Abstract
The present study examined whether any differences existed in verbal comprehension performance when information was communicated through either a human or a robot speaker, and whether the nonverbal communication of either a “high social” robot (i.e., frequent gestures, direct head gaze) or a “low social” robot (i.e., no gestures, indirect head gaze) influenced comprehension. This study also assessed whether question difficulty moderated comprehension performance. A sample of 46 adult participants (23 human + high social robot; 23 human + low social robot) were given verbal comprehension questions from both a human and a robot. The results showed that, as question difficulty increased, performance elicited by the robot speaker reached parity with that of the human speaker. Conversely, for easy questions, performance generated from the robot speaker was significantly inferior to that from the human speaker. The robot social level of behaviour had no measurable impact on the results. These results suggest that the traditional use of social robots for simple communications could be extended to more complex domains. Practical implications for education, healthcare, and marketing are further discussed.
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References
Leite I, Martinho C, Paiva A (2013) Social robots for long-term interaction: a survey. Int J Soc Robot 5(2):291–308
Bombari D, Schmid Mast M, Canadas E, Bachmann M (2015) Studying social interactions through immersive virtual environment technology: virtues, pitfalls, and future challenges. Front Psychol. https://doi.org/10.3389/fpsyg.2015.00869
Alemi M, Meghdari A, Ghazisaedy M (2014) Employing humanoid robots for teaching english language in Iranian junior high-schools. Int J Humanoid Robot 11:1450022–1–1450022-25
Baxter P, Ashurst E, Read R, Kennedy J, Belpaeme T (2017) Robot education peers in a situated primary school study: personalisation promotes child learning. PLoS ONE 12(5):e0178126
Breazeal C, Harris PL, DeSteno D, Kory Westlund JM, Dickens L, Jeong S (2016) Young children treat robots as informants. Topics Cognitive Sci 8(2):481–491
Han J, Jo M, Park S, Kim S (2005) The educational use of home robots for children. In: Proceedings of the IEEE international symposium on robots and human interactive communications RO-MAN, Piscataway, NJ: IEEE, pp 378–383
Huang CM, Mutlu B (2013) Modeling and evaluating narrative gestures for humanlike robots. Robot Sci Syst 26–32. https://www.semanticscholar.org/paper/Modeling-and-Evaluating-Narrative-Gestures-for-Huang-Mutlu/01487d44d0b58b85c5edd217fb3926a71de9e6ee
Kanda T, Hirano T, Eaton D, Ishiguro H (2004) Interactive robots as social partners and peer tutors for children: a field trial. Human Comput Interact 19(1):61–84
Leyzberg D, Spaulding S, Toneva M, Scassellati B (2012) The physical presence of a robot tutor increases cognitive learning gains. In: Proceedings of the 34th annual conference of the cognitive science society, CogSci, Austin, TX, 1882–1887
Movellan J, Eckhardt M, Virnes M, Rodriguez A (2009) Sociable robot improves toddler vocabulary skills. In: Proceedings of the 4th ACM/IEEE international conference on human robot interaction, ACM, 307–308
Tanaka F, Matsuzoe S (2012) Children teach a care-receiving robot to promote their learning: field experiments in a classroom for vocabulary learning. J Human-Robot Interact 1:78–95
Kennedy J, Baxter P, Belpaeme T (2017) Nonverbal immediacy as a characterisation of social behaviour for human–robot interaction. Int J Soc Robot 9:109–128
Kennedy J, Baxter P, Belpaeme T (2017) The impact of robot tutor nonverbal social behavior on child learning. Front ICT. https://doi.org/10.3389/fict.2017.00006
Mehrabian A (1968) Some referents and measures of nonverbal behavior. Behavior Res Methods Instrum 1(6):203–207
Christensen LJ, Menzel KE (1998) The linear relationship between student reports of teacher immediacy behaviors and perceptions of state motivation, and of cognitive, affective, and behavioral learning. Commun Educ 47:82–90
Comstock J, Rowell E, Bowers JW (1995) Food for thought: teacher nonverbal immediacy, student learning, and curvilinearity. Commun Educ 44:251–266
Kelley DH, Gorham J (1988) Effects of immediacy on recall of information. Commun Educ 37:198–207
