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This program is tentative and subject to change.

Wed 30 Apr 2025 11:00 - 11:15 at 214 - AI for Testing and QA 1

Ensuring usability is crucial for the success of mobile apps. Usability issues can compromise user experience and negatively impact the perceived app quality. This paper presents UX-LLM, a novel tool powered by a Large Vision-Language Model that predicts usability issues in iOS apps. To evaluate the performance of UX-LLM we predicted usability issues in two open-source apps of a medium complexity and asked usability experts to assess the predictions. We also performed traditional usability testing and expert review for both apps and compared the results to those of UX-LLM. UX-LLM demonstrated precision ranging from 0.61 and 0.66 and recall between 0.35 and 0.38, indicating its ability to identify valid usability issues, yet failing to capture the majority of issues. Finally, we conducted a focus group with an app development team of a capstone project developing a transit app for visually impaired persons. The focus group expressed positive perceptions of UX-LLM as it identified unknown usability issues in their app. However, they also raised concerns about its integration into the development workflow, suggesting potential improvements. Our results show that UX-LLM cannot fully replace traditional usability evaluation methods but serves as a valuable supplement particularly for small teams with limited resources, to identify issues in less common user paths, due to its ability to inspect the source code.

This program is tentative and subject to change.

Wed 30 Apr

Displayed time zone: Eastern Time (US & Canada) change

11:00 - 12:30
AI for Testing and QA 1Research Track / SE In Practice (SEIP) at 214
11:00
15m
Talk
Does GenAI Make Usability Testing Obsolete?Award Winner
Research Track
Ali Ebrahimi Pourasad University of Hamburg, Walid Maalej University of Hamburg
11:15
15m
Talk
Feature-Driven End-To-End Test Generation
Research Track
Parsa Alian University of British Columbia, Noor Nashid University of British Columbia, Mobina Shahbandeh University of British Columbia, Taha Shabani University of British Columbia, Ali Mesbah University of British Columbia
11:30
15m
Talk
SeeAction: Towards Reverse Engineering How-What-Where of HCI Actions from Screencasts for UI AutomationAward Winner
Research Track
Dehai Zhao CSIRO's Data61, Zhenchang Xing CSIRO's Data61, Qinghua Lu Data61, CSIRO, Xiwei (Sherry) Xu Data61, CSIRO, Liming Zhu CSIRO’s Data61
11:45
15m
Talk
Synthesizing Document Database Queries using Collection Abstractions
Research Track
Qikang Liu Simon Fraser University, Yang He Simon Fraser University, Yanwen Cai Simon Fraser University, Byeongguk Kwak Simon Fraser University, Yuepeng Wang Simon Fraser University
12:00
15m
Talk
The Power of Types: Exploring the Impact of Type Checking on Neural Bug Detection in Dynamically Typed Languages
Research Track
Boqi Chen McGill University, José Antonio Hernández López Linköping University, Gunter Mussbacher McGill University, Daniel Varro Linköping University / McGill University
12:15
15m
Talk
DialogAgent: An Auto-engagement Agent for Code Question Answering Data Production
SE In Practice (SEIP)
Xiaoyun Liang ByteDance, Jingyi Ren ByteDance, Jiayi Qi ByteDance, Chao Peng ByteDance, Bo Jiang Bytedance Network Technology
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