3 papers
cs.SE2025
Improving Examples in Web API Specifications using Iterated-Calls In-Context Learning
Kush Jain, Kiran Kate, Jason Tsay +2
Examples in web API specifications can be essential for API testing, API understanding, and even building chat-bots for APIs. Unfortunately, most API specifications lack human-writ…
cs.SE2025
TestForge: Feedback-Driven, Agentic Test Suite Generation
Kush Jain, Claire Le Goues
Automated test generation holds great promise for alleviating the burdens of manual test creation. However, existing search-based techniques compromise on test readability, while L…
cs.SE2024
Are Large Language Models Memorizing Bug Benchmarks?
Daniel Ramos, Claudia Mamede, Kush Jain +3
Large Language Models (LLMs) have become integral to various software engineering tasks, including code generation, bug detection, and repair. To evaluate model performance in thes…