Kelly SD, Manning SM, Rodak S (2008) Gesture gives a hand to language and learning: perspectives from cognitive neuroscience, developmental psychology and education. Language Linguistics Compass 2(4):569–588
Macedonia M, von Kriegstein K (2012) Gestures enhance foreign language learning. Biolinguistics 6(3–4):393–416
McCroskey JC, Sallinen A, Fayer JM, Richmond VP, Barraclough RA (1996) Nonverbal immediacy and cognitive learning: a cross-cultural investigation. Commun Educ 45:200–211
Otteson JP, Otteson CR (1979) Effect of teacher’s gaze on children’s story recall. Perceptual Motor Skills 50(1):35–42
Sherwood JV (1987) Facilitative effects of gaze upon learning. Perceptual Motor Skills 64(3c):1275–1278
Witt PL, Wheeless LR, Allen M (2004) A meta-analytical review of the relationship between teacher immediacy and student learning. Commun Monogr 71:184–207
Wang X, Williams MA, Gardenfors P, Vitale J, Abidi S, Johnston B, Kuipers B, Huang A (2014) Directing human attention with pointing. In: 23rd IEEE international symposium on IEEE robot and human interactive communication, RO-MAN, pp 174–179
VanLehn K (2011) The relative effectiveness of human tutoring, intelligent tutoring systems, and other tutoring systems. Educ Psychol 46(4):197–221
Fernández-Llamas C, Conde MÁ, Rodríguez-Sedano FJ, Rodríguez-Lera FJ, Matellán-Olivera V (2017) Analysing the computational competences acquired by K–12 students when lectured by robotic and human teachers can a robot teach computational principles to pre-university students? Int J Soc Robot. https://doi.org/10.1007/s12369-017-0440-9
Kennedy J, Baxter P, Belpaeme T (2015) Comparing robot embodiments in a guided discovery learning interaction with children. Int J Soc Robot 7(2):293–308
Kennedy J, Baxter P, Senft E, Belpaeme T (2016) Heart vs hard drive: children learn more from a human tutor than a social robot. In: Proceedings of the 11th ACM/IEEE international conference on human–robot interaction, Christchurch, New Zealand, pp 451–452
Kory Westlund JM, Dickens L, Jeong S, Harris PL, DeSteno D, Breazeal CL (2017) Children use non-verbal cues to learn new words from robots as well as people. Int J Child Comput Interact 13:1–9
Serholt S, Basedow CA, Barendregt W (2014) Comparing a humanoid tutor to a human tutor delivering an instructional task to children. In: Proceedings of the 14th IEEE-RAS international conference on humanoid robots, IEEE, pp 1134–1141
Sternberg RJ, Powell JS (1983) Comprehending verbal comprehension. Am Psychol 38(8):878–893
Laufer B, Goldstein Z (2004) Testing vocabulary knowledge, size, strength, and computer adaptiveness. Lang Learn 54:399–436
Zhang D (2012) Vocabulary and grammar knowledge in second language reading comprehension: a structural equation modeling study. Mod Lang J 96(4):558–575
Hietanen JK, Leppänen JM, Peltola MJ, Linna-aho K, Ruuhiala HJ (2008) Seeing direct and averted gaze activates the approach-avoidance motivational brain systems. Neuropsychologia 46:2423–2430
Kim M, Kwon T, Kim K (2017) Can human–robot interaction promote the same depth of social information processing as human–human interaction? Int J Soc Robot. https://doi.org/10.1007/s12369-017-0428-5
Atkinson RK, Mayer RE, Merrill MM (2005) Fostering social agency in multimedia learning: examining the impact of an animated agents voice. Contemp Educ Psychol 30(1):117–139
Mayer RE, Sobko K, Mautone PD (2003) Social cues in multimedia learning: role of speaker’s voice. J Educ Psychol 95(2):419–425
SoftBank Robotics (n.d.). Robots: Who is Pepper? Retrieved January 03, 2018, from https://www.ald.softbankrobotics.com/en/robots/pepper
AssessmentDay Ltd. (n.d.). Verbal Comprehension Tests. Retrieved December 04, 2017, from https://www.assessmentday.co.uk/aptitudetests_comprehension.htm
Jones A, Bull S, Castellano G (2017) I know that now, I’m going to learn this next” promoting self-regulated learning with a robotic tutor. Int J Soc Robot. https://doi.org/10.1007/s12369-017-0430-y
Jones A, Bull S, Castellano G (2018) Adaptive robotic tutors that support self-regulated learning: a longer-term investigation with primary school children. Int J Soc Robot. https://doi.org/10.1007/s12369-017-0458-z
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Thanks to all of the participants, project members, supporters, and researchers at Klick Inc. for the successful development, implementation, and evaluation of this research.
