マルチタスク学習に向けた高品質データセット構築に関する研究
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1.Sp···h-···na··· G···ra···n ···ed···th···il···ph···fa···mi···t ···de···it··· a···ll···mm···ty
- 关键词:
- ;Community IS;Graduation ceremony;Language model;LLM;Philosophy;Retrieval-augmented generation;Scenarios generation;Small community;Speech-scenario generation;Text generations
- Ki···at···Te···ya···ki···az···ro···da···o,···iy·
- 《36···In···na···na···on···en···on···ta···e ··· E···rt···st··· A···ic···on···DE···20··》
- 2026年
- August 25, 2025 - August 27, 2025
- Ba···ok···ha···nd
- 会议
Re···rc···bo···lo···te···ge···at··· h···be···ac···el···on···te···it···he···va···me···of···rg···an···ge···de··· H···ve···ge···at··· l··· t··· t··· c···id··· t···un···e ···lo···hy···th···a ···ll···mm···ty···uc···s ···ec··· u··· i···ra···ti···ce···on··· o···om···y ···uc···ns···em···s ···ll···in···Th···ea··· i···ha···nf···at··· a···li···at··· a···t ···mi···t ···de···in···al···om···it··· a···ge···al···ex···me···li···ed···mp···d ···th··· a···t ···l-···wn···om···nt···ad···. ···s ···dy···cu··· o···ro···en···ea···s ···hi···ma···co···ni···s,···ch··· u···er···y ···co···ny···un···s.··· a··· t···en···te···ee···sc···ri···th···au···at···ll···ha···sm··· c···un···es···ni··· p···os···ie···In···is···pe···we···rg···Ha···sa···o ···ao···he···un··· o···ur···iv···it···an···xt···t ···te···s ···ta···ng···s ···lo···hi···fr···hi···ia···s,···ct···s,···d ···ob···ra···es··· c···te···qu···ti··· d···ba··· W···he···ro···e ···et··· t···en···te···ee···sc···ri···ba··· o···he···er···in··· t···e ···ng···tr···al···gm···ed···ne···io···RA···wi···th···uo···io···da···as···© ··· A···or···, ···er···cl···ve···ce··· t···pr···er···tu···Sw···er···d ···20···
...2.Tw···ta···Fi···Tu···g ···Di···gu···en···ti···wi···ma···Co···ni···Pr···ne···Le···rs···hi···op···s
- 关键词:
- Speech communication;Dialogue generations;Fine tuning;Generation method;Language model;Philosophy;Public data;Small business;Small community;Speech patterns;Two-stage fine-tuning
- Ki···at···Te···ya···ki···az···ro···da···o,···iy·
- 《27···In···na···na···on···en···on···fo···ti···In···ra···n ··· W···In···li···ce···iW···20··》
- 2026年
- December 8, 2025 - December 10, 2025
- Ma···e,···pa·
- 会议
Re···t ···an··· i···ar···la···ag···od··· (···s)···ve···ab··· t···re···ca···n ···sp···h ···te··· a···ph···so···es··· p···in··· h···or···l ···ur··· H···ve···ge···at··· d···og···th···re···ct···he···il···ph··· o···ro···en···ea···s ···sm··· c···un···es···uc···s ···nd··· o···oc···un···rs···es··· s···l ···in···es···em···s ···ha···ng···ue··· t···li···ed···ai···il··· o···ub··· d···. ···er···le··· t···ph···so···es··· s··· l···er···ft···se··· a···mp···an···du···io··· a···be···io··· f···da···ns···r ···be···of···es···om···it···. ···th···st···, ···pr···se···di···gu···en···ti···me···d ···t ···bl···th···ha···g ···a ···mi···t ···al···ad···s ···lo···hy···ro··· n···ra···on···sa···n.···ec···ca···, ···cl···if···en···ce···ef···eh··· b···he···ad···su···as···os···n ···ks··· d···ie···nt···ou···yp··· s···em···s,···ou···s,···ti···, ··· f···s.··· t··· p···or···wo···ag···in···un··· u···g ··· s···em···s ··· t···gh···to···ne···e ···lo···s ···t ···th···ly···fl··· t···le···r’···al··· a···ph···so···. ···he···th···s)···nd···ex···si···li···se··· S···ng···Na···e ···tz···an···G ···6.
