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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 51–58 of 58 papers

Title	Date	Tasks	Status	Hype	Score
Learning to Mine Aligned Code and Natural Language Pairs from Stack Overflow	May 23, 2018	Code SummarizationRetrieval	—Unverified	0	0
Leveraging Code Generation to Improve Code Retrieval and Summarization via Dual Learning	Feb 24, 2020	Code GenerationCode Summarization	—Unverified	0	0
A Convolutional Neural Network for Language-Agnostic Source Code Summarization	Mar 29, 2019	Code SummarizationDecoder	—Unverified	0	0
Meta Learning for Code Summarization	Jan 20, 2022	Code SummarizationMeta-Learning	—Unverified	0	0
Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization	May 1, 2022	Code SummarizationGraph Neural Network	—Unverified	0	0
On Training a Neural Network to Explain Binaries	Apr 30, 2024	Code SummarizationDiagnostic	—Unverified	0	0
Retrieval-based Layer-wise Adaptive Transformer for Source Code Summarization	Nov 16, 2021	Code SummarizationRetrieval	—Unverified	0	0
Towards Modeling Human Attention from Eye Movements for Neural Source Code Summarization	May 16, 2023	Code SummarizationSource Code 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