| ERNIE-Code: Beyond English-Centric Cross-lingual Pretraining for Programming Languages | Dec 13, 2022 | Code SummarizationLanguage Modeling | CodeCode Available | 6 |
| AutoCoder: Enhancing Code Large Language Model with AIEV-Instruct | May 23, 2024 | Class-level Code GenerationCode Completion | CodeCode Available | 4 |
| XMainframe: A Large Language Model for Mainframe Modernization | Aug 5, 2024 | Code SummarizationLanguage Modeling | CodeCode Available | 2 |
| Code Summarization Beyond Function Level | Feb 23, 2025 | Code SummarizationFew-Shot Learning | CodeCode Available | 1 |
| CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation | Feb 9, 2021 | BIG-bench Machine LearningClone Detection | CodeCode Available | 1 |
| Retrieval-Augmented Generation for Code Summarization via Hybrid GNN | Jun 9, 2020 | Code SummarizationRetrieval | CodeCode Available | 1 |
| Source Code Summarization with Structural Relative Position Guided Transformer | Feb 14, 2022 | Code SummarizationPosition | CodeCode Available | 1 |
| M2TS: Multi-Scale Multi-Modal Approach Based on Transformer for Source Code Summarization | Mar 18, 2022 | Code SummarizationSource Code Summarization | CodeCode Available | 1 |
| Recommendations for Datasets for Source Code Summarization | Apr 4, 2019 | Code SummarizationSentence | CodeCode Available | 1 |
| Source Code Summarization in the Era of Large Language Models | Jul 9, 2024 | Code SummarizationSource Code Summarization | CodeCode Available | 1 |
| TreeBERT: A Tree-Based Pre-Trained Model for Programming Language | May 26, 2021 | Code SummarizationLanguage Modeling | CodeCode Available | 1 |
| The Vault: A Comprehensive Multilingual Dataset for Advancing Code Understanding and Generation | May 9, 2023 | Code GenerationCode Search | CodeCode Available | 1 |
| Code Summarization with Structure-induced Transformer | Dec 29, 2020 | Code SummarizationGraph Neural Network | CodeCode Available | 1 |
| CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation | Sep 2, 2021 | Clone DetectionCode Generation | CodeCode Available | 1 |
| Graph Conditioned Sparse-Attention for Improved Source Code Understanding | Dec 1, 2021 | Code SummarizationVariable misuse | CodeCode Available | 1 |
| CP-BCS: Binary Code Summarization Guided by Control Flow Graph and Pseudo Code | Oct 24, 2023 | Code Summarization | CodeCode Available | 1 |
| Improved Code Summarization via a Graph Neural Network | Apr 6, 2020 | Code SummarizationGraph Neural Network | CodeCode Available | 1 |
| Language-Agnostic Representation Learning of Source Code from Structure and Context | Mar 21, 2021 | Code SummarizationRepresentation Learning | CodeCode Available | 1 |
| No More Fine-Tuning? An Experimental Evaluation of Prompt Tuning in Code Intelligence | Jul 24, 2022 | Code SummarizationCode Translation | CodeCode Available | 1 |
| One Adapter for All Programming Languages? Adapter Tuning for Code Search and Summarization | Mar 28, 2023 | AllCode Search | CodeCode Available | 1 |
| Retrieval Augmented Code Generation and Summarization | Aug 26, 2021 | Code GenerationCode Summarization | CodeCode Available | 1 |
| SoTaNa: The Open-Source Software Development Assistant | Aug 25, 2023 | Code SummarizationGPU | CodeCode Available | 1 |
| Assemble Foundation Models for Automatic Code Summarization | Jan 13, 2022 | Code Documentation GenerationCode Summarization | CodeCode Available | 1 |
| Unified Pre-training for Program Understanding and Generation | Mar 10, 2021 | Clone DetectionCode Generation | CodeCode Available | 1 |
| GN-Transformer: Fusing Sequence and Graph Representation for Improved Code Summarization | Nov 17, 2021 | Code Summarization | CodeCode Available | 1 |