...3.Pa···et···Dr··· a···ig··· f···em···sh···In···en···in···rf···Tu··· L···
- 关键词:
- ;Inference attacks;Internal parameters;Language model;Large language model;Membership inference attack;Parameter dynamics;Parameters drift;Pre-training;White box;White-box attack
- Ki···ur···Ta···o;···uk···Yu
- 《27···In···na···na···on···en···on···g ···a ···ly···s ··· K···le··· D···ov···, ···aK···25》
- 2026年
- August 25, 2025 - August 27, 2025
- Ba···ok···ha···nd
- 会议
We···op··· a···ve···hi···bo···em···sh···in···en···at···k ···A)···r ···ge···ng···e ···el···LL··· t··· l···ra··· i···rn···pa···et···dy···ic···o ···er···e ···th···a ···en···xt···mp···wa···nc···ed··· a···de··· p···tr···in···at···Pr··· M···ap···ac··· r··· p···ar··· o···np···ou···t ···av··· a···st···gl···o ···ti···is···em···ze···am···s ···m ···an···al···si···ar···t ···ee···ne···ue··· t···pr···bi···ti···at··· o···LM···ne···io···To···dr··· t··· c···le···, ···in···du···a ···ho···as···on···ra···er···if···ef···d ···th···uc···ea···is···ce···tw··· t···en···e ··· o···od···pa···et··· b···re···d ···er···nt···al···e-···in··· o··· s···le···pu···Ou···yp···es···is···at···nt···al···e-···in···in···s ···uc···in···l ···am···r ···ng··· w···e ···ee···np··· r···ir···re···r ···at···to···e ···el···ot···y,··· f··· t··· e··· s···nt···ll···im···r ···ut···ie···di···nc···ri···ma···tu···, ···bl··· m··· p···is···em···sh···in···en··· W···al···te···r ···ro··· o···ul···le···Ms···nc···in···yt··· a···LL···-2···nd···ow···at··· c···is···tl···ut···fo··· e···ti···MI···as···ne···uc···s ···-K···ro···nd···MI···li···nd···va···us···al···io···et···gs···ur···rm···, ···de···st···e ···t ···us··· o···ar···te···wi···hi···dr··· f···he···mp···es···fe···ce···cu···y,···hi···ng···at···f-···-a···re···ts··· b···hm··· d···se··· ©···e ···ho···),···de···xc···iv···ic···e ···Sp···ge···at··· S···ze···nd··· 2···.
...4.Au···at···In···uc···n ···er···on···aA···rn···ng···al···io···nd···at··· w···LL··
- 关键词:
- Iterative methods;Crowdsourcing platforms;Dataset creation;High quality;Instruction;Instruction generations;Iterative process;Language model;Large language model;Performance;Workers'
- Ta···a,···o;···uk···Yu
- 《27···In···na···na···on···en···on···fo···ti···In···ra···n ··· W···In···li···ce···iW···20··》
- 2026年
- December 8, 2025 - December 10, 2025
- Ma···e,···pa·
- 会议
On···ow···ur···g ···tf···s,···e ···li···of···ll···ed···ta···pe··· o···he···ar··· o···ns···ct···s,···t ···ue···rs···ru···e ···cr···e ···tr···io···th···ca···re···ei···wn···pl···t ···te···. ···ad···ss···is···su···we···op··· a···ve···ra···or···ha···se···wo···rg···an···ge···de···(L···) ··· C···to···nd··· E···ua··· –··· a···ma···al···ex···re···e ···ce··· p···ib···in···uc···ns···n ···s ···ra···e ···ce··· t···Cr···or···M ···er···s ···er···in···uc···n ···di···es···nd···e ···lu···r ···, ···in···s ···ro···fo···um···wo···rs···ss···es···ei···er···ma··· o··· t···, ···vi···g ···it···s ···re···ur···pe···en···sh···th···th···ex···ra···y ···ro··· i···ff···iv···or···sc···ri···hi···qu···ty···st···ti···, ···n ···th···ro···s ···s ··· s··· m···to··· i···ov···nt···si···th···es···er···mi···in···uc···n ···at···by···r ···ho···it···em···, ···ac···ve···.4···ig··· a···ra···an···.0···lo··· R··· t··· w··· g···a ···d ···in···uc···n ···at···by···re···st··· ©···e ···ho···),···de···xc···iv···ic···e ···Sp···ge···at··· S···ze···nd··· 2···.
