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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	Score
Automatic Source Code Summarization with Extended Tree-LSTM	Jun 19, 2019	Code SummarizationMachine Translation	CodeCode Available	0	5
code2seq: Generating Sequences from Structured Representations of Code	Aug 4, 2018	Code SummarizationNMT	CodeCode Available	0	5
Code Generation as a Dual Task of Code Summarization	Oct 14, 2019	Code GenerationCode Summarization	CodeCode Available	0	5
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	5
Improving Automatic Source Code Summarization via Deep Reinforcement Learning	Nov 17, 2018	Code SummarizationDecoder	CodeCode Available	0	5
An Extractive-and-Abstractive Framework for Source Code Summarization	Jun 15, 2022	Code SummarizationMachine Translation	CodeCode Available	0	5
Code to Comment Translation: A Comparative Study on Model Effectiveness & Errors	Jun 15, 2021	Code SummarizationMachine Translation	CodeCode Available	0	5
Meta Learning for Code Summarization	Nov 16, 2021	Code SummarizationMeta-Learning	—Unverified	0	0
A Structural Transformer with Relative Positions in Trees for Code-to-Sequence Tasks	Jun 4, 2020	Code SummarizationMachine Translation	—Unverified	0	0
Automatic Source Code Summarization via Reinforcement Learning	Dec 14, 2020	Cloud ComputingCode Summarization	—Unverified	0	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