Large Language Model (LLM) Bias Index -- LLMBI

Understand

The Large Language Model Bias Index (LLMBI) is a pioneering approach designed to quantify and address biases inherent in large language models (LLMs), such as GPT-4.

• We recognise the increasing prevalence and impact of LLMs across diverse sectors.
• This research introduces a novel metric, LLMBI, to systematically measure and mitigate biases potentially skewing model responses.
• We formulated LLMBI using a composite scoring system incorporating multiple dimensions of bias, including but not limited to age, gender, and racial biases.