6 papers
Secret Leak Detection in Software Issue Reports using LLMs: A Comprehensive Evaluation
Sadif Ahmed, Md Nafiu Rahman, Zahin Wahab +2
In the digital era, accidental exposure of sensitive information such as API keys, tokens, and credentials is a growing security threat. While most prior work focuses on detecting…
IssueGuard: Real-Time Secret Leak Prevention Tool for GitHub Issue Reports
Md Nafiu Rahman, Sadif Ahmed, Zahin Wahab +2
GitHub and GitLab are widely used collaborative platforms whose issue-tracking systems contain large volumes of unstructured text, including logs, code snippets, and configuration…
LLM Assisted Coding with Metamorphic Specification Mutation Agent
Mostafijur Rahman Akhond, Gias Uddin
Metamorphic Relations (MRs) serve as a foundational mechanism for generating semantically equivalent mutations. Software engineering has advanced significantly in recent years with…
LLM For Loop Invariant Generation and Fixing: How Far Are We?
Mostafijur Rahman Akhond, Saikat Chakraborty, Gias Uddin
A loop invariant is a property of a loop that remains true before and after each execution of the loop. The identification of loop invariants is a critical step to support automate…
Applications and Challenges of Fairness APIs in Machine Learning Software
Ajoy Das, Gias Uddin, Shaiful Chowdhury +2
Machine Learning software systems are frequently used in our day-to-day lives. Some of these systems are used in various sensitive environments to make life-changing decisions. The…
Hallucination Detection in Large Language Models with Metamorphic Relations
Borui Yang, Md Afif Al Mamun, Jie M. Zhang +1
Large Language Models (LLMs) are prone to hallucinations, e.g., factually incorrect information, in their responses. These hallucinations present challenges for LLM-based applicati…