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Source Code Summarization

Code Summarization is a task that tries to comprehend code and automatically generate descriptions directly from the source code.

Source: Improving Automatic Source Code Summarization via Deep Reinforcement Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 58 papers

Title	Date	Tasks	Status	Hype
Neural Code Summarization	Feb 26, 2021	Code SummarizationSource Code Summarization	CodeCode Available	0
Compositionality-Aware Graph2Seq Learning	Jan 28, 2022	Code SummarizationSource Code Summarization	CodeCode Available	0
Tram: A Token-level Retrieval-augmented Mechanism for Source Code Summarization	May 18, 2023	Code SummarizationDecoder	CodeCode Available	0
Project-Level Encoding for Neural Source Code Summarization of Subroutines	Mar 22, 2021	Code SummarizationDecoder	CodeCode Available	0
Code to Comment Translation: A Comparative Study on Model Effectiveness & Errors	Jun 15, 2021	Code SummarizationMachine Translation	CodeCode Available	0
An Extractive-and-Abstractive Framework for Source Code Summarization	Jun 15, 2022	Code SummarizationMachine Translation	CodeCode Available	0
Revisiting File Context for Source Code Summarization	Sep 5, 2023	Code SummarizationDecoder	CodeCode Available	0
Semantic Similarity Loss for Neural Source Code Summarization	Aug 14, 2023	Code SummarizationSemantic Similarity	CodeCode Available	0
CoDesc: A Large Code-Description Parallel Dataset	May 29, 2021	Code SearchCode Summarization	CodeCode Available	0
Improving Automatic Source Code Summarization via Deep Reinforcement Learning	Nov 17, 2018	Code SummarizationDecoder	CodeCode Available	0

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All datasets DeepCom-Java ParallelCorpus-Python CoDesc CodeSearchNet CodeSearchNet - Python Java scripts Summarizing Source Code using a Neural Attention Model - C#Summarizing Source Code using a Neural Attention Model - Python Summarizing Source Code using a Neural Attention Model - SQL

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	AdaMo-noise	BLEU-4	45.35	—	Unverified
2	AdaMo-basic	BLEU-4	45.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AdaMo-noise	BLEU-4	34.05	—	Unverified
2	AdaMo-basic	BLEU-4	33.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Transformer	BLEU-4	45.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ContraCode	F1	17.24	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AdaMo-basic	BLEU-4	16.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AdaMo-basic	BLEU-4	37.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CodeTrans-MT-Large	Smoothed BLEU-4	23.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CodeTrans-MT-Base	Smoothed BLEU-4	13.37	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CodeTrans-MT-TF-Large	Smoothed BLEU-4	19.98	—	Unverified