| 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 |
| CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation | Feb 9, 2021 | BIG-bench Machine LearningClone Detection | 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 |
| Enhancing Code LLM Training with Programmer Attention | Mar 19, 2025 | 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 |
| Calibration of Large Language Models on Code Summarization | Apr 30, 2024 | Code Summarization | —Unverified | 0 |
| AST-MHSA : Code Summarization using Multi-Head Self-Attention | Aug 10, 2023 | Code SummarizationDecoder | —Unverified | 0 |
| Self-Supervised Contrastive Learning for Code Retrieval and Summarization via Semantic-Preserving Transformations | Sep 6, 2020 | ClusteringCode 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 |
