| CodeT5+: Open Code Large Language Models for Code Understanding and Generation | May 13, 2023 | Arithmetic ReasoningCode Completion | CodeCode Available | 0 |
| Is ChatGPT the Ultimate Programming Assistant -- How far is it? | Apr 24, 2023 | Code GenerationCode Summarization | —Unverified | 0 |
| Automatic Semantic Augmentation of Language Model Prompts (for Code Summarization) | Apr 13, 2023 | Code SummarizationInformation Retrieval | —Unverified | 0 |
| Better Language Models of Code through Self-Improvement | Apr 2, 2023 | Code SummarizationData Augmentation | CodeCode Available | 0 |
| Exploring Distributional Shifts in Large Language Models for Code Analysis | Mar 16, 2023 | Code GenerationCode Summarization | —Unverified | 0 |
| Greener yet Powerful: Taming Large Code Generation Models with Quantization | Mar 9, 2023 | Code GenerationCode Summarization | —Unverified | 0 |
| Demystifying What Code Summarization Models Learned | Mar 4, 2023 | Code Summarizationimage-classification | —Unverified | 0 |
| Automating Code-Related Tasks Through Transformers: The Impact of Pre-training | Feb 8, 2023 | Bug fixingCode Completion | CodeCode Available | 0 |
| Exploring Data Augmentation for Code Generation Tasks | Feb 5, 2023 | Code GenerationCode Summarization | CodeCode Available | 0 |
| A Survey on Pretrained Language Models for Neural Code Intelligence | Dec 20, 2022 | Code SummarizationSurvey | —Unverified | 0 |
| CLAWSAT: Towards Both Robust and Accurate Code Models | Nov 21, 2022 | Code GenerationCode Summarization | CodeCode Available | 0 |
| Pre-Training Representations of Binary Code Using Contrastive Learning | Oct 11, 2022 | Code SummarizationComputer Security | —Unverified | 0 |
| Boosting Code Summarization by Embedding Code Structures | Oct 1, 2022 | Code SummarizationGraph Embedding | CodeCode Available | 0 |
| Extreme Multi-Domain, Multi-Task Learning With Unified Text-to-Text Transfer Transformers | Sep 21, 2022 | Code SummarizationMulti-Task Learning | CodeCode Available | 0 |
| Towards Code Summarization of APIs Based on Unofficial Documentation Using NLP Techniques | Aug 12, 2022 | Code Summarization | —Unverified | 0 |
| Few-shot training LLMs for project-specific code-summarization | Jul 9, 2022 | Code SummarizationFew-Shot Learning | —Unverified | 0 |
| Evaluation of Contrastive Learning with Various Code Representations for Code Clone Detection | Jun 17, 2022 | Clone DetectionCode Summarization | —Unverified | 0 |
| An Extractive-and-Abstractive Framework for Source Code Summarization | Jun 15, 2022 | Code SummarizationMachine Translation | CodeCode Available | 0 |
| Learning code summarization from a small and local dataset | Jun 2, 2022 | Code SummarizationTime Series | —Unverified | 0 |
| HierarchyNet: Learning to Summarize Source Code with Heterogeneous Representations | May 31, 2022 | Clone DetectionCode Classification | —Unverified | 0 |
| A Neural Network Architecture for Program Understanding Inspired by Human Behaviors | May 10, 2022 | Clone DetectionCode Summarization | CodeCode Available | 0 |
| Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization | May 1, 2022 | Code SummarizationGraph Neural Network | —Unverified | 0 |
| On the Transferability of Pre-trained Language Models for Low-Resource Programming Languages | Apr 5, 2022 | Code SearchCode Summarization | —Unverified | 0 |
| An Exploratory Study on Code Attention in BERT | Apr 5, 2022 | Clone DetectionCode Summarization | —Unverified | 0 |
| What Do They Capture? -- A Structural Analysis of Pre-Trained Language Models for Source Code | Feb 14, 2022 | Code CompletionCode Search | CodeCode Available | 0 |
