Code Documentation Generation
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Benchmarks
CodeSearchNet - Java
CodeSearchNet - JavaScript
CodeSearchNet - Php
CodeSearchNet
CodeSearchNet - Go
CodeSearchNet - Python
CodeSearchNet - Ruby
Most implemented
CodeBERT: A Pre-Trained Model for Programming and Natural Languages
Memorization and Generalization in Neural Code Intelligence Models
HAConvGNN: Hierarchical Attention Based Convolutional Graph Neural Network for Code Documentation Generation in Jupyter Notebooks
DocAgent: A Multi-Agent System for Automated Code Documentation Generation
RepoAgent: An LLM-Powered Open-Source Framework for Repository-level Code Documentation Generation
Assemble Foundation Models for Automatic Code Summarization
Papers
LLM-Based Code Documentation Generation and Multi-Judge Evaluation
High-quality source code documentation is vital yet often neglected, especially in critical domains like healthcare where reliability and maintainability are essential. We presented an AI powered framework that automates…
Code Documentation GenerationPrompt EngineeringCode2Doc: A Quality-First Curated Dataset for Code Documentation
The performance of automatic code documentation generation models depends critically on the quality of the training data used for supervision. However, most existing code documentation datasets are constructed through la…
Code Documentation GenerationDocAgent: A Multi-Agent System for Automated Code Documentation Generation
High-quality code documentation is crucial for software development especially in the era of AI. However, generating it automatically using Large Language Models (LLMs) remains challenging, as existing approaches often p…
Code Documentation GenerationRepoAgent: An LLM-Powered Open-Source Framework for Repository-level Code Documentation Generation
Generative models have demonstrated considerable potential in software engineering, particularly in tasks such as code generation and debugging. However, their utilization in the domain of code documentation generation r…
Code Documentation GenerationCode GenerationLanguage ModelingLanguage Modelling+1A Comparative Analysis of Large Language Models for Code Documentation Generation
This paper presents a comprehensive comparative analysis of Large Language Models (LLMs) for generation of code documentation. Code documentation is an essential part of the software writing process. The paper evaluates …
Code Documentation GenerationAssemble Foundation Models for Automatic Code Summarization
Automatic code summarization is beneficial to daily software development since it could help reduce the requirement of manual writing. Currently, artificial intelligence is undergoing a paradigm shift. The foundation mod…
Code Documentation GenerationCode SummarizationSequence-to-sequence Language ModelingSource Code Summarization+1