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SotA/Natural Language Processing/Natural Language Understanding

Natural Language Understanding

29 benchmarks1978 papers

Natural Language Understanding is an important field of Natural Language Processing which contains various tasks such as text classification, natural language inference and story comprehension. Applications enabled by natural language understanding range from question answering to automated reasoning.

Source: Find a Reasonable Ending for Stories: Does Logic Relation Help the Story Cloze Test?

Benchmarks

Natural Language Understanding on PDP60

Accuracy

Natural Language Understanding on STREUSLE

Full F1 (Preps)Role F1 (Preps)Function F1 (Preps)Tags (Full) Acc

Natural Language Understanding on LexGLUE

CaseHOLDECtHR Task AECtHR Task BSCOTUSEUR-LEXLEDGARUNFAIR-ToS

Natural Language Understanding on DialoGLUE fewshot

AverageBanking77 (Acc)CLINC150 (Acc)HWU64 (Acc)Restaurant8k (F-1)DSTC8 (F-1)TOP (EM)MultiWOZ (Joint Goal Acc)

Natural Language Understanding on DialoGLUE full

AverageBanking77 (Acc)CLINC150 (Acc)HWU64 (Acc)Restaurant8k (F-1)DSTC8 (F-1)TOP (EM)MultiWOZ (Joint Goal Acc)

Natural Language Understanding on GLUE

Average