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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 21–30 of 58 papers

Title	Date	Tasks	Status	Hype
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
GraphSearchNet: Enhancing GNNs via Capturing Global Dependencies for Semantic Code Search	Nov 4, 2021	Code SearchCode Summarization	CodeCode Available	1
Learning Sequential and Structural Information for Source Code Summarization	Aug 1, 2021	Code SummarizationSource Code Summarization	—Unverified	0
On the Evaluation of Neural Code Summarization	Jul 15, 2021	Code SummarizationSource Code Summarization	CodeCode Available	1
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
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing	Apr 6, 2021	API Sequence RecommendationCode Comment Generation	CodeCode Available	1

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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