Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Advancing Humor-Focused Sentiment Analysis through Improved
  Contextualized Embeddings and Model Architecture   Humor is a natural and fundamental component of human interactions. When
correctly applied, humor allows us to express thoughts and feelings
conveniently and effectively, increasing interpersonal affection, likeability,
and trust. However, understanding the use of humor is a computationally
challenging task from the perspective of humor-aware language processing
models. As language models become ubiquitous through virtual-assistants and IOT
devices, the need to develop humor-aware models rises exponentially. To further
improve the state-of-the-art capacity to perform this particular
sentiment-analysis task we must explore models that incorporate contextualized
and nonverbal elements in their design. Ideally, we seek architectures
accepting non-verbal elements as additional embedded inputs to the model,
alongside the original sentence-embedded input. This survey thus analyses the
current state of research in techniques for improved contextualized embedding
incorporating nonverbal information, as well as newly proposed deep
architectures to improve context retention on top of popular word-embeddings
methods.

31
The categories of this paper are: ao-sci
7
The categories of this paper are: hep-th
25
The categories of this paper are: patt-sol
10
The categories of this paper are: q-bio
12
The categories of this paper are: nucl-th
28
The categories of this paper are: alg-geom
22
The categories of this paper are: chao-dyn
16
The categories of this paper are: stat
5
The categories of this paper are: gr-qc
35
The categories of this paper are: mtrl-th
34
The categories of this paper are: chem-ph
18
The categories of this paper are: econ
11
The categories of this paper are: hep-lat
4
The categories of this paper are: cond-mat
30
The categories of this paper are: q-alg
14
The categories of this paper are: math-ph