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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 31–40 of 58 papers

Title	Date	Tasks	Status	Hype
Compositionality-Aware Graph2Seq Learning	Jan 28, 2022	Code SummarizationSource Code Summarization	CodeCode Available	0
Meta Learning for Code Summarization	Jan 20, 2022	Code SummarizationMeta-Learning	—Unverified	0
Leveraging Unsupervised Learning to Summarize APIs Discussed in Stack Overflow	Nov 27, 2021	Code SummarizationSource Code Summarization	CodeCode Available	0
Meta Learning for Code Summarization	Nov 16, 2021	Code SummarizationMeta-Learning	—Unverified	0
Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization	Nov 16, 2021	Code SummarizationGraph Neural Network	CodeCode Available	0
Retrieval-based Layer-wise Adaptive Transformer for Source Code Summarization	Nov 16, 2021	Code SummarizationRetrieval	—Unverified	0
Learning Sequential and Structural Information for Source Code Summarization	Aug 1, 2021	Code SummarizationSource Code Summarization	—Unverified	0
Code to Comment Translation: A Comparative Study on Model Effectiveness & Errors	Jun 15, 2021	Code SummarizationMachine Translation	CodeCode Available	0
CoDesc: A Large Code-Description Parallel Dataset	May 29, 2021	Code SearchCode Summarization	CodeCode Available	0
Code Structure Guided Transformer for Source Code Summarization	Apr 19, 2021	Code SummarizationInductive Bias	—Unverified	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