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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
HAConvGNN: Hierarchical Attention Based Convolutional Graph Neural Network for Code Documentation Generation in Jupyter Notebooks	Mar 31, 2021	Code Documentation GenerationCode Summarization	CodeCode Available	0
Project-Level Encoding for Neural Source Code Summarization of Subroutines	Mar 22, 2021	Code SummarizationDecoder	CodeCode Available	0
Exploiting Method Names to Improve Code Summarization: A Deliberation Multi-Task Learning Approach	Mar 21, 2021	Code SummarizationDecoder	—Unverified	0
Neural Code Summarization	Feb 26, 2021	Code SummarizationSource Code Summarization	CodeCode Available	0
WheaCha: A Method for Explaining the Predictions of Models of Code	Feb 9, 2021	BIG-bench Machine LearningCode Summarization	—Unverified	0
GN-Transformer: Fusing AST and Source Code information in Graph Networks	Jan 1, 2021	Code SummarizationSource Code Summarization	—Unverified	0
Automatic Source Code Summarization via Reinforcement Learning	Dec 14, 2020	Cloud ComputingCode Summarization	—Unverified	0
GraphCodeBERT: Pre-training Code Representations with Data Flow	Sep 17, 2020	Clone DetectionCode Completion	CodeCode Available	0
Self-Supervised Contrastive Learning for Code Retrieval and Summarization via Semantic-Preserving Transformations	Sep 6, 2020	ClusteringCode Summarization	—Unverified	0
A Structural Transformer with Relative Positions in Trees for Code-to-Sequence Tasks	Jun 4, 2020	Code SummarizationMachine Translation	—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