Chii chaitika
Vatsvakurudzi vakaongorora kana mhando dzemitauro dzinoziva pavanenge vachiedzwa uye kana kuziva ikoko kunogona kukanganisa maitiro avo. Pakati pemamodheru matanhatu kubva kumhuri ina nemasaizi matatu, vakaongorora emukati activation mapatani, modhi zvinobuda, uye mhedzisiro yekufambisa iwo ma activation.
Pepa racho rinodaidza chiitiko ichi "evaluation awareness": chimiro chemutauro chinoreva kuti chiri kuongororwa uye chinoisa mhinduro yayo pane icho chirevo. Vanyori vanoongorora mibvunzo mitatu yakasiyana. Chekutanga, ruzivo rwune chekuita nekuongorora runogona kucheneswa kubva munzvimbo yemodhi yemukati yekumisikidza? Chechipiri, iyo modhi inotaura here kuziva ikoko mumatokeni ayo akagadzirwa, sekuongororwa nemutongi weLLM-based? Chechitatu, kuchinja kwakakodzera kwemukati gwara kunogona kushandura matauriro emodhi? Kupatsanura uku kunokosha nekuti modhi inogona kunge iine ruzivo mukati pasina kuitaura zvakananga.
Vatsvaguri vanoshuma kuti ruzivo rwekuongorora rwaive rwakatsetseka kubva kune dzakasara hova dzemodhi yega yega yavakaedza, iine nzvimbo yakanakisa pasi peanogamuchira anoshanda maitiro curve inosvika 0.7. Iyo abstract haipi iyo yakazara-yemuenzaniso mibairo, iyo chaiyo yekumisikidza yekuongorora, kana yekutanga kuenzanisa, saka musoro weAUROC haufanirwe kubatwa senzira yekuona yepasirese. Chidzidzo ichi zvakare chinoshuma kuti hukama pakati pezvimiriri zvemukati uye mhinduro dzemazwi dzakasiyana zvakanyanya pamamodheru, maseru, uye sarudzo dzekuverenga. Kuwirirana uye ruzivo rwekuwirirana kwanga kusiri nzero mune mamwe marongero, asi isiri yakasimba nguva dzose.
Kune yakavhurika-cheki yeOlmo modhi, vanyori vakaongorora ruzivo rwekuongorora mukati mekudzidziswa. Vanoshuma kuti chiratidzo chaive chatovepo mumhando dzepasi, chakava chakasimba panguva yekutariswa zvakanaka-tuning, uye ndokuramba yakagadzikana. Mhedzisiro yekutungamira yaive yakasiyana: vanyori vanoti kutungamira kwakawedzera kutaurwa pamatanho anoteedzana ekudzidzisa. Vanoshuma zvakare kuti kutungamira nenzira dzakatorwa kubva kumaprobes kwakachinja zvibodzwa zvekutaura. Migumisiro iyi inotsanangura kushamwaridzana uye kupindira mukati mekugadzirisa kwekuedza kwekudzidza; iyo abstract hairatidze kuti mamodheru ainyengedza nemaune, kuti akaziva imwe bhenji nemazita, kana kuti mhedzisiro inotamisa isina kuchinjika kune yakatumirwa masisitimu.
Nei zvichikosha
Zvakawanikwa zvinopikisa fungidziro yekuti maitiro emuenzaniso panguva yebhenji anofanotaura maitiro ayo kunze kwekuyedzwa. Kana mamodheru achigona kumiririra mamiriro ekuongorora pasina kuataura nguva dzose, ongororo-chete inogona kupotsa chikamu chakakosha chekuti vanopindura sei pakuongororwa.
Kugona kweAI uye kuongororwa kwekuchengetedza kunowanzo kuvimba nemhinduro dzakacherechedzwa sehumbowo hwekuti modhi inogona kuita sei kana kuti ichaita sei. Yambiro yepakati pechidzidzo ndechekuti chirevo ichi chinogona kunge chisina kukwana kana modhi yaona mamiriro ekuongorora. Mhinduro yebhenji inogona kuzoratidza zvese basa uye mhinduro yemuenzaniso pakuedzwa. Izvo hazvikonzerese mabhenji ega, asi zvinopa zano kuti dhizaini yekuongorora ingangoda kufunga kuti bvunzo iri kuratidza maitiro akajairwa here kana maitiro akaiswa pakuongorora.