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Appendix A: Verbal Comprehension Questions (from AssessmentDay Ltd.)
Appendix A: Verbal Comprehension Questions (from AssessmentDay Ltd.)
[Correct answers are bolded. The full set of questions and rationale for solutions can be found at AssessmentDay Ltd.]
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1.
Organisational development is defined as a “deliberately planned effort to increase an organisation’s relevance and viability”. The concept of organisational development was conceived by German-American psychologist Kurt Lewin, who was among the first to apply social psychology, group dynamics and social research to the world of work. Since its beginnings, organisational development has become a popular and widespread method for implementing organisational change. The key principles underlying organisational development philosophy are primarily humanistic, focused around improving organisational performance by empowering its employees.
Where do the key principles of organisational development come from?
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a.
Pragmatism
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b.
Egalitarianism
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c.
Humanism
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d.
Objectivism
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a.
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2.
Researchers from the international agricultural research partnership have suggested that bananas could soon become a staple food source for millions of people in developing countries due to climate change. Rising temperatures and volatile weather makes growing existing critical foods, such as potatoes, maize, and wheat, difficult, leading to lower crop yields of these foods. However, bananas are much more adept at surviving in tropical climates frequently racked by high temperatures and weather volatility. Although, it may not be a viable food staple for all developing countries, it may become more critical for the economies of many developing nations in future years.
Which crop is not stated to have difficulty growing in increasing temperatures?
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a.
Potato
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b.
Barley
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c.
Maize
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d.
Wheat
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3.
The most expensive brand of coffee today on the open market is known as Kopi Luwak, or civet coffee, from Indonesia. What makes this brand of coffee unique is that it is made from the coffee beans eaten by the Asian palm civet. The civet eats the coffee berry for its fleshy pulp, along with the coffee bean inside, which is indigestible. However, while passing through the digestive system of the civet, proteolytic enzymes seep into the bean, making peptides shorter and increasing the number of free amino acids, improving the taste of the coffee bean. Similarly, due to the expensive and time-consuming process of searching for civet droppings, Kopi Luwak can be sold for up to $3000 per kilogram.
Why does civet digestion supposedly improve the coffee beans taste?
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a.
Lengthens coffee bean peptides
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b.
Shortens coffee bean peptides
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c.
Removes coffee bean peptides
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d.
Increases number of coffee bean peptides.
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a.
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4.
Rare earth elements, also known as rare earth metals, are a group of seventeen chemical elements in the periodic table. Contrary to their name, rare earth elements are relatively plentiful in the Earth’s crust, with cerium as abundant as copper. However, these elements are rarely found in large enough deposits to make mining financially viable, hence the name rare earth. Currently, over 90% of global rare earth element supply is met by the people’s republic of China, despite only holding 23% of the world’s proven reserves of these metals. China has been steadily decreasing its quotas of rare earth element exports due to environmental concerns, depleted reserves and difficulties with industry regulation, which may lead to shortages of rare earth elements in future years.
What is not a reason for lower rare earth element exports in China?
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a.
Difficulties with regulation
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b.
Environmental issues
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c.
Reserve depletion
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d.
International competition
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a.
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5.
Europa is the sixth closest moon of the planet Jupiter, and one of the largest moons in the solar system. Europa is slightly smaller than the Earth’s moon and has a tenuous atmosphere composed primarily of oxygen. The surface of Europa is composed of water and is one of the smoothest in the solar system. Scientists suggest that it is possible Europa has an ocean of liquid water beneath its surface, making it a strong candidate for extra-terrestrial life. It is also predicted that heat energy from tidal flexing may cause oceans to remain liquid and drives geological activity similar to plate tectonics on Earth.
What makes Europa a potential home to extra-terrestrial life?
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a.
