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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
Source Code Summarization in the Era of Large Language Models	Jul 9, 2024	Code SummarizationSource Code Summarization	CodeCode Available	1
A Prompt Learning Framework for Source Code Summarization	Dec 26, 2023	Code SummarizationFew-Shot Learning	CodeCode Available	1
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
Assemble Foundation Models for Automatic Code Summarization	Jan 13, 2022	Code Documentation GenerationCode Summarization	CodeCode Available	1
GraphSearchNet: Enhancing GNNs via Capturing Global Dependencies for Semantic Code Search	Nov 4, 2021	Code SearchCode Summarization	CodeCode Available	1
On the Evaluation of Neural Code Summarization	Jul 15, 2021	Code SummarizationSource Code Summarization	CodeCode Available	1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance Computing	Apr 6, 2021	API Sequence RecommendationCode Comment Generation	CodeCode Available	1
Language-Agnostic Representation Learning of Source Code from Structure and Context	Mar 21, 2021	Code SummarizationRepresentation Learning	CodeCode Available	1
Improving Code Summarization with Block-wise Abstract Syntax Tree Splitting	Mar 14, 2021	Code SummarizationSource Code Summarization	CodeCode Available	1

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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