Kwenzekeni
Iphepha elisha le-arXiv lethula i-IO Factory, uhlaka locwaningo lokulingisa imikhankaso yethonya enikwe amandla yi-AI njengemijikelezo yokuphila elandelekayo. Uhlelo luxhuma izenzo ze-ejenti ezihlanganisiwe kumarekhodi okudalulwa kanye nezinguquko zezethameli ezilungisiwe, okuvumela abacwaningi ukuthi baqhathanise umkhankaso osebenzayo oqhutshwa nesisekelo esifanisiwe ngaphakathi kweplathifomu elawulwayo.
Uhlaka luhlukanisa izendlalelo ezintathu ezivame ukuwa ezingxoxweni zokukhohlisa ku-inthanethi: indiza elawulayo ehlela ukuhlolwa, indiza yokulingisa lapho ama-agent asebenza endaweni yesikhulumi, kanye nendiza yokuhlola ekala ukuchayeka kanye nezinguquko zesimo. Umlayezo awubalwa njengethonya ngoba nje wakhiwe. Kufanele ibekwe, ibonakale ngaphansi kwemithetho yenkundla, ifinyelele kumuntu ovamile, iphumelele inqubo yokulinganisa emisiwe, bese iqhathaniswa nesisekelo.
Ukuqaliswa okubikiwe kusebenzisa i-Gemma 4 31B kumanodi e-H200 kulingisi abalingisi futhi kusekela ukuqinisekiswa okuqhutshwa nezakhamuzi ezingu-100,000 kanye nama-opharetha asebenzayo angu-10,000. Ubufakazi obufanisiwe bephepha buvela kumiklamo emincane enezakhamuzi ezingu-10,000 kanye neziphindaphindo ezisebenzayo ezingu-13 ezibhanqiwe. Ababhali bahlola isimo esakhiwe kabili esiqondise ukwethenjwa okwengeziwe eRussia kanye nokusekelwa kokudla izinambuzane, kanye nesimo esihlukile esiqondise ukwethenjwa okuphansi ezikhungweni zomphakathi; lezi izilungiselelo zokulingisa, hhayi ukubonwa ngabantu bangempela.
Kumklamo wokwakhiwa okubili, iphepha libika ukuphakanyiswa okuqondile okungu-0.132 ukuze kusekelwe izinambuzane ezidlayo kanye no-0.130 ngokuthembela eRussia. Esakhiweni sokwakha okukodwa, ukuthembela ezikhungweni zikahulumeni kuyehla uma kuqhathaniswa nesisekelo lapho kubikwe khona ukuphakama okushintshwe uphawu okungu-0.336. Zonke iziphetho ezintathu eziyinhloko zibalulekile ngemva kokulungiswa kwe-Holm ku-p<0.001. Ithebula elifanayo libika i-polarization enemodeli ephezulu ekusebenzeni okusebenzayo, okufaka phakathi 4.714 vs 3.865 kumklamo wokwakha okukodwa, kodwa lawo manani ahlala esikalini sesifanisi.
Ababhali baphinde babike ingxenye esebenzayo efinyelela ku-0.494 kuyo yomibili imiklamo emikhulu, okusho ukuthi cishe ingxenye yezakhamuzi ezimodelayo yayinerekhodi lokuchayeka elihilela umthombo wokusebenza kwethonya. Umsebenzi wokudlulisa umphakathi ubuphansi ngaphansi kwesilinganiso esimisiwe, ikakhulukazi kumklamo wokwakha okukodwa. Iphepha likhawula ngokuphindaphindiwe incazelo: ama-run abonisa ukuthi i-IO Factory ingakwazi ukusebenzisa futhi ilinganise ukuqagela komkhankaso omenyezelwe, hhayi ukuthi umkhankaso we-AI uzofinyelela leyo miphumela endaweni yangempela noma inani labantu.
Imininingwane yomthombo: IO Factory research paper on arXiv ↗
Kungani kubalulekile
Umnikelo ongokoqobo uwumzila wokucwaninga wemodeli yosongo engenakuqondwa ngokuthunyelwe okukodwa. Inikeza abavikeli indlela yokuhlola ukuthi ukusebenzisana, ukubonakala kwenkundla, ukuchayeka, nokulinganisa izethameli kusebenzisana kanjani ngaphambi kokuphatha iphethini yokwenziwa njengobufakazi bethonya langempela.
Amamodeli akhiqizayo angenza imilayezo ibe ishibhile, ishelele, futhi yenziwe ngendlela efanele, kodwa umthamo womlayezo uwodwa awukusunguli ukukholisa. Umthombo wokuthembana, ukuphindaphinda, isimo senhlalo, izinkolelo zangaphambili, kanye nendlela umuntu ahlangabezana ngayo nesimangalo kulo lonke udaba. I-IO Factory yenza lokho kucatshangelwa kucace njengezingxenye zomjikelezo wempilo, ukuze umcwaningi abone ukuthi yisiphi isigaba esishintshile phakathi kokugijima okusebenzayo kanye nesisekelo esikhundleni sokuthi wonke umehluko uhambisane nemodeli yolimi.
Leso sakhiwo singathuthukisa izivivinyo zokuzivikela. Inkundla, umqaphi wokhetho, iqembu lezithakazelo zomphakathi, noma ithimba lezokuphepha lingashintsha inani lama-ejenti ahlanganisiwe, isikhathi sezenzo zabo, imithetho yokubonakala, noma iphoyinti lokungenela, bese lihlola amarekhodi avelayo. Inani alisona isibikezelo esivela kubantu benganekwane. Yindawo ekwazi ukukhiqizwa kabusha yokubuza ukuthi yiziphi izimpawu ezibonakalayo, yiziphi izilinganiso ezingekho, nokuthi indlela ehlongoziwe yokuthola noma ukungqubuzana ingase ibe nomthelela kanjani endleleni yomkhankaso.
