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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
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
Contrastive Code Representation Learning	Jul 9, 2020	Clone DetectionContrastive Learning	CodeCode Available	1
Retrieval-Augmented Generation for Code Summarization via Hybrid GNN	Jun 9, 2020	Code SummarizationRetrieval	CodeCode Available	1
A Structural Transformer with Relative Positions in Trees for Code-to-Sequence Tasks	Jun 4, 2020	Code SummarizationMachine Translation	—Unverified	0
A Transformer-based Approach for Source Code Summarization	May 1, 2020	Code SummarizationPosition	CodeCode Available	1
Improved Code Summarization via a Graph Neural Network	Apr 6, 2020	Code SummarizationGraph Neural Network	CodeCode Available	1
Leveraging Code Generation to Improve Code Retrieval and Summarization via Dual Learning	Feb 24, 2020	Code GenerationCode Summarization	—Unverified	0
Code Generation as a Dual Task of Code Summarization	Oct 14, 2019	Code GenerationCode Summarization	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