24 citations · 109 across the 40 of their papers we have counts for
8 papers · 1 filter
MORTAR: Multi-turn Metamorphic Testing for LLM-based Dialogue Systems
Aaron Guoxiang Guo, Aldeida Aleti, Neelofar Neelofar +3
With the widespread application of LLM-based dialogue systems in daily life, quality assurance has become more important than ever. Recent research has successfully introduced meth…
Automated Trustworthiness Oracle Generation for Machine Learning Text Classifiers
Lam Nguyen Tung, Steven Cho, Xiaoning Du +4
Machine learning (ML) for text classification has been widely used in various domains. These applications can significantly impact ethics, economics, and human behavior, raising se…
Enabling Cost-Effective UI Automation Testing with Retrieval-Based LLMs: A Case Study in WeChat
Sidong Feng, Haochuan Lu, Jianqin Jiang +6
UI automation tests play a crucial role in ensuring the quality of mobile applications. Despite the growing popularity of machine learning techniques to generate these tests, they…
Experimental evaluation of architectural software performance design patterns in microservices
Willem Meijer, Catia Trubiani, Aldeida Aleti
Microservice architectures and design patterns enhance the development of large-scale applications by promoting flexibility. Industrial practitioners perceive the importance of app…
A Semantic-Aware Layer-Freezing Approach to Computation-Efficient Fine-Tuning of Language Models
Jian Gu, Aldeida Aleti, Chunyang Chen +1
Finetuning language models (LMs) is crucial for adapting the models to downstream data and tasks. However, full finetuning is usually costly. Existing work, such as parameter-effic…
PAFOT: A Position-Based Approach for Finding Optimal Tests of Autonomous Vehicles
Victor Crespo-Rodriguez, Neelofar, Aldeida Aleti
Autonomous Vehicles (AVs) are prone to revolutionise the transportation industry. However, they must be thoroughly tested to avoid safety violations. Simulation testing plays a cru…