Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: CAST: Enhancing Code Summarization with Hierarchical Splitting and
  Reconstruction of Abstract Syntax Trees   Code summarization aims to generate concise natural language descriptions of
source code, which can help improve program comprehension and maintenance.
Recent studies show that syntactic and structural information extracted from
abstract syntax trees (ASTs) is conducive to summary generation. However,
existing approaches fail to fully capture the rich information in ASTs because
of the large size/depth of ASTs. In this paper, we propose a novel model CAST
that hierarchically splits and reconstructs ASTs. First, we hierarchically
split a large AST into a set of subtrees and utilize a recursive neural network
to encode the subtrees. Then, we aggregate the embeddings of subtrees by
reconstructing the split ASTs to get the representation of the complete AST.
Finally, AST representation, together with source code embedding obtained by a
vanilla code token encoder, is used for code summarization. Extensive
experiments, including the ablation study and the human evaluation, on
benchmarks have demonstrated the power of CAST. To facilitate reproducibility,
our code and data are available at https://anonymous.4open.science/r/CAST/.

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The categories of this paper are: q-alg
13
The categories of this paper are: quant-ph
28
The categories of this paper are: alg-geom
21
The categories of this paper are: adap-org
4
The categories of this paper are: cond-mat
35
The categories of this paper are: mtrl-th
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The categories of this paper are: patt-sol
9
The categories of this paper are: nlin
0
The categories of this paper are: hep-ph
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The categories of this paper are: dg-ga
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The categories of this paper are: ao-sci
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The categories of this paper are: acc-phys
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The categories of this paper are: hep-th
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The categories of this paper are: chem-ph
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The categories of this paper are: math-ph
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The categories of this paper are: plasm-ph