| Compositionality-Aware Graph2Seq Learning | Jan 28, 2022 | Code SummarizationSource Code Summarization | CodeCode Available | 0 |
| Meta Learning for Code Summarization | Jan 20, 2022 | Code SummarizationMeta-Learning | —Unverified | 0 |
| Summarize and Generate to Back-translate: Unsupervised Translation of Programming Languages | Jan 16, 2022 | Code GenerationCode Summarization | —Unverified | 0 |
| Code Summarization: Do Transformers Really Understand Code? | Jan 16, 2022 | Code Summarization | —Unverified | 0 |
| Multilingual training for Software Engineering | Dec 3, 2021 | Code SummarizationRetrieval | —Unverified | 0 |
| AST-Transformer: Encoding Abstract Syntax Trees Efficiently for Code Summarization | Dec 2, 2021 | Code Summarization | —Unverified | 0 |
| Integrating Tree Path in Transformer for Code Representation | Dec 1, 2021 | Code Summarization | CodeCode Available | 0 |
| Leveraging Unsupervised Learning to Summarize APIs Discussed in Stack Overflow | Nov 27, 2021 | Code SummarizationSource Code Summarization | CodeCode Available | 0 |
| Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization | Nov 16, 2021 | Code SummarizationGraph Neural Network | CodeCode Available | 0 |
| Meta Learning for Code Summarization | Nov 16, 2021 | Code SummarizationMeta-Learning | —Unverified | 0 |
| Retrieval-based Layer-wise Adaptive Transformer for Source Code Summarization | Nov 16, 2021 | Code SummarizationRetrieval | —Unverified | 0 |
| Can Neural Networks Understand Programs like Humans? | Nov 16, 2021 | Clone DetectionCode Summarization | CodeCode Available | 0 |
| Code Representation Learning with Prüfer Sequences | Nov 14, 2021 | Code SummarizationRepresentation Learning | —Unverified | 0 |
| Novel Natural Language Summarization of Program Code via Leveraging Multiple Input Representations | Nov 1, 2021 | Auxiliary LearningCode Summarization | —Unverified | 0 |
| Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy | Sep 17, 2021 | Code CompletionCode Generation | —Unverified | 0 |
| Autoencoders as Tools for Program Synthesis | Aug 16, 2021 | Code SummarizationLanguage Modeling | CodeCode Available | 0 |
| Learning Sequential and Structural Information for Source Code Summarization | Aug 1, 2021 | Code SummarizationSource Code Summarization | —Unverified | 0 |
| Cross-Lingual Transfer Learning for Statistical Type Inference | Jul 1, 2021 | Code SummarizationCross-Lingual Transfer | —Unverified | 0 |
| Code to Comment Translation: A Comparative Study on Model Effectiveness & Errors | Jun 15, 2021 | Code SummarizationMachine Translation | CodeCode Available | 0 |
| CoDesc: A Large Code-Description Parallel Dataset | May 29, 2021 | Code SearchCode Summarization | CodeCode Available | 0 |
| Code Structure Guided Transformer for Source Code Summarization | Apr 19, 2021 | Code SummarizationInductive Bias | —Unverified | 0 |
| HAConvGNN: Hierarchical Attention Based Convolutional Graph Neural Network for Code Documentation Generation in Jupyter Notebooks | Mar 31, 2021 | Code Documentation GenerationCode Summarization | CodeCode Available | 0 |
| Project-Level Encoding for Neural Source Code Summarization of Subroutines | Mar 22, 2021 | Code SummarizationDecoder | CodeCode Available | 0 |
| Exploiting Method Names to Improve Code Summarization: A Deliberation Multi-Task Learning Approach | Mar 21, 2021 | Code SummarizationDecoder | —Unverified | 0 |
| Neural Code Summarization | Feb 26, 2021 | Code SummarizationSource Code Summarization | CodeCode Available | 0 |