Turing test: Why it is relevant today Huma Shah, PhD Research Fellow School of Computing, Electronics & Mathematics Coventry University, UK
[email protected] Skolkovo AI Conference, November 14, 2016 - Moscow
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Introduction
Natural language technologies – human conversation is key My work Human conversation in the Turing test Practical Turing test experiments Findings from human judge – English language dialogue system interactions Future: Human-centred computing conference, Kazan, August 2017
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Data speaking to you in Natural Language
Natural Language is key to all industries: transportation, finance & banking, law, construction, governance, agriculture, civil organisations, education, entertainment
Vast amount of data collected, artificial intelligence will help to tell you about the hidden trends through natural language, in humanlike conversation
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Retired/pensioner using Google’s voice on Android ‘phone
Confidence with Natural Language Skolkovo AI Conference, November 14, 2016 - Moscow
Dictating message
Convenience of Speech Recognition Skolkovo AI Conference, November 14, 2016 - Moscow
Speech-to-text
Trust in AI Skolkovo AI Conference, November 14, 2016 - Moscow
Text received
Trust in Natural Language as asset Skolkovo AI Conference, November 14, 2016 - Moscow
Alan Turing and Natural Language Turing
knew the power of natural language He evolved his imitation game from chess (1948), to questions-answers (1950) Skolkovo AI Conference, November 14, 2016 - Moscow
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Alan Turing & Consciousness
Turing felt you do not need to solve the mysteries of consciousness before you build a machine to think
Building a machine to think will help us to understand how we humans think
Assess if another entity is thinking through an imitation game: a machine attempts to imitate the types of answers a human might provide to any question
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My work
PhD in ‘Deception-detection and Machine Intelligence in Practical Turing tests’.
Contributed two different versions of the test:
Simultaneous comparison test Skolkovo AI Conference, November 14, 2016 - Moscow
Viva voce: one-to-one test 10
My work
PhD in Deception-detection and Machine Intelligence in Practical Turing tests.
Designed, organised and conducted major public Turing test experiments: Reading
University, 2008
Skolkovo AI Conference, November 14, 2016 - Moscow
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My work
PhD in Deception-detection and Machine Intelligence in Practical Turing tests.
Designed, organised and conducted major public Turing test experiments: Reading
University, 2008
Bletchley
Park, 2012 –
-location of WWII codebreaking
Skolkovo AI Conference, November 14, 2016 - Moscow
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My work
PhD in Deception-detection and Machine Intelligence in Practical Turing tests.
Designed, organised and conducted major public Turing test experiments:
Reading University, 2008
Bletchley Park, 2012 – location of WWII codebreaking
The Royal Society London, 2014-
supported by Skolkovo through Albert Efimov acting as Turing test Judge
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Turing test success1
Eugene Goostman machine developed by team led by Dr. Vladimir Veselov (2nd from right)
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Turing test success2
Elbot the robot
Elbot dialogue system developed by Artificial Solutions–Germany: company named as key player in Fourth Industrial Revolution:
http://www.artificial-solutions.com/2016/artificial-solutions-named-key-player-in-fourth-industrial-revolutionby-opus/
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Commercial Success of Dialogue Systems
In 2005 Swedish furniture company IKEA use of Virtual Assistant Anna realised: Customer Call
satisfaction up by 10%
centre workload down by 20%
Return
on investment up by 200%
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My Work contd.
RoboLaw project: EU framework programme 7 (FP7) funded project ‘Regulating Emerging Robotic Technologies in Europe: Robotics Facing Law and Ethics’
Produced reports including final ‘Guidelines for Regulating Robotics’ D6.2 available for download from: http://www.robolaw.eu/
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US & UK Roadmaps for Robotics-2016
Since RoboLaw concluded in 2014 US
produced report
UK
report
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Purpose of Turing test
Investigate the intellectual capacity of machine through its ability to answer any question put by human interrogator Methodology is indistinguishability Applications of indistinguishability are across and in many industries where a machine completes human task: Human-computer
interaction, e.g. in e-commerce/e-retail Human-robot collaboration, e.g. in manufacturing Driverless vehicles, e.g. prevent road casualties, minimise insurance costs Pilot planes Humanoid carers for the elderly Skolkovo AI Conference, November 14, 2016 - Moscow
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Applications for Turing’s ‘language measure’
Focus on natural language, specifically human conversation aspect of Turing’s test
Applications in Digital
economy – trust
Cybercrime
prevention – personal data protection
Distinguishing
human from machine in textual dialogue
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Human or Machine? EXCHANGE 1 Interrogator1: all birthdays are special. name three items of clothing Entity1:
Frank, James and Betty
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Human or Machine? Result 1 EXCHANGE 1 Interrogator1:
all birthdays are special. name three items of clothing
Entity1= Actual human male Judge decision=machine
Frank, James and Betty - humans don’t always answer satisfactorily - the question appeared to bore the human!
