Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Simple-QE: Better Automatic Quality Estimation for Text Simplification   Text simplification systems generate versions of texts that are easier to
understand for a broader audience. The quality of simplified texts is generally
estimated using metrics that compare to human references, which can be
difficult to obtain. We propose Simple-QE, a BERT-based quality estimation (QE)
model adapted from prior summarization QE work, and show that it correlates
well with human quality judgments. Simple-QE does not require human references,
which makes the model useful in a practical setting where users would need to
be informed about the quality of generated simplifications. We also show that
we can adapt this approach to accurately predict the complexity of
human-written texts.

3
The categories of this paper are: physics
5
The categories of this paper are: gr-qc
15
The categories of this paper are: nucl-ex
21
The categories of this paper are: adap-org
30
The categories of this paper are: q-alg
19
The categories of this paper are: eess
6
The categories of this paper are: astro-ph
34
The categories of this paper are: chem-ph
9
The categories of this paper are: nlin
16
The categories of this paper are: stat
13
The categories of this paper are: quant-ph
27
The categories of this paper are: comp-gas
8
The categories of this paper are: hep-ex
2
The categories of this paper are: math
31
The categories of this paper are: ao-sci
20
The categories of this paper are: acc-phys