This dataset contains the pre-trained models from the publication "A note on leveraging synergy in multiple meteorological datasets with deep learning for rainfall-runoff modeling". For each input configuration, the dataset contains 10 model repetitions. Each run has a separate folder, containing the model weights, run configuration, validation and test set results. The models were trained using the code available at https://github.com/kratzert/multiple_forcing Paper reference (accepted for publication): Kratzert, F., Klotz, D., Hochreiter, S., and Nearing, G. S.: A note on leveraging synergy in multiple meteorological datasets with deep learning for rainfall-runoff modeling, Hydrol. Earth Syst. Sci. Discuss. [preprint], https://doi.org/10.5194/hess-2020-221, in review, 2020. The paper is available at https://doi.org/10.5194/hess-2020-221