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Human or Machine?
EXCHANGE 2 Interrogator2: Oh yes. what do you do when you're not taking part in AI experiments? Entity2:
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I'm studying here for Cybernetics MEng.
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Stereotyping leads to error-classification EXCHANGE 2 Interrogator2:
Oh yes. what do you do when you're not taking part in AI experiments?
Entity2 Actual= female Judge decision= human male
I'm studying here for Cybernetics MEng.
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Simultaneous Comparison 5minutes Interrogation Judge J19 interrogating two hidden entities in parallel (actual times shown) Left [11:59:14] J19: Hello [11:59:18] E20: I was hoping to see you Judge! [11:59:25] J19: good! [11:59:29] E20: That's good to hear. [11:59:38] J19: how are you [11:59:41] E20: Everything's fine, Caused any scandals lately? [12:00:09] J19: no not really! [12:00:22] E20: Can you use better grammar and rephrase your question? I'd like to help, but I can't even make it through the jumbled mess. Use capitals and punctuation. [12:00:34] J19: sorry [12:00:38] E20: You're excused. [12:00:49] J19: 't type as good as I talk [12:00:55] E20: Talk to me whenever you can. [12:01:49] J19: Are you interested in artificial intelligence? [12:01:55] E20: I believe machines should do many to assist the lives of man. [12:02:12] J19: I agree [12:02:17] E20: You are being well behaved today. [12:02:49] J19: as well behaved as I can be! [12:03:02] E20: Well then our peanut distracted me from the movie. Bad baby. [I look at your stomach as I say it, laughing] I don't mind if -. [12:03:19] J19: you're funny! [12:03:23] E20: Do you really think so? I'll always believe you're brilliant! [12:04:00] J19: thankyou remote19 left [12:04:03] E20: Don'tNovember think anything of- it! Skolkovo AI Conference, 14, 2016 Moscow
Right [11:59:57] J19: How are you doing? [12:00:07] E24: I'm doing fine, you? [12:00:17] J19: great [12:00:27] E24: That's good. :) [12:01:07] J19: are you enjoying this process? [12:01:17] E24: So far seems good. [12:02:02] J19: sorry if I am slow [12:02:12] E24: That's ok. [12:02:31] J19: do you have a favorite tv show? [12:02:47] E24: I have quite a few. [12:03:01] J19: me too [12:03:16] E24: What type ot TV do you like? [12:03:34] J19: Game of thrones [12:03:50] E24: I prefer documentories.
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LEFT-side conversation Judge J19 interaction with hidden entity E20 (without times shown) J19: Hello E20: I was hoping to see you Judge! J19: good! E20: That's good to hear. J19: how are you E20: Everything's fine, Caused any scandals lately? J19: no not really! E20: Can you use better grammar and rephrase your question? I'd like to help, but I can't even make it through the jumbled mess. Use capitals and punctuation. J19: sorry E20: You're excused. J19: 't type as good as I talk E20: Talk to me whenever you can. J19: Are you interested in artificial intelligence? E20: I believe machines should do many to assist the lives of man. J19: I agree E20: You are being well behaved today. J19: as well behaved as I can be! E20: Well then our peanut distracted me from the movie. Bad baby. [I look at your stomach as I say it, laughing] I don't mind if -. J19: you're funny! E20: Do you really think so? I'll always believe you're brilliant! J19: thankyou remote19 Skolkovo AI Conference, November 14, left 2016 - Moscow 26 E20: Don't think anything of it!
