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

Showing 125 of 58 papers

TitleStatusHype
Unified Pre-training for Program Understanding and GenerationCode1
Improved Code Summarization via a Graph Neural NetworkCode1
Source Code Summarization with Structural Relative Position Guided TransformerCode1
A Transformer-based Approach for Source Code SummarizationCode1
Improving Code Summarization with Block-wise Abstract Syntax Tree SplittingCode1
Language-Agnostic Representation Learning of Source Code from Structure and ContextCode1
Recommendations for Datasets for Source Code SummarizationCode1
Source Code Summarization in the Era of Large Language ModelsCode1
Structured Neural SummarizationCode1
M2TS: Multi-Scale Multi-Modal Approach Based on Transformer for Source Code SummarizationCode1
On the Evaluation of Neural Code SummarizationCode1
A Prompt Learning Framework for Source Code SummarizationCode1
Retrieval-Augmented Generation for Code Summarization via Hybrid GNNCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
Assemble Foundation Models for Automatic Code SummarizationCode1
Contrastive Code Representation LearningCode1
GraphSearchNet: Enhancing GNNs via Capturing Global Dependencies for Semantic Code SearchCode1
Code Summarization with Structure-induced TransformerCode1
Code to Comment Translation: A Comparative Study on Model Effectiveness & ErrorsCode0
Modeling Hierarchical Syntax Structure with Triplet Position for Source Code SummarizationCode0
Neural Code SummarizationCode0
Improving Automatic Source Code Summarization via Deep Reinforcement LearningCode0
Code Generation as a Dual Task of Code SummarizationCode0
An Extractive-and-Abstractive Framework for Source Code SummarizationCode0
code2seq: Generating Sequences from Structured Representations of CodeCode0
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Benchmark Results

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