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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 1–10 of 58 papers

Title	Date	Tasks	Status	Hype
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models	May 14, 2025	Code SummarizationReranking	CodeCode Available	0
Source Code Summarization in the Era of Large Language Models	Jul 9, 2024	Code SummarizationSource Code Summarization	CodeCode Available	1
ESALE: Enhancing Code-Summary Alignment Learning for Source Code Summarization	Jul 1, 2024	Code SummarizationDecoder	—Unverified	0
On Training a Neural Network to Explain Binaries	Apr 30, 2024	Code SummarizationDiagnostic	—Unverified	0
A Prompt Learning Framework for Source Code Summarization	Dec 26, 2023	Code SummarizationFew-Shot Learning	CodeCode Available	1
Revisiting File Context for Source Code Summarization	Sep 5, 2023	Code SummarizationDecoder	CodeCode Available	0
Distilled GPT for Source Code Summarization	Aug 28, 2023	Code SummarizationGPU	CodeCode Available	0
EditSum: A Retrieve-and-Edit Framework for Source Code Summarization	Aug 26, 2023	Code SummarizationInformativeness	—Unverified	0
Semantic Similarity Loss for Neural Source Code Summarization	Aug 14, 2023	Code SummarizationSemantic Similarity	CodeCode Available	0
Statement-based Memory for Neural Source Code Summarization	Jul 21, 2023	Code SummarizationDecoder	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