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...I neural networks don t learn default rules for german plurals but that s okay neither do germans kate mccurdy n v e r u h y o f g d b master of science by research centre doctoral training in data school informatics university edinburgh abstract can articial to represent inectional morphology and general ize new words as human speakers some linguists have argued the numbersystemcannotbemodeledwithoutrule basedsymboliccomputation because plural marker is also least frequent they claim speaker pref erences elsewhere conditions such novel phonologically atypical nouns require representation linguistic thus cannot be learned from alone we present a dataset production rating forms note results provide at best weak support claimed status reducing its potential challenge models nonetheless observe encoder decoder while broadly success ful on this wug task show distinctive failure modes suggesting not generalize quite same manner acknowledgements work was supported part epsrc fundedbytheukeng...