PerProb: Indirectly Evaluating Memorization in Large Language Models (APSEC 2025 - Technical Track)

Who

Yihan Liao, Jacky Keung, Xiaoxue Ma, Jingyu Zhang, Yicheng Sun

Track

APSEC 2025 Technical Track

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When

Fri 5 Dec 2025 15:00 - 15:20 at (Session B) tulip room - Session 8B: Requirements Engineering (Technical Track) Chair(s): Yanlin Wang, Jingyu ZHANG

Yihan Liao

City University of Hong Kong

Jacky Keung

City University of Hong Kong

Hong Kong SAR China

Xiaoxue Ma

Hong Kong Metropolitan University

Hong Kong SAR China

Jingyu Zhang

City University of Hong Kong

Hong Kong SAR China

Yicheng Sun

City University of Hong Kong

Hong Kong SAR China

Time Zone

The program is currently displayed in (GMT+08:00) Beijing, Chongqing, Hong Kong, Urumqi.

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Session Program

Fri 5 Dec
Displayed time zone: Beijing, Chongqing, Hong Kong, Urumqi change

14:00 - 15:20	Session 8B: Requirements Engineering (Technical Track) Technical Track at (Session B) tulip room Chair(s): Yanlin Wang Sun Yat-sen University, Jingyu ZHANG

14:00 20m Full-paper		A Soft Prompt-Enhanced Device Knowledge Extraction Method for Embedded System Requirements Elicitation Technical Track Shengxin Zhao Inner Mongolia Normal University, Chunhui Wang , Zhiguo Liu Inner Mongolia Normal University, Tong Li Beijing University of Technology, Ye Zhai College of Computer Science and Technology,Inner Mongolia Normal University
14:20 20m Full-paper		Edge4RE: A Novel Edge-Cloud Collaborative Framework for Privacy-Preserving Automated Requirements Documentation Technical Track Ben Cheng School of Information Technology, Deakin University, Yi Wang School of Information Technology, Deakin University, Oscar Wu School of Information Technology, Deakin University, Chetan Arora Monash University, Thuong Hoang School of Information Technology, Deakin University, Xiao Liu School of Information Technology, Deakin University
14:40 20m Full-paper		MSPM: A Multi-Strategy Prompting Method for Goal-Oriented Modeling from User Stories Technical Track Yi Wang Inner Mongolia Normal University, Chunhui Wang , Ye Zhai College of Computer Science and Technology,Inner Mongolia Normal University, Tong Li Beijing University of Technology, Zhiguo Liu College of Computer Science and Technology,Inner Mongolia Normal University
15:00 20m Full-paper		PerProb: Indirectly Evaluating Memorization in Large Language Models Technical Track Yihan Liao City University of Hong Kong, Jacky Keung City University of Hong Kong, Xiaoxue Ma Hong Kong Metropolitan University, Jingyu Zhang City University of Hong Kong, Yicheng Sun City University of Hong Kong