IFAAB audit finds GPT-4o financial-advice gaps for Indian personas
Male-labelled profiles received 60.1% higher initial resources and 46.8% higher post-advice resources than female-labelled ones.
Stories per day · 30 days
3 stories, newest first · one card per story
Stories tagged #llm-bias
The Missing Minimal Pair: Stereotype Evaluation in LLMs
Researchers propose dual minimal pairs and a mutual-information metric for more reliable LLM stereotype evaluation.
Reference-Based Bias Detection in LLMs via Relative Representations of Hidden States
Researchers propose auditing LLM bias via relative hidden-state representations, detecting bias increases with 3-50x less compute than output-level benchmarks.