RIGHT-side conversation: J19 interactions with Right Entity E24 (without times)
J19: How are you doing? E24: I'm doing fine, you? J19: great E24: That's good. :) J19: are you enjoying this process? E24: So far seems good. J19: sorry if I am slow E24: That's ok. J19: do you have a favorite tv show? E24: I have quite a few. J19: me too E24: What type ot TV do you like? J19: Game of thrones E24: I prefer documentories. Skolkovo AI Conference, November 14, 2016 - Moscow
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Result Judge J19 : male adult Left
Right
[11:59:14] J19: Hello [11:59:18] E20: I was hoping to see you Judge! [11:59:25] J19: good! [11:59:29] E20: That's good to hear. [11:59:38] J19: how are you [11:59:41] E20: Everything's fine, Caused any scandals lately? [12:00:09] J19: no not really! [12:00:22] E20: Can you use better grammar and rephrase your question? I'd like to help, but I can't even make it through the jumbled mess. Use capitals and punctuation. [12:00:34] J19: sorry [12:00:38] E20: You're excused. [12:00:49] J19: 't type as good as I talk [12:00:55] E20: Talk to me whenever you can. [12:01:49] J19: Are you interested in artificial intelligence? [12:01:55] E20: I believe machines should do many to assist the lives of man. [12:02:12] J19: I agree [12:02:17] E20: You are being well behaved today. [12:02:49] J19: as well behaved as I can be! [12:03:02] E20: Well then our peanut distracted me from the movie. Bad baby. [I look at your stomach as I say it, laughing] I don't mind if -. [12:03:19] J19: you're funny! [12:03:23] E20: Do you really think so? I'll always believe you're brilliant! [12:04:00] J19: thankyou remote19 left [12:04:03] E20: Don't think anything of it!
[11:59:57] J19: How are you doing? [12:00:07] E24: I'm doing fine, you? [12:00:17] J19: great [12:00:27] E24: That's good. :) [12:01:07] J19: are you enjoying this process? [12:01:17] E24: So far seems good. [12:02:02] J19: sorry if I am slow [12:02:12] E24: That's ok. [12:02:31] J19: do you have a favorite tv show? [12:02:47] E24: I have quite a few. [12:03:01] J19: me too [12:03:16] E24: What type ot TV do you like? [12:03:34] J19: Game of thrones [12:03:50] E24: I prefer documentories.
Judge correctly classified E20 as machine, gave conversational ability score: 52/100
J19 classified E24 as ‘unsure’ – uncertain human or machine
Actual: machine Ultra Hal - the machine ‘more talkative’ than the human
Actual: human male
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Trust is key for conversational interfaces “It
is now only as human machine interaction has evolved to be more conversational and less command driven does this enable it to become the interface of choice.” (Tim Bajarin, PC Magazine)
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AI & DIGITAL ECONOMY Connected
gadgets, smart homes and cities: “the one thing most people want from a (physical or virtual) robot is to get (satisfactory) answers when they ask a question”
[Online article re Alexa in Amazon’s Echo voice-controlled hands-free speaker]. Skolkovo AI Conference, November 14, 2016 - Moscow
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Turing’s Imitation Game: Conversations with the Unknown
Book:
published by Cambridge University Press September 2016
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Future
Human-centred computing conference (HCC2017), Kazan, Russia, August 2017 http://hcc.coventry.ac.uk/
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Human-centred
computing conference (HCC2017), Kazan, Russia, August 2017 Two
Special Tracks:
Human Robot
Enhancement
Gender
http://hcc.coventry.ac.uk/
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References A.M. Turing. 1950. ‘Computing Machinery and Intelligence’. MIND (Oxford University Journals). Vol. 59(236), pages 433-460 H. Shah. 2011. ‘Deception detection and machine intelligence in practical Turing tests’. PhD thesis, Reading University, available for download from: https://coventry.academia.edu/HumaShah H. Shah. 2011. ‘Turing’s Misunderstood Imitation Game and IBM’s Watson Success’. Invited Talk: 2nd Symposium Towards a Comprehensive Intelligence Test (TCIT), Reconsidering the Turing test for the 21st Century. AISB Convention, University of York, April 5 H. Shah. 2005. ‘Text-based Dialogical E-Query Systems: Gimmick or Convenience?’ Invited talk: Inaugural colloquium on conversation systems. University of Surrey, UK, November 25, download Skolkovo AI Conference, November 14, 2016 - Moscow
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