IEEE Systems, Man and Cybernetics Magazine - January 2020 - 27

the suggestions, I would have had a higher chance to
win the game. After Game 5-1, I felt the importance of
integrity and consistency in human thinking.
Figure 5(a) shows Game 12-2 (Team Go game). In this
game, Hirofumi Ohashi (6p) and Maki Kaneko (1p) (Team Go)
and the robot (ELF OpenGo) formed the white team. Moreover, ELF OpenGo formed the black team. The black team
won the game. Figure 5(b) illustrates the win rate curve, indicating a drop in the win rate of the white team since White
128. Ohashi (6p) commented on Game 12-2 as follows:
This game showed us an important notice about the
collaboration between AI and humans. Black 37 is not
an optimal move, and the situation had turned favorable for the white team since move 38. The reason

move. 2) The robot also recommended an aggressive
move for move 126. After I followed the robot's suggestion, the white team's win rate gradually increased. The
smallest winning rate difference between the black and
white team appeared at move 169; however, the situation was still favorable for the black team based on ELF
OpenGo's prediction. After move 170, I faced the dilemma to follow or reject the robot's suggestions again.
Because I could not understand the meaning of the suggested moves, I did not follow the robot suggestions. In
the end, the white team lost the game due to the black
team's perfect responses to my moves. After I conducted a game review, I found that the robot's suggested
moves were more stable for the game. If I had followed

(a)

Winning Rate (%)

100
75
White
Black

50

B169: 62.1%
W170: 42.42%

25
0
1

21

41

61

81

101
121
Move No
(b)

141

161

181

201

Figure 4. The record of Game 5-1, with Yi-Hsiu Lee (8p) and the robot (ELF OpenGo) as white, ELF OpenGo as

black, and black winning the game: the (a) game record and (b) win rate curve.

Ja nu a r y 2020

IEEE SYSTEMS, MAN, & CYBERNETICS MAGAZINE

27



IEEE Systems, Man and Cybernetics Magazine - January 2020

Table of Contents for the Digital Edition of IEEE Systems, Man and Cybernetics Magazine - January 2020

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