Musiyano uripo pakati pekumiririra nekutaura unonyanya kukosha pakuongorora. Bepa rinoshuma kuti masaini emukati uye mhinduro dzakataurwa dzakangoenderana. Saka modhi inogona kutaura kuti haicherechedze ongororo ichiri kutakura chiratidziro chine chekuita nekuongorora, kana kuti inogona kuratidza ruzivo munzira dzinoenderana nerakasarudzwa rakasarudzwa kana kuverenga. Sezvineiwo, mhinduro yemuromo inotongwa sekuziva haisi humbowo hwemukati wakagadzikana maitiro. Kubata tsananguro dzemuenzaniso kana kuzvitaura sehumbowo hwakazara kunogona kupotsa gaka iri.
Mhedzisiro inotungamira inowedzera chinokonzeresa chikamu kune gakava rebepa: kushandura gwara rakatorwa neprobe rakashandura zvibodzwa zvekutaura muzvirongwa zvakaedzwa. Izvi zvinogona kuzivisa ramangwana rekutarisa nekududzira tsvakiridzo, kusanganisira kuedza kuenzanisa kuti ndeapi mamodheru anomiririra nezvaanotaura. Izvo zvakakosha zvinoramba zvakaganhurirwa. Chidzidzo chacho hachiratidzi kuti kutungamira kunogona kudzora zviito zvinokuvadza, kunzvenga gadziriso yekugadzira, kana kuenzanisa mhuri dzese dzemhando. Zvinoratidza kuti sei masisitimu ekuongorora achigona kubatsirika kubva kumhando dzakawanda dzehumbowo pane kungovimba nemhinduro dzekupedzisira kana kuzvitaura.
Interactive Mechanism: Iyo Inonyatsoshanda
Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.
crm_get_transaction(id='4092').Which component of an AI application is the machine-learning model itself?
Zvekutarisa zvinotevera
Iro bepa ndere preprint uye rinoshuma kuyedza kwakadzorwa kwete humbowo kubva kune akaiswa masisitimu. Basa rekutevera rinofanirwa kuyedza mamwe mamodheru, magadzirirwo ekuongorora, uye mamiriro epasirese, uye inofanirwa kuona kana masaini aonekwa achifanotaura shanduko ine musoro mukuchengetedzeka kana kugona maitiro.
Mubvunzo uripo kudzokorora. Chidzidzo ichi chinobata modhi nhanhatu, mhuri ina dzemhando, uye saizi nhatu, asi iyo abstract haizivise ese kana kutsanangura kugoverwa kuzere kwemhedzisiro. Vatsvakurudzi vakazvimiririra vanofanira kuyedza kana chiratidzo chinodhika chinoramba chiri pasi pekurudziro dzakasiyana, mhando dzebasa, mitauro, sampling marongero, uye vaongorori. Vanofanirawo kuenzanisa mamodheru akadzidziswa zvakajeka kuraira kunotevera kana kuchengetedzeka nemabhesi uye akavhurika-cheki masisitimu.
Mubvunzo wechipiri ndewe kukosha kwekufanotaura. Kuona chinomiririra hakuna kufanana nekuratidza kuti inoshandura mhedzisiro sarudzo. Zvidzidzo zvekutevera zvinofanirwa kubvunza kana masaini ekuongorora-yekuzivisa achifanotaura misiyano inoyerika mukuramba maitiro, kugona zvibodzwa, kutevedzera mutemo, kana kushandisa turusi, uye kuti misiyano iyoyo inooneka kunze kwekukurudzira kwerabhoritari. Vanofanirawo kuona kuti kangani maprobes anoburitsa manyepo, mafambiro akagadzikana sei mhodzi dzisina kujairika nenzvimbo dzekutarisa, uye kuti kuongorora kunogona kuitwa here pasina kuvimba nefungidziro imwe chete iri kuyedzwa.
Mhedzisiro yenhanho yekudzidziswa inofanirwa kunyatsoongororwa. Iyo bepa rinoshuma kuti ruzivo rwekuongorora rwuripo mumamodhi eOlmo, inowedzera panguva yakatariswa-tuning, uye inoramba yakagadzikana mushure, nepo kutungamira mhedzisiro inokura mumatanho. Iyo nzira inogona kuratidza shanduko mumienzaniso yakadzidzwa, maitiro ekutevera mirairo, kana maprobe chaiwo uye mabasa anoshandiswa; iyo abstract hairatidze kuti ndeipi tsananguro yakarurama. Iro bepa zvakare kuendesa arXiv, saka zvarinoda zvinofanirwa kubatwa sekutanga kusvika zvaburitswa uye nekuongororwa kuburikidza nekuongorora kwevezera. Zvinoreva zvisingazivikanwe zvinosanganisira kana izvo zvakawanikwa zvinoshanda kune dzakavharwa modhi, multimodal masisitimu, agent deployments, kana kuchengetedza-yakakosha kuongororwa.