This model for Medieval Hebrew manuscripts in Ashkenazi, Italian or Sephardi bookhand was trained on the dataset published here: https://zenodo.org/record/5167263 on top of a previous generalized model. For the editorial markup for additions, deletions, linefillers and abbreviations see the article by Stökl Ben Ezra, Daniel; Brown-DeVost, Bronson; Jablonski, Pawel; Kiessling, Benjamin; Lolli, Elena; Lapin, Hayim: "BiblIA - a general model for Medieval Hebrew manuscripts and an open annotated dataset published in The 6th International Workshop on Historical Document Imaging and Processing (HIP '21) (HIP@ICDAR), Lausanne, Switzerland, September 5-6, 2021. Corresponding segmentation models can be found here: https://github.com/dstoekl/sofer_mahir This work was funded by the projects Scripta-PSL, Biblissima+ (Équipex ANR-11-EQPX-0007), Resilience (Horizon 2020 Grant Agreement 871127), the DIM STCN of the Ile-de-France and in particular Sofer Mahir.