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
A Transformer-based Approach for Source Code SummarizationCode1
Language-Agnostic Representation Learning of Source Code from Structure and ContextCode1
Code Summarization with Structure-induced TransformerCode1
M2TS: Multi-Scale Multi-Modal Approach Based on Transformer for Source Code SummarizationCode1
Improving Code Summarization with Block-wise Abstract Syntax Tree SplittingCode1
Source Code Summarization in the Era of Large Language ModelsCode1
Improved Code Summarization via a Graph Neural NetworkCode1
Recommendations for Datasets for Source Code SummarizationCode1
Source Code Summarization with Structural Relative Position Guided TransformerCode1
Unified Pre-training for Program Understanding and GenerationCode1
Structured Neural 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
On the Evaluation of Neural Code SummarizationCode1
Leveraging Code Generation to Improve Code Retrieval and Summarization via Dual Learning0
GN-Transformer: Fusing AST and Source Code information in Graph Networks0
Code Structure Guided Transformer for Source Code Summarization0
Learning to Mine Aligned Code and Natural Language Pairs from Stack Overflow0
Exploiting Method Names to Improve Code Summarization: A Deliberation Multi-Task Learning Approach0
ESALE: Enhancing Code-Summary Alignment Learning for Source Code Summarization0
Self-Supervised Contrastive Learning for Code Retrieval and Summarization via Semantic-Preserving Transformations0
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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