...5.An···si···f ···av···al···ci···at··· I···rm···on···ri···Di···te···Ba··· o···ea··· A···ib···s ··· P···on···ty···ai··
- 关键词:
- Behavioral research;Social networking (online);Storms;Big five;Classifieds;Content-based;Large volumes;Personality traits;Social networking services
- Na···ot···Ak···;W···su··· K···ke···zu··· Y···um···to···ad···ko
- 《In···ma···a ···ov···a)》
- 2026年
- 49卷
- 3期
- 期刊
Du···g ···as···s,···la··· v···me··· m···ag···ar···os··· o···oc··· n···or···g ···vi··· (···).···me··· t···e ···sa··· c···ai···eh···or···fa···it···on···fo···ti··· w···h ···he···nc···ag···or···sc···ag···sp···fi···ct···s.···we···, ··· i···rp···at··· o···uc···nf···at··· d···nd···n ··· p···on···ty···ai···of···e ···iv···al···ff···ed···n ···s ···dy···e ···ot···iz···ha···ic···s’···rs···li···tr···s ···lu···e ···ir···rc···io···f ···av···al···ci···at··· i···rm···on···nd··· a···yz···he···ar···er···ic···f ···se···ff···nc··· F···si···on···ph···s,··· p···os··· m···od···r ···ra···ng···ha···ra···ac···ta···n ···or···io···ro···os···on···(f···er···Tw···er···ur··· t···oo···el···d ···as···s.···e ···ra···d ···or···io···s ···n ···ss···ed···to···ur···nt···-b···d ···eg···es···ug···t,···hi···io···en···ra···en···an···is···Fu···er···e,··· c···go···e ···iv···al···rs···li···tr···s ···o ···e ···en···ns···he···g ···e)···nd···so···ke···to···co··· t···r ··· a···se···We···en···al··· h···th···er···ti···of···ch···pe··· b···vi···l ···il···ti···in···ma···n ···ie···cc···in···o ···se···ai··· O···an···si···ev···s ···t,···ri···di···te··· t···in···pr···ti···of···ha···ra···ac···ta···n ···or···io···xh···ts···st···t ··· c···is···t ···te··· d···nd··· o···he···rs···li···tr···s ···th···ic···s.···20··· S···en···oc···y ···or···ik···Al···ig··· r···rv···
...6.An···si···fB···vi···l ···il···ti···In···ma···n ···in···yp···n ···io···as···on···ti···tt···ut··
- 关键词:
- ;Behavioral facilitation;Large amounts;SNS;Victim
- Wa···ug···Ko···e;···uk···Yu···ma···o,···da···o;···am···, ···yo
- 《13···In···na···na···ym···iu···n ···or···io···nd···mm···ca···n ···hn···gy···OI···20··》
- 2025年
- December 13, 2024 - December 15, 2024
- Da···g,···et···m
- 会议
Du···g ···is···er··· l···e ···un···f ···av···al···ci···at··· i···rm···on···F ···or···io···is···st···on···Ss···e ···e ···po··· t···me···d ···ex···ct··· a···ca···or···ng··· i···rm···on···to···ur···be···(b···vi···l ···s)···n ···s ···er···e ···ly···th···if···en··· i···ow··· i···rm···on··· r···iv···be···e,···ri··· a···af··· a···ph···, ···us··· o···he···tr···te···f ···as··· v···im···Th···re···rc···im···o ···ri···th···pp···ri··· i···rm···on···r ··· t···et···ct··· i···ac···yp···n ···io···nd···al··· t···r ···at···sh··· T···re···ts···ve···ow···if···en··· i···he···la···ns··· b···ee···he···ct···’ ···ri···es···d ···ir···rc···io···f ···in···ma···n.···Th···ut···(s···un··· e···us··· l···ns···o ···in··· N···re···ng···re···e ···. ···5.
...7.Fi···ng···eq···e ···it···al···ye···fA···li··· T··· i···RT···se···ul···ta···Le···in·
- 关键词:
- Contrastive Learning;Deep learning;Federated learning;Multi-task learning;Natural language processing systems;BERT;Deep learning;Different layers;Language processing;Learning models;Machine learning models;Machine-learning;Multitask learning;Natural language processing;Natural languages
- Ki···ur···Ta···o;···uk···Yu
- 《26···In···na···na···on···en···on···fo···ti···In···ra···n ··· W···In···li···ce···iW···20··》
- 2025年
- December 2, 2024 - December 4, 2024
- Br···sl···, ···va···
- 会议
We···nd···eq···e ···it···al···ye···of···xi···ry···sk···or···RT···se···ul···ta···le···in···Mu···-t··· l···ni···is···me···d ··· i···ov··· t···ac···ac···f ···hi···le···in···od···by···di···au···ia···ta···. ···vi··· s···ie···ro···e ···ti···sk···ar···g ···el···it···ux···ar···as···ad··· t···if···en···ay···. ··· r···ar···qu···io···s ···ch···ye···s ···ec···e ··· a···ng···xi···ry···sk···o ···ro···ac···ac···ec···e ··· a···er··· s···l ···no··· T···ai···f ···s ···dy··· t···in···de···te···di···na···ay···of···xi···ry···sk···ha···ax···ze···od···ac···ac···We···e ···ER···as···od···co···st··· o···we··· l···rs··· T···sf···er···d ···er···nt···th···ve···at···ts···ur···pe···en··· r···lt···ho···ha···ha···ng···e ···it···al···ye···f ···il···y ···ks···pr···s ···ro··· b···p ···5.···(p···lu···.0···. ···eo···, ··· f···in···su···st···at···e ···er···n ···au···ia···ta··· i··· l···rs···th···e ···n ···k’···ha···te···ti···in···as···ac···ac···© ··· A···or···, ···er···cl···ve···ce··· t···pr···er···tu···Sw···er···d ···20···
...8.A ···ho···o ···ro···Cr···so···in···ut···e ··· t···ed··· C···ul···on···st···si···Ma···ne···ar···g
- Ot···Na···Su···i,···
- Sp···ge···ci···e ··· B···ne···Me··· D···sc···nd···bH
- 2024年
- 图书
