Na moltaí is mó chabhair le haghaidh Extensions Multiple LanguageTaiscéal tuilleadh cuardaigh cosúil le Extensions Multiple Language |
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ExtensionsMultiple Language
+is+very+difficult.+Performing+language+extension+on+top+of+an+existing+MASR+is+a+desirable+choice.+In+this+study%252C+the+MASR+continual+learning+problem+is+probabilistically+decomposed+into+language+identity+prediction+(LP)+and+cross-lingual+adaptation+(XLA)+sub-problems.+Based+on+this%252C+we+propose+an+architecture-based+framework+for+language+extension+that+can+fundamentally+solve+catastrophic+forgetting%252C+debudded+as+PELE.+PELE+is+designed+to+be+parameter-efficient%252C+incrementally+incorporating+an+add-on+module+to+adapt+to+a+new+language.+Specifically%252C+different+parameter-efficient+fine-tuning+(PEFT)+modules+and+their+variants+are+explored+as+potential+candidates+to+perform+XLA.+Experiments+are+carried+out+on+5+new+languages+with+a+wide+range+of+low-resourced+data+sizes.+The+best-performing+PEFT+candidate+can+achieve+satisfactory+performance+across+all+languages+and+demonstrates+superiority+in+three+of+five+languages+over+the+continual+joint+learning+setting.+Notably%252C+PEFT+methods+focusing+on+weight+parameters+or+input+features+are+revealed+to+be+limited+in+performance%252C+showing+significantly+inferior+extension+capabilities+compared+to+inserting+a+lightweight+module+in+between+layers+such+as+an+Adapter.&cdnurl=https%3a%2f%2fbing.ai.mrmusic.cloudns.ch/th%2fth%2fid%2fR.be327c34ccdd47f48aae3dedb6c2e512%3frik%3dog4SatzvQntK5Q%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Extensions+Multiple+Language&FORM=IRPRST&ck=135CA3282B7F69823C23B59D24E8A213&selectedIndex=13&itb=0)
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