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
Source Code Summarization in the Era of Large Language ModelsCode1
A Prompt Learning Framework for Source Code SummarizationCode1
M2TS: Multi-Scale Multi-Modal Approach Based on Transformer for Source Code SummarizationCode1
Source Code Summarization with Structural Relative Position Guided TransformerCode1
Assemble Foundation Models for Automatic Code SummarizationCode1
GraphSearchNet: Enhancing GNNs via Capturing Global Dependencies for Semantic Code SearchCode1
On the Evaluation of Neural Code SummarizationCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
Language-Agnostic Representation Learning of Source Code from Structure and ContextCode1
Improving Code Summarization with Block-wise Abstract Syntax Tree SplittingCode1
Unified Pre-training for Program Understanding and GenerationCode1
Code Summarization with Structure-induced TransformerCode1
Contrastive Code Representation LearningCode1
Retrieval-Augmented Generation for Code Summarization via Hybrid GNNCode1
A Transformer-based Approach for Source Code SummarizationCode1
Improved Code Summarization via a Graph Neural NetworkCode1
Recommendations for Datasets for Source Code SummarizationCode1
Structured Neural SummarizationCode1
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language ModelsCode0
ESALE: Enhancing Code-Summary Alignment Learning for Source Code Summarization0
On Training a Neural Network to Explain Binaries0
Revisiting File Context for Source Code SummarizationCode0
Distilled GPT for Source Code SummarizationCode0
EditSum: A Retrieve-and-Edit Framework for Source Code Summarization0
Semantic Similarity Loss for Neural Source Code SummarizationCode0
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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