Byagenze bite
Abashakashatsi berekanye ATHENA, ubumenyi-bushingiye ku bumenyi bwa agentic neural Architecture uburyo bwo gushakisha uburyo bwa bushingiye kuri elegitoroniki-ubuzima-bwanditse. Sisitemu yashizweho kugirango igabanye imbaraga zintoki nigiciro cyo kubara cyo guhitamo imiterere yububiko kubikorwa byo guhanura ivuriro.
Inyandiko ya arXiv isobanura ATHENA, mugufi kuri "Kwimura abakozi mu bitaro kugirango EHR ishakishe imyubakire ya EHR." Intego yacyo ni ishingiye kumyandikire yubuzima bwa elegitoroniki, aho abashakashatsi bagomba guhitamo muburyo bwububiko bwo guhanura amavuriro. Abanditsi bashiraho uburyo busanzwe bwububiko bwubushakashatsi buhenze kuko ibishushanyo mbonera byabakandida birashobora gusaba amahugurwa akomeye, mugihe guhuza intoki bishobora gukora cyane kandi ntibishobora kwimurwa neza hagati yibitaro cyangwa imirimo. Urwego rero rwerekanwe nkuburyo bwo gushakisha guhitamo mubishushanyo mbonera, ntabwo ari uburyo bushya bwo kuvura cyangwa nk'ikimenyetso cyerekana ko imyubakire runaka igomba gukoreshwa ku isi hose. Kugereranya byatangajwe bijyanye nuburyo bwo gushakisha mubihe byubushakashatsi byavuzwe.
ATHENA ibanza gukora supernet yo kugabana ibiro byateganijwe rimwe kuri buri bitaro. Ubwubatsi bw'abakandida burashobora guhita butangizwa nkibikorwa bya subnetworks hanyuma bigasuzumwa hifashishijwe neza, aho gutozwa kwigenga kuva mbere. Igishushanyo kigamije gukora igereranya ryubwubatsi ryagereranijwe ridahenze. Inkomoko ntabwo itanga igihe cyamahugurwa yibanze, ibyangombwa bisabwa, cyangwa kuzigama umutungo mubisobanuro byayo, kuburyo ingano ifatika yo kugabanuka ikomeza kutamenyekana.
Urwego rukoresha kandi ibice bibiri byambukiranya ibitaro mbere. Igice kimwe kigarura ibikorwa-byubaka byubaka ingero ziva kumurongo ukoresheje ibisobanuro byabashinzwe. Ibindi bigereranya ingaruka zubwubatsi binyuze muri SHAP ishingiye kuri meta-regression. Izo priors zitangwa mubikorwa byinshi-bigizwe nururimi-rwicyitegererezo cyo gushakisha, nacyo cyakira ibitekerezo byemeza ibitaro bigenewe. Hafi yimirimo itandatu yo guhanura amavuriro hamwe na sisitemu ebyiri zubuzima zigenga, abanditsi bavuga ko ATHENA yahuje cyangwa yarushije ibyingenzi bine-byubaka-gushakisha ibice 9 muri 12 byo gusuzuma ibitaro-byakozwe mugihe bigarukira ku ngengo y’imari yo gushakisha 30. Bavuga kandi ko bahisemo imyubakire ihamye mu bushakashatsi bwakozwe inshuro nyinshi. Ibi nibisabwa bivuye kumurongo umwe wa arXiv, kandi igice cyakomotseho ntigaragaza ibitaro, imirimo, ibishushanyo mbonera, indangagaciro zuzuye, cyangwa imibare idashidikanywaho.
Ibisobanuro birambuye: arxiv.org ↗
Impamvu ari ngombwa
Inzira ikemura ikibazo gifatika mubuvuzi AI: ubwubatsi bw'icyitegererezo bukora neza kumurimo umwe cyangwa ibitaro ntibishobora kuba amahitamo meza kubindi. Gukoresha ubumenyi bwububiko mubigo bishobora gutuma iterambere ryikitegererezo rirushaho gukora neza, ariko isoko ntisobanura inyungu zubuvuzi cyangwa ubushake bwo kohereza.
Ubushakashatsi burakenewe kuko guhitamo ubwubatsi bishobora guhindura imikorere nigiciro cyibikorwa bya sisitemu ya AI ivura. Ibitaro bikunze gutandukana mubantu babarwayi babo, imyitozo ya code, imiterere yinyandiko, nintego zo guhanura. Uburyo bwo gushakisha bushobora gukoresha amakuru kuva kurubuga rwambere mugihe ukomeje kwemeza amahitamo kurubuga rwateganijwe bishobora kugabanya igeragezwa ryikoporora kandi bigatanga ubundi buryo butunganijwe bwo kwishingikiriza kumaboko yose.
