2 papers
cs.CL2025
LLM Bias Detection and Mitigation through the Lens of Desired Distributions
Ingroj Shrestha, Padmini Srinivasan
Although prior work on bias mitigation has focused on promoting social equality and demographic parity, less attention has been given to aligning LLM's outputs to desired distribut…
cs.CL2025
Robust Bias Detection in MLMs and its Application to Human Trait Ratings
Ingroj Shrestha, Louis Tay, Padmini Srinivasan
There has been significant prior work using templates to study bias against demographic attributes in MLMs. However, these have limitations: they overlook random variability of tem…