SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 58 papers

TitleStatusHype
ESALE: Enhancing Code-Summary Alignment Learning for Source Code Summarization—0
Exploiting Method Names to Improve Code Summarization: A Deliberation Multi-Task Learning Approach—0
GN-Transformer: Fusing AST and Source Code information in Graph Networks—0
Learning Sequential and Structural Information for Source Code Summarization—0
Learning to Mine Aligned Code and Natural Language Pairs from Stack Overflow—0
Leveraging Code Generation to Improve Code Retrieval and Summarization via Dual Learning—0
Meta Learning for Code Summarization—0
Meta Learning for Code Summarization—0
Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization—0
On Training a Neural Network to Explain Binaries—0
Retrieval-based Layer-wise Adaptive Transformer for Source Code Summarization—0
Towards Modeling Human Attention from Eye Movements for Neural Source Code Summarization—0
Summarizing Source Code using a Neural Attention ModelCode0
Modeling Hierarchical Syntax Structure with Triplet Position for Source Code SummarizationCode0
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language ModelsCode0
Neural Code SummarizationCode0
Compositionality-Aware Graph2Seq LearningCode0
Tram: A Token-level Retrieval-augmented Mechanism for Source Code SummarizationCode0
Project-Level Encoding for Neural Source Code Summarization of SubroutinesCode0
Code to Comment Translation: A Comparative Study on Model Effectiveness & ErrorsCode0
An Extractive-and-Abstractive Framework for Source Code SummarizationCode0
Revisiting File Context for Source Code SummarizationCode0
Semantic Similarity Loss for Neural Source Code SummarizationCode0
CoDesc: A Large Code-Description Parallel DatasetCode0
Improving Automatic Source Code Summarization via Deep Reinforcement LearningCode0
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All datasetsDeepCom-JavaParallelCorpus-PythonCoDescCodeSearchNetCodeSearchNet - PythonJava scriptsSummarizing Source Code using a Neural Attention Model - C#Summarizing Source Code using a Neural Attention Model - PythonSummarizing Source Code using a Neural Attention Model - SQL

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AdaMo-noiseBLEU-445.35—Unverified
2AdaMo-basicBLEU-445.3—Unverified
#ModelMetricClaimedVerifiedStatus
1AdaMo-noiseBLEU-434.05—Unverified
2AdaMo-basicBLEU-433.85—Unverified
#ModelMetricClaimedVerifiedStatus
1TransformerBLEU-445.89—Unverified
#ModelMetricClaimedVerifiedStatus
1ContraCodeF117.24—Unverified
#ModelMetricClaimedVerifiedStatus
1AdaMo-basicBLEU-416.46—Unverified
#ModelMetricClaimedVerifiedStatus
1AdaMo-basicBLEU-437.64—Unverified
#ModelMetricClaimedVerifiedStatus
1CodeTrans-MT-LargeSmoothed BLEU-423.57—Unverified
#ModelMetricClaimedVerifiedStatus
1CodeTrans-MT-BaseSmoothed BLEU-413.37—Unverified
#ModelMetricClaimedVerifiedStatus
1CodeTrans-MT-TF-LargeSmoothed BLEU-419.98—Unverified