2 papers
cs.SE2025
Bias Testing and Mitigation in Black Box LLMs using Metamorphic Relations
Sina Salimian, Gias Uddin, Sumon Biswas +1
The widespread deployment of Large Language Models (LLMs) has intensified concerns about subtle social biases embedded in their outputs. Existing guardrails often fail when faced w…
cs.CL2025
PCS: Perceived Confidence Scoring of Black Box LLMs with Metamorphic Relations
Sina Salimian, Gias Uddin, Shaina Raza +1
Zero-shot LLMs are now also used for textual classification tasks, e.g., sentiment and bias detection in a sentence or article. However, their performance can be suboptimal in such…