Abstract: Systems and methods for generating knowledge graphs and text summaries from document databases are provided. In one embodiment, a system for generating knowledge graphs and text summaries includes: a device, including: a processor; and a memory containing a knowledge graph and text summary generating application, where the knowledge graph and text summary generating application directs the processor to: query a global network of biomedical relationships; construct a knowledge graph and a citation graph; apply processes to learn local context-based weights and compute summarizations; and provide results via a display.