Machine Reading Comprehension

GPTKB entity

Predicate	Object
gptkbp:instanceOf	Natural Language Processing Task
gptkbp:application	gptkb:insurance Education Customer Support Document Understanding Legal Tech
gptkbp:assesses	gptkb:ROUGE gptkb:BLEU Exact Match F1 Score
gptkbp:bench	gptkb:SQuAD gptkb:MS_MARCO gptkb:DuoRC RACE
gptkbp:challenge	Answering unanswerable questions Commonsense reasoning Handling ambiguous questions Reasoning over multiple sentences
gptkbp:field	gptkb:artificial_intelligence gptkb:Natural_Language_Processing
gptkbp:firstAppearance	2010s
gptkbp:goal	Answer questions based on a given text
https://www.w3.org/2000/01/rdf-schema#label	Machine Reading Comprehension
gptkbp:input	gptkb:Question Text passage
gptkbp:method	Deep Learning Transformer Models Attention Mechanisms
gptkbp:notableModel	gptkb:T5 gptkb:BERT gptkb:ALBERT gptkb:RoBERTa gptkb:XLNet
gptkbp:output	Answer
gptkbp:relatedConcept	gptkb:museum gptkb:Text_Summarization gptkb:Reading_Comprehension Closed-domain Question Answering Natural Language Understanding Open-domain Question Answering
gptkbp:relatedTo	gptkb:Machine_Learning gptkb:Question_Answering
gptkbp:usedIn	Chatbots Search Engines Virtual Assistants
gptkbp:bfsParent	gptkb:Question_Answering gptkb:MRL
gptkbp:bfsLayer	6