2025
Fine-Tuned LLMs are “Time Capsules” for Tracking Societal Bias Through Books
NAACL 2025long
Books, while often rich in cultural insights, can also mirror societal biases of their eras—biases that Large Language Models (LLMs) may learn and perpetuate during training. We introduce a novel method to trace and quantify these biases using fine-tuned LLMs. We develop BookPAGE, a corpus comprisin…