SLING is a natural language frame semantic parser that uses neural networks to directly produce frame semantic representations of text without explicit intermediate linguistic structures. It includes a JIT compiler for efficient parsing, a frame store for representing knowledge graphs, and a pipeline (Wiki flow) for processing Wikidata and Wikipedia dumps. The system is designed to read and understand Wikipedia articles in multiple languages to extract and complete knowledge bases.