Study on the evolution law of performance of mid- to long-term streamflow forecasting based on data-driven models

•Evolution law of streamflow forecasting models’ performance is explored.•Prediction models’ performance first decreases and then gradually levels off.•The inclusion of teleconnection climatic factors can improve model's performance.•The randomness in streamflow can weaken the prediction ability of the models.