Icyifuzo cya ATHENA ntabwo aricyo gusa LLM yitabira gushakisha icyitegererezo. Ihuza uburemere bwarazwe, kwimura ibitaro, kwimura urwego-isesengura, hamwe no kwemeza ibitekerezo mubikorwa bimwe. Ihuriro rishobora kuba ingirakamaro kumakipe akeneye kugereranya amahitamo menshi yububiko munsi yingengo yimibare ihamye. Ibisubizo byatangajwe 9-kuri-12 byerekana inyungu zishoboka mugice cyageragejwe, mugihe amakuru yatangajwe mugushakisha inshuro nyinshi bishobora kuba ngombwa kubyara: uburyo bwo guhitamo inshuro nyinshi ibishushanyo bisa birashobora koroha kugenzura no gukora kuruta ibyo guhitamo bitandukanye cyane.
Ibimenyetso ntabwo byerekana ko ATHENA itezimbere ubuvuzi, ihindura ibyemezo byubuvuzi, cyangwa ikora neza mubuzima bwubuzima. Inkomoko itanga icyitegererezo-isuzuma, ntabwo ari ibizamini byamavuriro cyangwa ibisubizo byoherejwe. Ntabwo ishyiraho kandi ko kwimura ubumenyi bwububiko bubungabunga imikorere yitsinda ridahagarariwe, sisitemu zinyandiko zitandukanye, cyangwa ibitaro bifite amakuru make. Kuberako inkomoko ari arXiv yoherejwe, ibisubizo byayo bigomba gufatwa nkibibanziriza kugeza bigenzuwe byigenga. Kode rusange isaba irashobora gufasha kubyara, ariko inyandiko yinkomoko yatanzwe hano ntabwo itanga umurongo wububiko cyangwa ibisobanuro bihagije byo gushyira mubikorwa kugirango harebwe uburyo byoroshye abandi bashobora kubyara ubushakashatsi.
Uburyo bukoreshwa: Uburyo bukora
Shakisha ikoranabuhanga ryihishe inyuma yiri terambere.
crm_get_transaction(id='4092').An agent must create a draft calendar event for Tuesday at 2 p.m. Which evidence would establish the requested result?
Ibyo kureba
Ibibazo nyamukuru ni ukumenya niba inyungu za ATHENA zishobora kubaho kwigana kwigenga, ibitaro byagutse no gupima imirimo, hamwe no kugenzura cyane amakuru no gutandukanya inzego. Akazi kazoza kagomba kandi gusobanura uburyo guhitamo imyubakire bigira ingaruka mubyukuri, kalibrasi, kurenganura, kwihererana, ibisabwa kubara, no gufata ibyemezo byubuvuzi.
Kwigana bigomba kuba ikizamini cya mbere. Amakipe yigenga azakenera gukoresha ATHENA mubitaro byinyongera nimirimo, abigereranye ningengo yimishinga ishakisha ihuye neza, kandi amenye niba inyungu zavuzwe ziva mubushakashatsi bwakorewe abakozi, supernet yo kugabana ibiro, ibitaro byambukiranya mbere, cyangwa guhuriza hamwe. Ibisubizo bigomba kubamo ibipimo byerekana neza no gushidikanya aho kubara gusa isuzuma uburyo bumwe bwahuye cyangwa burenze ubundi.
Uburyo bwo kwimura nabwo bukwiye gukurikiranwa hafi. Gukoresha ingero zububiko zivuye mubitaro bishobora kuba ingirakamaro, ariko agaciro k'izo ngero karashobora guterwa nuburyo abasobanuzi b'imirimo bafata itandukaniro hagati yinzego. Abashakashatsi bagomba gutanga raporo mugihe abimuwe bananiwe, niba bashobora kubogama kubishushanyo mbonera bikwiranye numuturage umwe, nuburyo sisitemu ikemura impinduka muri code, kuboneka kwamakuru, cyangwa mubikorwa byubuvuzi. Ibibazo byerekeye ubuzima bwite n’imiyoborere nabyo ni ngombwa niba incamake yubwubatsi cyangwa amakuru yimikorere yimuka mubigo, kabone niyo inyandiko zo murwego rwabarwayi zitabikora.
Hanyuma, isuzuma rifatika rigomba kurenga imikorere iteganijwe. Ingamba zingenzi zo gukurikirana zirimo kalibrasi, imyitwarire yitsinda, gukomera kubitabo byabuze cyangwa byahinduwe, igiciro cyo gushakisha, gukoresha ingufu, hamwe nuburinganire bwububiko bwatoranijwe mugihe. Inkomoko ntivuga niba ATHENA yarakoreshejwe mubikorwa byubuvuzi, yakiriye isuzuma ryamabwiriza, cyangwa yatanze ibyifuzo by-abarwayi. Kugeza ubwo ibyo bibazo bisubijwe, umwanzuro ushyigikiwe cyane ni uko impapuro zitanga kandi zigasuzuma mbere na mbere uburyo bunoze bwo gushakisha imiterere ya EHR yubatswe.