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QA over KG

Xanh Ho edited this page Jul 9, 2020 · 30 revisions

QA over KG

List of Logical Forms:

  • Lambda calculus
  • Lambda DCS
  • SPARQL

Notes:

  • Hybrid: Use both structured and unstructured data
  • ATM: Amazon Mechanical Turk
  • Single: single-hop/simple question
  • Multi: multi-hop/complex/compositional question
  • Inter_Q: intermediary question
Year Dataset #hops Size Source Web/Paper Query Data Infor Note Created by
2018 ComplexWebQuestions multi 34,689 WebQuestionsSP web, paper SPARQL Question + Query + Ans Hybrid ATM
2017 LC-QuAD multi 5,000 DBpedia paper SPARQL Question + Query + Inter_Q crowdsourcing
2017 ComplexQuestions multi 150 Freebase paper Use for testing human annotator
2015 QALD-5 single 468 DBpedia paper SPARQL Question + Query + Ans Multilingual, Hybrid manually
2013 WEBQUESTIONS single 5,810 Freebase paper list of descriptions Question + query + URL query is text ATM
2013 FREE917 single 917 Freebase paper Lambda calculus Question + Query 2 native speakers
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