Ukuhlukaniswa kwephepha kwesenzo ebufakazini kubaluleke kakhulu ekuhlaziyeni isigameko. Iqoqo lemilayezo efanayo lingase libe uphawu, kodwa ubufakazi obuqinile bungaxhuma ama-akhawunti, izenzo, izindlela zokuchayeka, nokuzivumelanisa nezimo ngokuhamba kwesikhathi. Isifanisi esilawulwayo singasiza abacwaningi baklame lawo marekhodi futhi baqhathanise izindlela zokuthola. Ingase futhi iveze lapho umhloli ekala umsebenzi noma ukuzethemba kwejaji eliyimodeli kunoshintsho ezinkolelweni zezithameli.
Kunesivikelo sentshisekelo yomphakathi ekugcineni umngcele ubonakala. I-Russia ebikiwe, ukusekela izinambuzane, kanye nezimo zokwethenjwa kwesikhungo kuyizinto ezilungisekayo ezikhethelwe ukuhlolwa. Akuyona imiphumela yenhlolovo, okutholwe kwezobunhloli, noma ubufakazi bokuthi abantu bakhohlisiwe. Ukuphatha okuphumayo kwesilingisi njengesigameko somhlaba wangempela kungadala uhlobo oluhlukile lwengcuphe yolwazi: ukuboniswa kokwenziwa kungase kwenziwe iphutha njengobufakazi obumayelana nezwe, umphakathi, noma ukhetho.
I-Interactive Mechanism: Indlela Esebenza Ngayo Ngempela
Hlola ubuchwepheshe obuyisisekelo ngemuva kwalokhu kuthuthukiswa ngokuhlanganyela.
crm_get_transaction(id='4092').What is 'specification gaming' in AI systems?
Ongakubuka ngokulandelayo
Ubufakazi obulandelayo kufanele buxhumanise isifanisi ekubonweni okuqoqwe ngokuziphatha, buhlole ukuthi izilinganiso zaso ziyasinda yini kumodeli nezinguquko zenkundla, futhi bubonise ukuthi abavikeli bangasebenzisa kanjani umkhondo wokuhlola ngaphandle kokuguqula okuphumayo kokwenziwa kube izinsolo.
Abacwaningi abazimele kufanele bakhiqize kabusha imiklamo efanisiwe enamamodeli ezilimi ahlukene, izinqubomgomo zabalingisi, amajeneretha abantu, kanye nezakhiwo zenethiwekhi. Iphepha lamanje lisebenzisa ukucushwa kwemodeli eyodwa ekusebenzeni kwalo okubikiwe futhi limemezela imithetho eminingi yokulingisa. Ukuhlaziywa kokuzwela kufanele kubonise ukuthi yiziphi iziphetho eziqhubekayo lapho ikhwalithi yomlayezo, ukwethembeka komthombo, imikhawulo yokuchayeka, kanye noshintsho lokuziphatha kwe-relay, esikhundleni sokuthatha ukuthi ipharamitha eyodwa imelela impilo ye-inthanethi.
Ukulinganisa ngokumelene nokubhekwa kwangempela kuyisinyathelo esinzima. Idatha yenkambu yezimiso ezinhle ingase ihlanganise izinyathelo zomphakathi, ezivunyelwe, noma ezigcina ubumfihlo zokufinyelela nokusebenzisana, kodwa leyo datha ngeke iveze ngokuzenzakalelayo ushintsho lwenkolelo. Umsebenzi wesikhathi esizayo kufanele uqhathanise imicimbi yenkundla nezinyathelo eziqinisekisiwe zesayensi yezenhlalo, udalule ukungaqiniseki, futhi uhlukanise lokho isifanisi esingakukhiqiza kabusha kulokho esikwenza kubonakale kuzwakala. Amajaji asekelwe kumamodeli kufanele ahlale engamathuluzi okulinganisa okufanele acwaningwe, hhayi esikhundleni seqiniso eliyisisekelo.
Abavikeli kufanele futhi bahlole imikhankaso eguquguqukayo kanye nokungenelela kokuzivikela. Leli phepha lichaza ukuhlela, ukuchayeka, ukulinganisa, nokuzivumelanisa nezimo, nokho isitha sangempela singashintsha isikhathi, ubunikazi bomthombo, ulimi, noma indlela yokusebenzisana ngemva kokufunda lokho okugadwayo. Ukuhlola okuwusizo kungaqhathanisa ukungqubuzana, ukugawulwa kwemithi, ukutholwa kokuziphatha okuhlanganyelwe, nokubuyekezwa komuntu kuyilapho kulinganiswa ukuhle okungamanga kanye nemiphumela yesibambiso kubasebenzisi abavamile.
Okokugcina, ukusetshenziswa ngendlela efanele kudinga izilawuli ezizungeze uhlaka ngokwalo. Indawo yeqembu elibomvu kufanele igcine izimo zilinganiselwe, igweme ukukhomba abantu bangempela, ivikele noma iyiphi idatha exhunyiwe, futhi ibhale ukuthi ama-synthetic agents nokuqukethwe okukhiqizwayo kuhlukaniswa kanjani nezinkundla zomphakathi. Kuze kufike ukuqinisekiswa kwangaphandle, i-IO Factory iqondwa kangcono njengocwaningo olusobala kanye nethuluzi eliyisibonelo sokusongela: elibalulekile ekuhloleni okucatshangwayo, elinganele ukufuna ukukholisa komhlaba wangempela noma isigameko sangempela.