| Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy | Sep 17, 2021 | Code CompletionCode Generation | —Unverified | 0 |
| MALSIGHT: Exploring Malicious Source Code and Benign Pseudocode for Iterative Binary Malware Summarization | Jun 26, 2024 | Code Summarization | —Unverified | 0 |
| Meta Learning for Code Summarization | Nov 16, 2021 | Code SummarizationMeta-Learning | —Unverified | 0 |
| Meta Learning for Code Summarization | Jan 20, 2022 | Code SummarizationMeta-Learning | —Unverified | 0 |
| Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization | May 1, 2022 | Code SummarizationGraph Neural Network | —Unverified | 0 |
| Multilingual training for Software Engineering | Dec 3, 2021 | Code SummarizationRetrieval | —Unverified | 0 |
| Natural Language Generation and Understanding of Big Code for AI-Assisted Programming: A Review | Jul 4, 2023 | Clone DetectionCode Completion | —Unverified | 0 |
| Novel Natural Language Summarization of Program Code via Leveraging Multiple Input Representations | Nov 1, 2021 | Auxiliary LearningCode Summarization | —Unverified | 0 |
| On the Compression of Language Models for Code: An Empirical Study on CodeBERT | Dec 18, 2024 | Code SearchCode Summarization | —Unverified | 0 |
| On the Transferability of Pre-trained Language Models for Low-Resource Programming Languages | Apr 5, 2022 | Code SearchCode Summarization | —Unverified | 0 |
| On Training a Neural Network to Explain Binaries | Apr 30, 2024 | Code SummarizationDiagnostic | —Unverified | 0 |
| Read between the lines -- Functionality Extraction From READMEs | Mar 15, 2024 | Code Summarizationtext2text-generation | —Unverified | 0 |
| Rethinking the effects of data contamination in Code Intelligence | Jun 3, 2025 | Code GenerationCode Summarization | —Unverified | 0 |
| Retrieval-based Layer-wise Adaptive Transformer for Source Code Summarization | Nov 16, 2021 | Code SummarizationRetrieval | —Unverified | 0 |
| Should Code Models Learn Pedagogically? A Preliminary Evaluation of Curriculum Learning for Real-World Software Engineering Tasks | Feb 6, 2025 | Clone DetectionCode Summarization | —Unverified | 0 |
| Summarize and Generate to Back-translate: Unsupervised Translation of Programming Languages | Jan 16, 2022 | Code GenerationCode Summarization | —Unverified | 0 |
| TACO-RL: Task Aware Prompt Compression Optimization with Reinforcement Learning | Sep 19, 2024 | Code SummarizationComputational Efficiency | —Unverified | 0 |
| Towards Code Summarization of APIs Based on Unofficial Documentation Using NLP Techniques | Aug 12, 2022 | Code Summarization | —Unverified | 0 |
| Towards Modeling Human Attention from Eye Movements for Neural Source Code Summarization | May 16, 2023 | Code SummarizationSource Code Summarization | —Unverified | 0 |
| Transfer Attacks and Defenses for Large Language Models on Coding Tasks | Nov 22, 2023 | Code Summarization | —Unverified | 0 |
| Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization | Nov 16, 2021 | Code SummarizationGraph Neural Network | CodeCode Available | 0 |
| Understanding Code Semantics: An Evaluation of Transformer Models in Summarization | Oct 25, 2023 | Code Summarization | CodeCode Available | 0 |
| Automatic Source Code Summarization with Extended Tree-LSTM | Jun 19, 2019 | Code SummarizationMachine Translation | CodeCode Available | 0 |
| A Neural Network Architecture for Program Understanding Inspired by Human Behaviors | May 10, 2022 | Clone DetectionCode Summarization | CodeCode Available | 0 |
| Neural Code Summarization | Feb 26, 2021 | Code SummarizationSource Code Summarization | CodeCode Available | 0 |
| CoDesc: A Large Code-Description Parallel Dataset | May 29, 2021 | Code SearchCode Summarization | CodeCode Available | 0 |
| Code Generation as a Dual Task of Code Summarization | Oct 14, 2019 | Code GenerationCode Summarization | CodeCode Available | 0 |
| Autoencoders as Tools for Program Synthesis | Aug 16, 2021 | Code SummarizationLanguage Modeling | CodeCode Available | 0 |
| GraphCodeBERT: Pre-training Code Representations with Data Flow | Sep 17, 2020 | Clone DetectionCode Completion | CodeCode Available | 0 |
| EyeTrans: Merging Human and Machine Attention for Neural Code Summarization | Feb 21, 2024 | Code Summarization | CodeCode Available | 0 |
| code2seq: Generating Sequences from Structured Representations of Code | Aug 4, 2018 | Code SummarizationNMT | 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 |
| 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 |
| Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models | May 14, 2025 | Code SummarizationReranking | CodeCode Available | 0 |
| How to Select Pre-Trained Code Models for Reuse? A Learning Perspective | Jan 7, 2025 | Code GenerationCode Summarization | CodeCode Available | 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 |
| Exploring Data Augmentation for Code Generation Tasks | Feb 5, 2023 | Code GenerationCode Summarization | CodeCode Available | 0 |
| Improving Automatic Source Code Summarization via Deep Reinforcement Learning | Nov 17, 2018 | Code SummarizationDecoder | CodeCode Available | 0 |
| Empirical Studies of Parameter Efficient Methods for Large Language Models of Code and Knowledge Transfer to R | Mar 16, 2024 | Code Summarizationparameter-efficient fine-tuning | CodeCode Available | 0 |
| Tram: A Token-level Retrieval-augmented Mechanism for Source Code Summarization | May 18, 2023 | Code SummarizationDecoder | CodeCode Available | 0 |
| Integrating Tree Path in Transformer for Code Representation | Dec 1, 2021 | Code Summarization | CodeCode Available | 0 |
| Distilled GPT for Source Code Summarization | Aug 28, 2023 | Code SummarizationGPU | CodeCode Available | 0 |
| Project-Level Encoding for Neural Source Code Summarization of Subroutines | Mar 22, 2021 | Code SummarizationDecoder | CodeCode Available | 0 |
| TransCoder: Towards Unified Transferable Code Representation Learning Inspired by Human Skills | May 23, 2023 | Clone DetectionCode Summarization | CodeCode Available | 0 |
| CSA-Trans: Code Structure Aware Transformer for AST | Apr 7, 2024 | Code SummarizationStochastic Block Model | CodeCode Available | 0 |
| CLAWSAT: Towards Both Robust and Accurate Code Models | Nov 21, 2022 | Code GenerationCode Summarization | CodeCode Available | 0 |
| Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs | Dec 18, 2024 | Code SummarizationCode Translation | CodeCode Available | 0 |
| Can Neural Networks Understand Programs like Humans? | Nov 16, 2021 | Clone DetectionCode Summarization | CodeCode Available | 0 |
| Analyzing the Performance of Large Language Models on Code Summarization | Apr 10, 2024 | Code GenerationCode Summarization | CodeCode Available | 0 |
| Revisiting File Context for Source Code Summarization | Sep 5, 2023 | Code SummarizationDecoder | CodeCode Available | 0 |