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SlovNet is a Python library for deep-learning based NLP modeling for Russian language. Library is integrated with other Natasha projects: large NER corpus and compact Russian embeddings. SlovNet provides high quality practical model for Russian NER, it is 1-2% worse than current BERT SOTA by DeepPavlov but 60 times smaller in size (~30 MB) and works fast on CPU (~30 news articles/sec), see evaluation section for more.