Open-domain Quantity Queries on Web Tables: Annotation, Response, and Consensus Models

Over 40% of columns in hundreds of millions of Web tables contain numeric quantities. Tables are a richer source of structured knowledge than free text. We harness Web tables to answer queries whose t