Research Article

Machine Reading Comprehension-Enabled Public Service Information System: A Large-Scale Dataset and Neural Network Models

Table 4

Analysis of each MRC dataset.

DatasetQuestion styleAnswer styleCorpora sourceDataset generation method

Facebook CBTClozeFree-formChildren’s booksAutomated
MovieQANaturalFree-formMovie plotCrowdsourcing
DREAMNaturalFree-formExamCrowdsourcing
CliCRClozeFree-formBMJ case reportsAutomated
MCScriptNaturalFree-formNarrative textsCrowdsourcing
ARC-CNaturalFree-formScience questionsExperts
ARC-ENaturalFree-formScience questionsExperts
WikiQANaturalFree-formWikipediaCrowdsourcing
TQANaturalFree-formScience curriculaExperts
ProParaNaturalSpansProcess paragraphCrowdsourcing
SQUAD2.0NaturalSpansWikipediaCrowdsourcing
SQuAD1.1NaturalSpansWikipediaCrowdsourcing
Qangaroo-WSynthesisSpansPaper abstractsCrowdsourcing
Qangaroo-MSynthesisSpansWikipediaCrowdsourcing
OpenBookQANaturalFree-formElementary level science factsCrowdsourcing
C-PulseNaturalSpansPublic service informationAll three methods