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 51–58 of 58 papers

Title	Date	Tasks	Status	Hype
HAConvGNN: Hierarchical Attention Based Convolutional Graph Neural Network for Code Documentation Generation in Jupyter Notebooks	Mar 31, 2021	Code Documentation GenerationCode Summarization	CodeCode Available	0
GraphCodeBERT: Pre-training Code Representations with Data Flow	Sep 17, 2020	Clone DetectionCode Completion	CodeCode Available	0
Code Generation as a Dual Task of Code Summarization	Oct 14, 2019	Code GenerationCode Summarization	CodeCode Available	0
code2seq: Generating Sequences from Structured Representations of Code	Aug 4, 2018	Code SummarizationNMT	CodeCode Available	0
Statement-based Memory for Neural Source Code Summarization	Jul 21, 2023	Code SummarizationDecoder	CodeCode Available	0
Leveraging Unsupervised Learning to Summarize APIs Discussed in Stack Overflow	Nov 27, 2021	Code SummarizationSource Code Summarization	CodeCode Available	0
Distilled GPT for Source Code Summarization	Aug 28, 2023	Code SummarizationGPU	CodeCode Available	0
Automatic Source Code Summarization with Extended Tree-LSTM	Jun 19, 2019	Code SummarizationMachine Translation	CodeCode Available	0

Show:10 25 50

← PrevPage 2 of 2Next →

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