Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: What Do You Mean I'm Funny? Personalizing the Joke Skill of a
  Voice-Controlled Virtual Assistant   A considerable part of the success experienced by Voice-controlled virtual
assistants (VVA) is due to the emotional and personalized experience they
deliver, with humor being a key component in providing an engaging interaction.
In this paper we describe methods used to improve the joke skill of a VVA
through personalization. The first method, based on traditional NLP techniques,
is robust and scalable. The others combine self-attentional network and
multi-task learning to obtain better results, at the cost of added complexity.
A significant challenge facing these systems is the lack of explicit user
feedback needed to provide labels for the models. Instead, we explore the use
of two implicit feedback-based labelling strategies. All models were evaluated
on real production data. Online results show that models trained on any of the
considered labels outperform a heuristic method, presenting a positive
real-world impact on user satisfaction. Offline results suggest that the
deep-learning approaches can improve the joke experience with respect to the
other considered methods.

17
The categories of this paper are: q-fin
6
The categories of this paper are: astro-ph
9
The categories of this paper are: nlin
11
The categories of this paper are: hep-lat
27
The categories of this paper are: comp-gas
8
The categories of this paper are: hep-ex
0
The categories of this paper are: hep-ph
10
The categories of this paper are: q-bio
25
The categories of this paper are: patt-sol
21
The categories of this paper are: adap-org
23
The categories of this paper are: solv-int
20
The categories of this paper are: acc-phys
3
The categories of this paper are: physics
29
The categories of this paper are: funct-an
5
The categories of this paper are: gr-qc
36
The categories of this paper are: cmp-lg