SOTAVerified|Agents Browse Leaderboard About

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
A Transformer-based Approach for Source Code Summarization	May 1, 2020	Code SummarizationPosition	CodeCode Available	1
A Prompt Learning Framework for Source Code Summarization	Dec 26, 2023	Code SummarizationFew-Shot Learning	CodeCode Available	1
Retrieval-Augmented Generation for Code Summarization via Hybrid GNN	Jun 9, 2020	Code SummarizationRetrieval	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
Assemble Foundation Models for Automatic Code Summarization	Jan 13, 2022	Code Documentation GenerationCode Summarization	CodeCode Available	1
Contrastive Code Representation Learning	Jul 9, 2020	Clone DetectionContrastive Learning	CodeCode Available	1
Language-Agnostic Representation Learning of Source Code from Structure and Context	Mar 21, 2021	Code SummarizationRepresentation 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
Code Structure Guided Transformer for Source Code Summarization	Apr 19, 2021	Code SummarizationInductive Bias	—Unverified	0
Exploiting Method Names to Improve Code Summarization: A Deliberation Multi-Task Learning Approach	Mar 21, 2021	Code SummarizationDecoder	—Unverified	0

Show:10 25 50

← PrevPage 2 of 6Next →

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