ACL 2018: Hybrid semi-Markov CRF for Neural Sequence Labeling (https://aclweb.org/anthology/P18-2038)

A short course on machine learning, with emphasis on sequential models. NB: it dates from 2014 and only covers HMMs and CRFs, not recurrent neural networks. Good for foundations.

Persian Name Entity Recognition tool based on ArmanPersoNERCorpus

Named-Entity Recognition in Persian Language

Training Deep Neural Networks via Direct Loss Minimization

NCRF++, a Neural Sequence Labeling Toolkit. Easy use to any sequence labeling tasks (e.g. NER, POS, Segmentation). It includes character LSTM/CNN, word LSTM/CNN and softmax/CRF components.