2 papers
cs.CL2026
From a River in Gilead to the Inference Distributions of Large Language Models: Covert Dialect Bias and Linguistic Profiling at Scale
Chowdhury Mohammad Abdullah, Rita Orji
Large language models (LLMs) are increasingly deployed in high-stakes domains such as housing screening. While alignment techniques mitigate explicit racial bias in generated text,…
cs.CL2024
On the Reliability of Large Language Models to Misinformed and Demographically-Informed Prompts
Toluwani Aremu, Oluwakemi Akinwehinmi, Chukwuemeka Nwagu +4
We investigate and observe the behaviour and performance of Large Language Model (LLM)-backed chatbots in addressing misinformed prompts and questions with demographic information…