Before revision:  In our research, we classify the text data using learning from positive and unlabeled data (PU learning), which is a method of weakly supervised learning.
After revision:  In our research, we separate the assessments of future economic conditions into near and distant future economic conditions using learning from positive and unlabeled data (PU learning), which is a method of weakly supervised learning.