| Beyond Accuracy: Evaluating Self-Consistency of Code Large Language Models with IdentityChain | Oct 21, 2023 | Code GenerationCode Summarization | CodeCode Available | 1 |
| Binary Code Summarization: Benchmarking ChatGPT/GPT-4 and Other Large Language Models | Dec 15, 2023 | BenchmarkingCode Summarization | CodeCode Available | 1 |
| GraphSearchNet: Enhancing GNNs via Capturing Global Dependencies for Semantic Code Search | Nov 4, 2021 | Code SearchCode Summarization | CodeCode Available | 1 |
| A Prompt Learning Framework for Source Code Summarization | Dec 26, 2023 | Code SummarizationFew-Shot Learning | CodeCode Available | 1 |
| Building A Coding Assistant via the Retrieval-Augmented Language Model | Oct 21, 2024 | Code CompletionCode Generation | CodeCode Available | 1 |
| MCoNaLa: A Benchmark for Code Generation from Multiple Natural Languages | Mar 16, 2022 | Code GenerationCode Summarization | CodeCode Available | 1 |
| Impact of Evaluation Methodologies on Code Summarization | Aug 22, 2021 | Code SummarizationComment Generation | CodeCode Available | 1 |
| A Transformer-based Approach for Source Code Summarization | May 1, 2020 | Code SummarizationPosition | CodeCode Available | 1 |
| CoTexT: Multi-task Learning with Code-Text Transformer | May 18, 2021 | Code GenerationCode Summarization | CodeCode Available | 1 |
| Summarize and Generate to Back-translate: Unsupervised Translation of Programming Languages | May 23, 2022 | Code GenerationCode Summarization | CodeCode Available | 1 |
| GypSum: Learning Hybrid Representations for Code Summarization | Apr 26, 2022 | Code SummarizationDecoder | CodeCode Available | 1 |
| Improving Code Summarization with Block-wise Abstract Syntax Tree Splitting | Mar 14, 2021 | Code SummarizationSource Code Summarization | CodeCode Available | 1 |
| InverseCoder: Self-improving Instruction-Tuned Code LLMs with Inverse-Instruct | Jul 8, 2024 | Code GenerationCode Summarization | CodeCode Available | 1 |
| MetaTPTrans: A Meta Learning Approach for Multilingual Code Representation Learning | Jun 13, 2022 | Code CompletionCode Summarization | CodeCode Available | 1 |
| On the Evaluation of Neural Code Summarization | Jul 15, 2021 | Code SummarizationSource Code Summarization | CodeCode Available | 1 |
| AST-Transformer: Encoding Abstract Syntax Trees Efficiently for Code Summarization | Dec 2, 2021 | Code Summarization | —Unverified | 0 |
| Calibration of Large Language Models on Code Summarization | Apr 30, 2024 | Code Summarization | —Unverified | 0 |
| A Structural Transformer with Relative Positions in Trees for Code-to-Sequence Tasks | Jun 4, 2020 | Code SummarizationMachine Translation | —Unverified | 0 |
| Analysis on LLMs Performance for Code Summarization | Dec 22, 2024 | Code Summarization | —Unverified | 0 |
| AST-MHSA : Code Summarization using Multi-Head Self-Attention | Aug 10, 2023 | Code SummarizationDecoder | —Unverified | 0 |
| Energy-Conscious LLM Decoding: Impact of Text Generation Strategies on GPU Energy Consumption | Feb 17, 2025 | BenchmarkingCode Summarization | —Unverified | 0 |
| Benchmarking Causal Study to Interpret Large Language Models for Source Code | Aug 23, 2023 | BenchmarkingCausal Inference | —Unverified | 0 |
| An Empirical Study on Capability of Large Language Models in Understanding Code Semantics | Jul 4, 2024 | Code SummarizationMethod name prediction | —Unverified | 0 |
| Commenting Higher-level Code Unit: Full Code, Reduced Code, or Hierarchical Code Summarization | Mar 13, 2025 | Code Summarization | —Unverified | 0 |
| Pre-Training Representations of Binary Code Using Contrastive Learning | Oct 11, 2022 | Code SummarizationComputer Security | —Unverified | 0 |
