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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 11–20 of 58 papers

Title	Date	Tasks	Status	Hype
Tram: A Token-level Retrieval-augmented Mechanism for Source Code Summarization	May 18, 2023	Code SummarizationDecoder	CodeCode Available	0
Towards Modeling Human Attention from Eye Movements for Neural Source Code Summarization	May 16, 2023	Code SummarizationSource Code Summarization	—Unverified	0
An Extractive-and-Abstractive Framework for Source Code Summarization	Jun 15, 2022	Code SummarizationMachine Translation	CodeCode Available	0
Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization	May 1, 2022	Code SummarizationGraph Neural Network	—Unverified	0
M2TS: Multi-Scale Multi-Modal Approach Based on Transformer for Source Code Summarization	Mar 18, 2022	Code SummarizationSource Code Summarization	CodeCode Available	1
Source Code Summarization with Structural Relative Position Guided Transformer	Feb 14, 2022	Code SummarizationPosition	CodeCode Available	1
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
Assemble Foundation Models for Automatic Code Summarization	Jan 13, 2022	Code Documentation GenerationCode Summarization	CodeCode Available	1
Leveraging Unsupervised Learning to Summarize APIs Discussed in Stack Overflow	Nov 27, 2021	Code SummarizationSource Code 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