are using the word‘experiment’ in two different ways. But I want to show that this iswrong. That is to say, I think that if I could make myself quiteclear, then Turing would give up saying that in mathematics wemake experiments. If I could arrange in their proper order certainwell- known facts, then it would become clear that Turing and Iare not using the word ‘experiment’ differently.

Turing: I see your point

Wittgenstein: I have no point.

If you want to interpret the word ‘experiment’ in a wider sense,then by all means do so. And let us see whether what I have beensaying may not be false.

Page 4: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Prologue

Wittgenstein: Turing thinks that he and I are using the word‘experiment’ in two different ways. But I want to show that this iswrong. That is to say, I think that if I could make myself quiteclear, then Turing would give up saying that in mathematics wemake experiments. If I could arrange in their proper order certainwell- known facts, then it would become clear that Turing and Iare not using the word ‘experiment’ differently.

Turing: I see your point

Wittgenstein: I have no point.

If you want to interpret the word ‘experiment’ in a wider sense,then by all means do so. And let us see whether what I have beensaying may not be false.

Page 5: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Types of Test

Litmus Test

Identify the presence or absence of a property

Shibboleth Test

Identify if the candidate is one of us

Page 6: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Turing’s Paradigm

Not a litmus test

‘The original question ’Can machines think?’ I believe to be toomeaningless to deserve discussion.’

Prediction about usage

‘I believe that at the end of the century the use of words andgeneral educated opinion will have altered so much that one will beable to speak of machines thinking without expecting to becontradicted.’

Page 7: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

What is Tested?

The Standard Turing Test doesn’t test for mindedness butlike-mindedness

The recognition of like-mindedness

This isn’t a simple response-dependent property

Page 8: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

What is Tested?

The Standard Turing Test doesn’t test for mindedness butlike-mindedness

The recognition of like-mindedness

This isn’t a simple response-dependent property

Page 9: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

What is Tested?

The Standard Turing Test doesn’t test for mindedness butlike-mindedness

The recognition of like-mindedness

This isn’t a simple response-dependent property

Page 10: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

A dialectical tension in the Turing paradigm

Working assumption: Intelligence manifests itself in the ability todistinguish participants

Working method: Test for intelligence measures ability to presentoneself as intelligent rather than assess intelligence

Classic objection: Test cannot identify reflexive intelligence(self-consciousness)

Proposal: Take Like-Mindedness seriously! Like-mindedness is anequivalence relation., i.e. it is symmetric, transitive and reflexive

Page 11: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

A dialectical tension in the Turing paradigm

Working assumption: Intelligence manifests itself in the ability todistinguish participants

Working method: Test for intelligence measures ability to presentoneself as intelligent rather than assess intelligence

Classic objection: Test cannot identify reflexive intelligence(self-consciousness)

Proposal: Take Like-Mindedness seriously! Like-mindedness is anequivalence relation., i.e. it is symmetric, transitive and reflexive

Page 12: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

A dialectical tension in the Turing paradigm

Working assumption: Intelligence manifests itself in the ability todistinguish participants

Working method: Test for intelligence measures ability to presentoneself as intelligent rather than assess intelligence

Classic objection: Test cannot identify reflexive intelligence(self-consciousness)

Proposal: Take Like-Mindedness seriously! Like-mindedness is anequivalence relation., i.e. it is symmetric, transitive and reflexive

Page 13: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

A dialectical tension in the Turing paradigm

Working assumption: Intelligence manifests itself in the ability todistinguish participants

Working method: Test for intelligence measures ability to presentoneself as intelligent rather than assess intelligence

Classic objection: Test cannot identify reflexive intelligence(self-consciousness)

Proposal: Take Like-Mindedness seriously! Like-mindedness is anequivalence relation., i.e. it is symmetric, transitive and reflexive

Page 14: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Symmetry

Symmetry

Rxy → Ryx

CAPTCHAS

’Completely Automated Public Turing test to tell Computers andHumans Apart’ are unintelligent (and discriminatory in thepejorative sense)

Why this matters: Pride condition

If you can’t recognise me as intelligent, I won’t recognise you asintelligent

Page 15: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Symmetry

Symmetry

Rxy → Ryx

CAPTCHAS

’Completely Automated Public Turing test to tell Computers andHumans Apart’ are unintelligent (and discriminatory in thepejorative sense)

