?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=+Lexical+Disambiguation+Based+on+Distributed+Representations+of+Context+Frequency&rft.creator=Mayberry%2C+Marshall+R&rft.creator=Miikkulainen%2C+Dr.+Risto&rft.subject=Language&rft.subject=Neural+Nets&rft.subject=Artificial+Intelligence&rft.description=A+model+for+lexical+disambiguation+is+presented+that+is+based+on+combining+the+frequencies+of+past+contexts+of+ambiguous+words.+The+frequencies+are+encoded+in+the+word+representations+and+define+the+words'+semantics.+A+Simple+Recurrent+Network+(SRN)+parser+combines+the+context+frequencies+one+word+at+a+time%2C+always+producing+the+most+likely+interpretation+of+the+current+sentence+at+its+output.+This+disambiguation+process+is+most+striking+when+the+interpretation+involves+semantic+flipping%2C+that+is%2C+an+alternation+between+two+opposing+meanings+as+more+words+are+read+in.+The+sense+of+%60%60throwing+a+ball''+alternates+between+%60%60dance''+and+%60%60baseball''+as+indicators+such+as+the+agent%2C+location%2C+and+recipient+are+input.+The+SRN+parser++++++demonstrates+how+the+context+frequencies+are+dynamically+combined+to+determine+the+interpretation+of+such+sentences.+We+hypothesize+that+several+other+aspects+of+ambiguity+resolution+are+based+on+similar+mechanisms%2C+and+can+be+naturally+approached+from+the+distributed+connectionist+viewpoint.+&rft.publisher=Hillsdale%2C+NJ%3A+Erlbaum%2C+1994.&rft.date=1994&rft.type=Conference+Paper&rft.type=PeerReviewed&rft.format=application%2Fpdf&rft.identifier=http%3A%2F%2Fcogprints.org%2F2645%2F1%2Fmayberry.disambiguation.pdf&rft.identifier=++Mayberry%2C+Marshall+R+and+Miikkulainen%2C+Dr.+Risto++(1994)++Lexical+Disambiguation+Based+on+Distributed+Representations+of+Context+Frequency.++%5BConference+Paper%5D+++++&rft.relation=http%3A%2F%2Fcogprints.org%2F2645%2F