MAPLE: Metadata Conditioned LLM Pretraining for Locale-Aware Question Answering

Anjishnu Mukherjee, Ziwei Zhu, Antonios Anastasopoulos

Large language models can memorize competing locale-specific facts yet fail to select among them when the locale changes, defaulting instead to a single globally dominant answer. W…