Ocean below its surface
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b.
Smooth ice water surface
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c.
Atmosphere comprised of oxygen
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d.
Geological activity
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a.
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6.
The Mojave Desert occupies portions of California, Nevada, Utah and Arizona in the United States. The desert is named after the Mohave tribe of Native Americans, and it displays typical basin and range topography. The Mojave Desert receives less than three hundred millimetres of rain a year and is generally between 2000 and 5000 feet in elevation. The desert experiences temperature extremes at both ends of the spectrum depending on the season. During winter, temperatures may drop to around −18 °C at higher elevations. During summer, the temperature may rise to over 49 °C, making it the hottest place in the United States.
How much rain falls in the Mojave Desert per year?
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a.
300 mm
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b.
30 mm
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c.
330 mm
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d.
Cannot say
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a.
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7.
The Japanese asset price bubble collapse lead to the economic period known as “the lost decade” in japan from 1991 to 2000. During the 1970s and 1980s Japan’s economic growth was particularly strong; fuelling speculation that Japan would rise, effectively, to superpower status. However, abnormalities within the Japanese economic system fuelled massive amounts of speculation from Japanese firms. High property prices combined with low interest rates lead to large amounts of borrowing and heavy investment in domestic and foreign stock. However, the finance ministry realised this was an asset bubble, and subsequently raised interest rates, which in turn caused a crash in the stock market, leading to the bursting of the Japanese asset price bubble.
What economic conditions caused the large amounts of borrowing in Japan?
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a.
High interest rates, low property prices
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b.
High interest rates, high property prices
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c.
Low Interest rates, low property prices.
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d.
Low interest rates, high property prices
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a.
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8.
Carbon emissions’ trading is a form of emissions trading that targets the gas, carbon dioxide. Emissions trading works by setting a limit on the emissions produced by emitters, such as organisations, whom, therefore, have to buy carbon credits to permit them to emit particular volumes of carbon dioxide, motivating them to decrease their carbon footprint. Carbon emissions trading was the first gas involved in emissions trading and it makes up the bulk of emissions trading, with sulphur dioxide and nitrogen oxides also traded. This incentive to reduce carbon emissions may aid environmental efforts to meet obligations specified by the Kyoto Protocol: the agreement to “stabilise greenhouse gas concentrations at a level that would prevent dangerous anthropogenic interference with the climate system.”
What were the first gas emission permits to be traded?
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a.
Carbon dioxide
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b.
Sulphur dioxide
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c.
Nitrogen oxides
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d.
Chlorofluorocarbons
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a.
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9.
A random number generator is a computational or physical device designed to generate a sequence of numbers that lacks a pattern. Several methods for random number generation exist, but many fall short of achieving true randomness based on the use of statistical tests for randomness. Random number generators have been used for hundreds of years through devices such as dice, shuffling playing cards and roulette wheels, and have therefore been applied to games of chance. Similarly, random number generators have been used in situations in which fairness is approximated by randomization, such as selecting jurors and military draft lotteries.
What does the passage state is an application of a random number generator?
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a.
Games of chance
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b.
Statistical sampling
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c.
Survey sampling
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d.
Divination
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a.
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10.
The Seawise Giant was an ultra-large crude oil carrier super tanker, and was subsequently the longest ship ever built. She possessed the greatest deadweight tonnage ever recorded and when fully laden, her weight was 657,019 tonnes, making her the heaviest ship of any kind, and the largest self-propelled man-made object ever built. She was last used as a floating storage and offloading unit off the coast of Qatar. The vessel was sold to an Indian ship breaker and renamed Mont for her final journey in December 2009. The ship was then sailed to, and intentionally beached at, Gujarat India for demolition.
What was not a record held by the Seawise Giant?
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a.
Heaviest ever ship
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b.
Longest ever ship
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c.
Tallest ever ship
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d.
Largest self-propelled man-made object
-
a.
-
a.
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Palanica, A., Thommandram, A. & Fossat, Y. Adult Verbal Comprehension Performance is Better from Human Speakers than Social Robots, but only for Easy Questions. Int J of Soc Robotics 11, 359–369 (2019). https://doi.org/10.1007/s12369-018-0504-5
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DOI: https://doi.org/10.1007/s12369-018-0504-5