ZARA
Y.Yang
21/12/2015 (M) - 4/1/2016 (M)
Graceful Resolution of Challenging topics/ moments in HRI & Dialogue
Data Analysis of "Challenging Questions" & Insights
Y.Yang
4/1/2016
Agenda
- Present Stage
- Data Stats
- Insights
- Questions
- Next steps
Present
Existing Zara Response Data
Common Derailing/Difficult Topics
Relevant
(Functional but out of scope)
Irrelevant
(Socially inappropriate, existential/predictive questions)
Negative
Neutral
Positive
Strategic mitigation responses
Data Stats
184 responses in total
65 >= State1
16 challenges
Oct - Dec 2015
Insights
Seeking reciprocity from Zara
16 unique ID responses, 124 responses in total to all 15Q Zara posed. Of the 30 challenging responses, ...
8
Stated verbal avoidance of topic
5
Implied avoidance of topic
8
2
Abusive Language
4
Seeking Clarification
3
Deliberate Challenge of Zara's ability
13
--Categorical data validation with Prof Ma (are these the only classification?)
-- intention classification (intensive classifier), "garbage"
Insights
Seeking reciprocity from Zara
8
13
Avoidance of topic
Bonding
Mutual trust
Psychological need of Users
Intuition: Humans needs cues to bond with robots the same way humans bond with each other
Context: Most of the responses are from Asian users
Questions
How reliable are these insights?
-- 16 challenges/180 responses is a small sample size
-- Lee, M.K. et. al. "Gracefully Mitigating Breakdowns in Robotic Services" (2010) : 457 respondents to survey
How might Zara respond to challenging questions/derailing topics in an empathetically graceful manner that enhances mutual trust and information reciprocity?
-- Based on the psychological need of the users
-- Ease into conversations
Next Steps
Discussion with Prof Ma
-- Do we need more response data?
-- If yes, what setting and what factors should we control?
-- Intuition: Need more data
Mutual Trust Assumption Validation
-- Psychology literature on mutual trust and bonding
-- A. Aron et. al. "The Experimental Generation of Interpersonal Closeness" (1997)
CHI 2017
Paper Submission Deadline: 18 Sep 2016
Conference Date: 6-11 May 2017
Location: Denver, USA
*According to: http://www.sigchi.org/conferences
NAACL 2016
Feb 12 Paper Deadline
Zara 1.0 Challenge Questions Data Insights
By Y Yang
Zara 1.0 Challenge Questions Data Insights
Ongoing
- 93