Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Generic resources are what you need: Style transfer tasks without
  task-specific parallel training data   Style transfer aims to rewrite a source text in a different target style
while preserving its content. We propose a novel approach to this task that
leverages generic resources, and without using any task-specific parallel
(source-target) data outperforms existing unsupervised approaches on the two
most popular style transfer tasks: formality transfer and polarity swap. In
practice, we adopt a multi-step procedure which builds on a generic pre-trained
sequence-to-sequence model (BART). First, we strengthen the model's ability to
rewrite by further pre-training BART on both an existing collection of generic
paraphrases, as well as on synthetic pairs created using a general-purpose
lexical resource. Second, through an iterative back-translation approach, we
train two models, each in a transfer direction, so that they can provide each
other with synthetically generated pairs, dynamically in the training process.
Lastly, we let our best reresulting model generate static synthetic pairs to be
used in a supervised training regime. Besides methodology and state-of-the-art
results, a core contribution of this work is a reflection on the nature of the
two tasks we address, and how their differences are highlighted by their
response to our approach.

17
The categories of this paper are: q-fin
33
The categories of this paper are: plasm-ph
7
The categories of this paper are: hep-th
13
The categories of this paper are: quant-ph
24
The categories of this paper are: dg-ga
5
The categories of this paper are: gr-qc
19
The categories of this paper are: eess
21
The categories of this paper are: adap-org
20
The categories of this paper are: acc-phys
11
The categories of this paper are: hep-lat
3
The categories of this paper are: physics
15
The categories of this paper are: nucl-ex
18
The categories of this paper are: econ
31
The categories of this paper are: ao-sci
16
The categories of this paper are: stat
34
The categories of this paper are: chem-ph