Application Programming Interface Documentation

API documentation, crucial for software development, is currently being revolutionized by AI-driven techniques to improve its accessibility and usability. Research focuses on using large language models (LLMs) to automatically generate concise summaries, standardized specifications (like OpenAPI), and even idiomatic code examples from existing documentation and community resources like Stack Overflow, employing techniques such as fine-tuning, topic modeling (e.g., BERTopic), and neural-guided search. These advancements promise to significantly streamline API integration, accelerate software development, and enhance developer productivity by making complex information more readily understandable and usable.

Papers