Why this matters: Pride condition

If you can’t recognise me as intelligent, I won’t recognise you asintelligent

Page 16: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Symmetry

Symmetry

Rxy → Ryx

CAPTCHAS

’Completely Automated Public Turing test to tell Computers andHumans Apart’ are unintelligent (and discriminatory in thepejorative sense)

Why this matters: Pride condition

If you can’t recognise me as intelligent, I won’t recognise you asintelligent

Page 17: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Transitivity

Transitivity

Rxy ∧ Ryz → Rxz

CATS

Cats are dumb. Cute - yes - but very stupid

Why this matters: Trust condition

If I recognise you as intelligent, then I recognise your ability torecognise others as intelligent

Page 18: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Transitivity

Transitivity

Rxy ∧ Ryz → Rxz

CATS

Cats are dumb. Cute - yes - but very stupid

Why this matters: Trust condition

If I recognise you as intelligent, then I recognise your ability torecognise others as intelligent

Page 19: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Transitivity

Transitivity

Rxy ∧ Ryz → Rxz

CATS

Cats are dumb. Cute - yes - but very stupid

Why this matters: Trust condition

If I recognise you as intelligent, then I recognise your ability torecognise others as intelligent

Page 20: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Reflexivity

Reflexivity

Rxx

The rabbit in the hat

If a relation over a set is transitive and symmetric, then it isreflexive

Issues

1. Shift-reflexivity: Rxy → Ryy2. ‘Self-consciousness exists in itself and for itself, in that, and bythe fact that it exists for another self-consciousness; that is to say,it is only by being acknowledged or recognized.’3. Self-consciousness is an advantage in the Turing Test anyway

Page 21: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Reflexivity

Reflexivity

Rxx

The rabbit in the hat

If a relation over a set is transitive and symmetric, then it isreflexive

Issues

1. Shift-reflexivity: Rxy → Ryy2. ‘Self-consciousness exists in itself and for itself, in that, and bythe fact that it exists for another self-consciousness; that is to say,it is only by being acknowledged or recognized.’3. Self-consciousness is an advantage in the Turing Test anyway

Page 22: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Reflexivity

Reflexivity

Rxx

The rabbit in the hat

If a relation over a set is transitive and symmetric, then it isreflexive

Issues

1. Shift-reflexivity: Rxy → Ryy2. ‘Self-consciousness exists in itself and for itself, in that, and bythe fact that it exists for another self-consciousness; that is to say,it is only by being acknowledged or recognized.’3. Self-consciousness is an advantage in the Turing Test anyway

Page 23: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

The Turing Games

1 Judges compete

2 Round-Robin format

3 Two conversations per pairing

4 Private-Individual conversations

5 Chicanery and deception encouraged

6 Graph of recognition produced

Page 24: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

The Turing Games

1 Judges compete

2 Round-Robin format

3 Two conversations per pairing

4 Private-Individual conversations

5 Chicanery and deception encouraged

6 Graph of recognition produced

Page 25: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

The Turing Games

1 Judges compete

2 Round-Robin format

3 Two conversations per pairing

4 Private-Individual conversations

5 Chicanery and deception encouraged

6 Graph of recognition produced

Page 26: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

The Turing Games

1 Judges compete

2 Round-Robin format

3 Two conversations per pairing

4 Private-Individual conversations

5 Chicanery and deception encouraged

6 Graph of recognition produced

Page 27: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

The Turing Games

1 Judges compete

2 Round-Robin format

3 Two conversations per pairing

4 Private-Individual conversations

5 Chicanery and deception encouraged

6 Graph of recognition produced

Page 28: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

The Turing Games

1 Judges compete

2 Round-Robin format

3 Two conversations per pairing

4 Private-Individual conversations

5 Chicanery and deception encouraged

6 Graph of recognition produced

Page 29: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Failure cases

Symmetry

A judges B as human but B does not judge A as human

Transitivity

A judges B as human, B judges C as human but A does not judgeC as human

Page 30: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Virtues

A stronger but tractable test for A.I. research

It integrates several areas of current research

A better thought experiment

A machine that passed this would be de facto one of us

Connection to the evolution of intelligence

Human intelligence evolved in a social context of shifting andsignalling affiliation (see Searcy & Nowicki, 2005, McNally &Jackson, 2013)

