Count Knowledge

Extracting Entity Counts

Cont information is the relation between an entity and a set of entities that can be expressed individually, as X is an employee of Z, Y is an employee of Z or as a cardinality Z has N employeesIdentifying such information in text and knowledge bases (KBs) and linking the two variants can

  1. identify incomplete entity enumerations
  2. ground counts in representative entities
  3. identify KB inconsistencies
  4. enhance downstream tasks like search and question answering

Most research focus on numerical facts without joining the dots between numerical facts specifying cardinal information and their corresponding entity-to-entity grounding facts. Popular general-purpose KBs have limited ability to recognize such predicates. 

Class Cardinality

We  first tackle the problem of class cardinality comparison by identifying three related problems of varying informativeness and approachability.

  • Cardinality estimation
  • Proportionality etimation
  • Dominance estimation

We show how using an aggregate of different cardinality signals of different types and from different sources, we are able to better identify the bigger of two classes.


6. Shrestha Ghosh, Simon Razniewski, Gerhard Weikum. Class Cardinality Comparison as a Fermi Problem. (WWW 2023) [pdf] [poster] 

5. Shrestha Ghosh, Simon Razniewski, Gerhard Weikum. CoQEx: Entity Counts Explained. (WSDM 2023) [pdf] [poster] [video

4. Shrestha Ghosh, Simon Razniewski, Gerhard Weikum. Answering Count Questions with Structured Answers from Text. (JoWS 2022) [arxiv|journal]

3. Shrestha Ghosh, Simon Razniewski, Gerhard Weikum. Answering Count Queries with Explanations. (SIGIR 2022) [pdf] [poster] [code|data]

2. Shrestha Ghosh, Simon Razniewski, Gerhard Weikum. Uncovering Hidden Semantics of Set Information in Knowledge Bases. Journal of Web Semantics (JWS 2020) [pdf]  

1. Shrestha Ghosh, Simon Razniewski, Gerhard Weikum. CounQER: A System for Discovering and Linking Count Information in Knowledge Bases. (ESWC 2020) [pdf] [demo] [poster]


Demos and Posters

  • CoQEx: user demonstration for the entity count queries.
  • CounQER: user demonstration on our predicate alignment queries on Wikidata and DBpedia. 

Datasets and Code

  • Class cardinality comparison: [data|code]
  • Answering count queries with explanations: [data|code]