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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 21–30 of 58 papers

Title	Date	Tasks	Status	Hype	Score
Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization	Nov 16, 2021	Code SummarizationGraph Neural Network	CodeCode Available	0	5
Neural Code Summarization	Feb 26, 2021	Code SummarizationSource Code Summarization	CodeCode Available	0	5
Distilled GPT for Source Code Summarization	Aug 28, 2023	Code SummarizationGPU	CodeCode Available	0	5
Project-Level Encoding for Neural Source Code Summarization of Subroutines	Mar 22, 2021	Code SummarizationDecoder	CodeCode Available	0	5
Revisiting File Context for Source Code Summarization	Sep 5, 2023	Code SummarizationDecoder	CodeCode Available	0	5
Semantic Similarity Loss for Neural Source Code Summarization	Aug 14, 2023	Code SummarizationSemantic Similarity	CodeCode Available	0	5
Statement-based Memory for Neural Source Code Summarization	Jul 21, 2023	Code SummarizationDecoder	CodeCode Available	0	5
Summarizing Source Code using a Neural Attention Model	Aug 1, 2016	modelSource Code Summarization	CodeCode Available	0	5
Tram: A Token-level Retrieval-augmented Mechanism for Source Code Summarization	May 18, 2023	Code SummarizationDecoder	CodeCode Available	0	5
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models	May 14, 2025	Code SummarizationReranking	CodeCode Available	0	5

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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