| CodeT5+: Open Code Large Language Models for Code Understanding and Generation | May 13, 2023 | Arithmetic ReasoningCode Completion | CodeCode Available | 0 |
| Code Generation as a Dual Task of Code Summarization | Oct 14, 2019 | Code GenerationCode Summarization | CodeCode Available | 0 |
| EyeTrans: Merging Human and Machine Attention for Neural Code Summarization | Feb 21, 2024 | Code Summarization | 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 |
| Understanding Code Semantics: An Evaluation of Transformer Models in Summarization | Oct 25, 2023 | Code Summarization | CodeCode Available | 0 |
| code2seq: Generating Sequences from Structured Representations of Code | Aug 4, 2018 | Code SummarizationNMT | CodeCode Available | 0 |
| Autoencoders as Tools for Program Synthesis | Aug 16, 2021 | Code SummarizationLanguage Modeling | 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 |
| Improving Automatic Source Code Summarization via Deep Reinforcement Learning | Nov 17, 2018 | Code SummarizationDecoder | CodeCode Available | 0 |
| Exploring Data Augmentation for Code Generation Tasks | Feb 5, 2023 | Code GenerationCode Summarization | CodeCode Available | 0 |
| A Neural Network Architecture for Program Understanding Inspired by Human Behaviors | May 10, 2022 | Clone DetectionCode Summarization | CodeCode Available | 0 |
| Integrating Tree Path in Transformer for Code Representation | Dec 1, 2021 | Code Summarization | 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 |
| Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models | May 14, 2025 | Code SummarizationReranking | CodeCode Available | 0 |
| Project-Level Encoding for Neural Source Code Summarization of Subroutines | Mar 22, 2021 | Code SummarizationDecoder | CodeCode Available | 0 |
| Distilled GPT for Source Code Summarization | Aug 28, 2023 | Code SummarizationGPU | CodeCode Available | 0 |
| Tram: A Token-level Retrieval-augmented Mechanism for Source Code Summarization | May 18, 2023 | Code SummarizationDecoder | CodeCode Available | 0 |
| CLAWSAT: Towards Both Robust and Accurate Code Models | Nov 21, 2022 | Code GenerationCode Summarization | CodeCode Available | 0 |
| TransCoder: Towards Unified Transferable Code Representation Learning Inspired by Human Skills | May 23, 2023 | Clone DetectionCode Summarization | CodeCode Available | 0 |
| Can Neural Networks Understand Programs like Humans? | Nov 16, 2021 | Clone DetectionCode 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 |
| Revisiting File Context for Source Code Summarization | Sep 5, 2023 | Code SummarizationDecoder | CodeCode Available | 0 |
| Semantic Similarity Loss for Neural Source Code Summarization | Aug 14, 2023 | Code SummarizationSemantic Similarity | CodeCode Available | 0 |
| Analyzing the Performance of Large Language Models on Code Summarization | Apr 10, 2024 | Code GenerationCode Summarization | CodeCode Available | 0 |
| Breaking the Silence: the Threats of Using LLMs in Software Engineering | Dec 13, 2023 | Code CompletionCode Summarization | CodeCode Available | 0 |