  Trust between humans and artificial intelligence(AI) is an issue which has
implications in many fields of human computer interaction. The current issue
with artificial intelligence is a lack of transparency into its decision
making, and literature shows that increasing transparency increases trust.
Explainable artificial intelligence has the ability to increase transparency of
AI, which could potentially increase trust for humans. This paper attempts to
use the task of predicting yelp review star ratings with assistance from an
explainable and non explainable artificial intelligence to see if trust is
increased with increased transparency. Results show that for these tasks,
explainable artificial intelligence provided significant increase in trust as a
measure of influence.
