Before revision: Crude oil price forecasting has attracted substantial attention in the field of forecasting. Recently, the research on text-based crude oil price forecasting has advanced.
After revision: Sparse and short news headlines can be arbitrary, noisy, and ambiguous, making it difficult for classic topic model LDA designed for accommodating long text to discover knowledge from them. Nonetheless, some of the existing research about text-based crude oil price forecasting has advanced.