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README.md

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-**Knowledgator Engineering LTD** is a Life Sciences data analytics software company.\
+**Knowledgator** is an open-source ML research company focused on advancing the information extraction field.\
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-The main product is a sophisticated search system for scientific articles, patents, clinical trials, and other academic and industry documents, Knowledgator. It accurately finds documents by understanding the natural language of queries instead of searching by keywords. Our team developed a huge knowledge graph to search for relations between biological entities in scientific literature. So users can find evidence of interaction between genes, proteins, diseases, and other entities in exact sources or even accurately predict unexplored relations and get proofs (sets of articles). Apart from that KEL also offers APIs for news classification and automated knowledge extraction from textual data. Technologies behind Knowledgator are unique and indispensable. Users can search for information much faster and automatically process it with the knowledge extraction tool.
+**Research:** reinventing encoder architecture to benefit anyone who is looking for efficient open-source information extraction models\
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