Page 31: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Virtues

A stronger but tractable test for A.I. research

It integrates several areas of current research

A better thought experiment

A machine that passed this would be de facto one of us

Connection to the evolution of intelligence

Human intelligence evolved in a social context of shifting andsignalling affiliation (see Searcy & Nowicki, 2005, McNally &Jackson, 2013)

Page 32: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Virtues

A stronger but tractable test for A.I. research

It integrates several areas of current research

A better thought experiment

A machine that passed this would be de facto one of us

Connection to the evolution of intelligence

Human intelligence evolved in a social context of shifting andsignalling affiliation (see Searcy & Nowicki, 2005, McNally &Jackson, 2013)

Page 33: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Vices

Too hard?

The test is difficult to pass but easier than the Total Turing Test

Recognition is not an equivalence relation

The algebra of human interaction is a complex structure

Reflexivity 6= self-consciousness

There may be other pre-linguistic recognition relations [Le regard]

The logocentrism charge

The test is still too focussed on language processing and overlooksother traits of intelligence

Page 34: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Vices

Too hard?

The test is difficult to pass but easier than the Total Turing Test

Recognition is not an equivalence relation

The algebra of human interaction is a complex structure

Reflexivity 6= self-consciousness

There may be other pre-linguistic recognition relations [Le regard]

The logocentrism charge

The test is still too focussed on language processing and overlooksother traits of intelligence

Page 35: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Vices

Too hard?

The test is difficult to pass but easier than the Total Turing Test

Recognition is not an equivalence relation

The algebra of human interaction is a complex structure

Reflexivity 6= self-consciousness

There may be other pre-linguistic recognition relations [Le regard]

The logocentrism charge

The test is still too focussed on language processing and overlooksother traits of intelligence

Page 36: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Vices

Too hard?

The test is difficult to pass but easier than the Total Turing Test

Recognition is not an equivalence relation

The algebra of human interaction is a complex structure

Reflexivity 6= self-consciousness

There may be other pre-linguistic recognition relations [Le regard]

The logocentrism charge

The test is still too focussed on language processing and overlooksother traits of intelligence

Page 37: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Where next?

Prediction: Within 5 years a machine-coined neologism will haveentered human usage

’They will make mistakes at times, and at times they may makenew and very interesting statements, and on the whole the outputof them will be worth attention to the same sort of extent as theoutput of a human mind.’ Turing, 1948

‘The second model is fixed as we found that updating theparameters of both agents led to divergence from humanlanguage.’ Lewis et. al. 2017 [Facebook Research Lab]

Page 38: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Where next?

Prediction: Within 5 years a machine-coined neologism will haveentered human usage

’They will make mistakes at times, and at times they may makenew and very interesting statements, and on the whole the outputof them will be worth attention to the same sort of extent as theoutput of a human mind.’ Turing, 1948

‘The second model is fixed as we found that updating theparameters of both agents led to divergence from humanlanguage.’ Lewis et. al. 2017 [Facebook Research Lab]

Page 39: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Where next?

Prediction: Within 5 years a machine-coined neologism will haveentered human usage

’They will make mistakes at times, and at times they may makenew and very interesting statements, and on the whole the outputof them will be worth attention to the same sort of extent as theoutput of a human mind.’ Turing, 1948

‘The second model is fixed as we found that updating theparameters of both agents led to divergence from humanlanguage.’ Lewis et. al. 2017 [Facebook Research Lab]

Page 40: Beyond the Asymmetric Turing Test · Prologue Beyond the Asymmetric Turing Test A dialectical tension in the Turing paradigm Working assumption: Intelligence manifests itself in the

Prologue Beyond the Asymmetric Turing Test

Tapadh leibh

Thank you

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Prologue Beyond the Asymmetric Turing Test

Bibliography

Deal or No Deal? End-to-End Learning for Negotiation DialoguesMike Lewis, Denis Yarats, Yann N. Dauphin, Devi Parikh andDhruv BatraTuring, ‘Intelligent Machinery,? National Physical LaboratoryReport (1948). Reproduced in Copeland, ed., The Essential Turing(New York: Oxford, 2004), pp. 410?32.Turing, ‘Computing Machinery and Intelligence’