Divide-and-Conquer Reasoning for Enhancing Large Language Model Performance on Multi-choice Question Answering

Divide the dataset into subsets based on confidence score and employ a specialized Filter Choices based Reasoning (FCR) method to improve performance on the low confidence subset, achieving an optimal balance between cost and accuracy.