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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
Unified Pre-training for Program Understanding and Generation	Mar 10, 2021	Clone DetectionCode Generation	CodeCode Available	1
Code Summarization with Structure-induced Transformer	Dec 29, 2020	Code SummarizationGraph Neural Network	CodeCode Available	1
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 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
Recommendations for Datasets for Source Code Summarization	Apr 4, 2019	Code SummarizationSentence	CodeCode Available	1
Structured Neural Summarization	Nov 5, 2018	Source Code Summarization	CodeCode Available	1
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models	May 14, 2025	Code SummarizationReranking	CodeCode Available	0
ESALE: Enhancing Code-Summary Alignment Learning for Source Code Summarization	Jul 1, 2024	Code SummarizationDecoder	—Unverified	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