TTR and Cognitive impairment: In conclusion, our research indicates the significance of MLU, LPR, and PCR as crucial for classification, while MLU, LPR, TTR, and PCR serve as key linguistic features for predicting cognitive impairments in Mandarin speakers with early AD.