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   Articles with "code summarization" as a keyword



Fret: Functional Reinforced Transformer With BERT for Code Summarization

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recommendations! Published in 2020 at "IEEE Access"

DOI: 10.1109/access.2020.3011744

Abstract: Code summarization has long been viewed as a challenge in software engineering because of the difficulties of understanding source code and generating natural language. Some mainstream methods combine abstract syntax trees with language models to… read more here.

Keywords: code summarization; functional reinforced; code; transformer bert ... See more keywords

READSUM: Retrieval-Augmented Adaptive Transformer for Source Code Summarization

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recommendations! Published in 2023 at "IEEE Access"

DOI: 10.1109/access.2023.3271992

Abstract: Code summarization is the process of automatically generating brief and informative summaries of source code to aid in software comprehension and maintenance. In this paper, we propose a novel model called READSUM, REtrieval-augmented ADaptive transformer… read more here.

Keywords: readsum retrieval; source code; code summarization; code ... See more keywords

Interpretable Code Summarization

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recommendations! Published in 2025 at "IEEE Transactions on Reliability"

DOI: 10.1109/tr.2024.3392876

Abstract: Code summarization is a process of creating a readable natural language from programming source codes. Code summarization has become a popular research topic for software maintenance, code generation, and code recovery. Existing code summarization methods… read more here.

Keywords: code summarization; process; natural language; code ... See more keywords

Reinforcement-Learning-Guided Source Code Summarization Using Hierarchical Attention

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recommendations! Published in 2022 at "IEEE Transactions on Software Engineering"

DOI: 10.1109/tse.2020.2979701

Abstract: Code summarization (aka comment generation) provides a high-level natural language description of the function performed by code, which can benefit the software maintenance, code categorization and retrieval. To the best of our knowledge, the state-of-the-art… read more here.

Keywords: network; reinforcement learning; code summarization; attention ... See more keywords

Re_Trans: Combined Retrieval and Transformer Model for Source Code Summarization

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recommendations! Published in 2022 at "Entropy"

DOI: 10.3390/e24101372

Abstract: Source code summarization (SCS) is a natural language description of source code functionality. It can help developers understand programs and maintain software efficiently. Retrieval-based methods generate SCS by reorganizing terms selected from source code or… read more here.

Keywords: retrieval based; source code; code summarization; method ... See more keywords