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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 51–58 of 58 papers

Title	Date	Tasks	Status	Hype
Leveraging Code Generation to Improve Code Retrieval and Summarization via Dual Learning	Feb 24, 2020	Code GenerationCode Summarization	—Unverified	0
Code Generation as a Dual Task of Code Summarization	Oct 14, 2019	Code GenerationCode Summarization	CodeCode Available	0
Automatic Source Code Summarization with Extended Tree-LSTM	Jun 19, 2019	Code SummarizationMachine Translation	CodeCode Available	0
A Convolutional Neural Network for Language-Agnostic Source Code Summarization	Mar 29, 2019	Code SummarizationDecoder	—Unverified	0
Improving Automatic Source Code Summarization via Deep Reinforcement Learning	Nov 17, 2018	Code SummarizationDecoder	CodeCode Available	0
code2seq: Generating Sequences from Structured Representations of Code	Aug 4, 2018	Code SummarizationNMT	CodeCode Available	0
Learning to Mine Aligned Code and Natural Language Pairs from Stack Overflow	May 23, 2018	Code SummarizationRetrieval	—Unverified	0
Summarizing Source Code using a Neural Attention Model	Aug 1, 2016	modelSource Code Summarization	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