FinBen-FiNER-ORD is a financial named entity recognition (NER) dataset adapted from FiNER-ORD (Shah et al., 2023b). The dataset is designed for training and evaluating large language models (LLMs) on financial text entity recognition tasks. The dataset includes necessary label columns and instructions to enhance its usability for LLM-based training and evaluation.