Can Small-Scale Data Poisoning Exacerbate Dialect-Linked Biases in Large Language Models?

Chaymaa Abbas, Mariette Awad, Razane Tajeddine

Style-conditioned data poisoning is identified as a covert vector for amplifying sociolinguistic bias in large language models. Using small poisoned budgets that pair dialectal pro…