Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A Framework for Conditional Statement Technical Debt Identification and
  Description   Technical Debt (TD) occurs when development teams favour short-term
operability over long-term stability. Since this places software
maintainability at risk, technical debt requires early attention to avoid
paying for extensively accumulated interest. Most of the existing work focuses
on detecting technical debt using code comments, known as Self-Admitted
Technical Debt (SATD). However, there are many cases where technical debt
instances are not explicitly acknowledged but deeply hidden in the code. In
this paper, we propose a framework that caters for the absence of SATD comments
in code. Our Self-Admitted Technical Debt Identification and Description
(SATDID) framework determines if technical debt should be self-admitted for an
input code fragment. If that is the case, SATDID will automatically generate
the appropriate descriptive SATD comment that can be attached with the code.
While our approach is applicable in principle to any type of code fragments, we
focus in this study on technical debt hidden in conditional statements, one of
the most TD-carrying parts of code. We explore and evaluate different
implementations of SATDID. The evaluation results demonstrate the applicability
and effectiveness of our framework over multiple benchmarks. Comparing with the
results from the benchmarks, our approach provides at least 21.18%, 43.93%,
14.24%, and 583.33% improvements in terms of Precision, Recall, F-1, and
cumulative Bleu-4 scores, respectively. In addition, we conduct a human
evaluation to the SATD comments generated by SATDID. In 1-5 and 0-5 scales for
Acceptability and Understandability, the total means achieved by our approach
are 3.128 and 3.172, respectively.

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The categories of this paper are: physics
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The categories of this paper are: plasm-ph
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The categories of this paper are: alg-geom
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The categories of this paper are: hep-th
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The categories of this paper are: atom-ph
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The categories of this paper are: econ
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The categories of this paper are: cond-mat
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The categories of this paper are: hep-ph
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The categories of this paper are: eess
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The categories of this paper are: solv-int
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The categories of this paper are: math-ph
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The categories of this paper are: mtrl-th
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The categories of this paper are: patt-sol
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The categories of this paper are: nucl-th
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The categories of this paper are: chem-ph
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The categories of this paper are: bayes-an