Kwenzekeni
Abacwaningi bahlongoza Ukuzwela Kokwaziswa Okusekelwe Ekuhlanganyeleni, imethrikhi ehloselwe ukuchaza ukuthi izinguquko ezisheshayo ezicashile ziwathinta kanjani amaphethini okusebenzelana angaphakathi ahlotshaniswa nomphumela wokukhiphayo wemodeli yolimi. Ngokuyisebenzisa kuma-LLM omthombo ovulekile angu-50, babika izici ezine ezixhunywe ekuzweleni osheshayo futhi bahlonze iphethini eyabiwe ehilela ukusebenzisana kwe-oda eliphansi.
Irekhodi elinikeziwe le-arXiv likhomba iphepha lababhali abahlanu elithunyelwe ngomhla ka-19 Agasti 2026 futhi lithi lamukelwa Engqungqutheleni Yamazwe Ngamazwe Yama-43 Yokufunda Ngomshini. Iphepha likhuluma ngokuzwela okusheshayo: ababhali bachaza izimo lapho izinguquko ezisheshayo ezicashile nezingasho lutho zingaveza ukushintshashintsha kokusebenza okukhulu. I-abstract iveza lokhu njengenkinga kumamodeli wolimi amakhulu, kodwa ayinikezi izibonelo zemiyalelo ethile, imisebenzi, amamodeli, noma ukwehluleka okuphawulwe. Isitatimende sokwamukela kanye nakho konke okutholwe okubambekayo kulo mbiko izimangalo ezethulwa umthombo ohlinzekiwe; akukho siqinisekiso esizimele esifakiwe kundaba enikeziwe.
Indlela ehlongozwayo ihlola ukusebenzisana hhayi impendulo yokugcina yemodeli kuphela. Ababhali bathi bahlukanisa umphumela wokuphuma kwe-LLM ube yisethi yokusebenzisana, ukuxhumana ngakunye kumelele ubudlelwano obungaqondile obubandakanya iqembu lokuguquguquka kokufaka. Baphikisa ngokuthi ukuqhathanisa okujwayelekile kwezinga lokuphumayo kuluhlaza kakhulu ukuchaza ukuthi kungani kwenzeka ukuzwela okusheshayo. Emphumeleni wabo obikiwe, uguquko oluncane olusheshayo lungakushintsha kakhulu lokhu kusebenzisana noma ngabe imiphumela yokugcina yemodeli ihlala ifana. Bathula Ukuzwela Okusekelwe Ekuhlanganyeleni, noma i-IPS, ukuze kulinganise lezo zinguquko zokusebenzisana ngemva kokulungiswa kokwaziswa okucashile. I-abstract ayiqinisekisi ukuthi lokhu kusebenzisana kuyizilinganiso eziqondile ze-neural circuitry; iwachaza njengethuluzi lokuhlaziya elihlaziywe kahle lokuchaza ukuziphatha kokuphumayo.
Ababhali babika ukuthi basebenzisa i-IPS kuma-LLM omthombo ovulekile angama-50. Bathi izici ezine zinciphisa ukuzwela okusheshayo: ukulungiswa kahle okugadiwe, ukukhuphuka kwamamodeli amamodeli, izakhiwo eziminyene, nokufunda okumbalwa. Ngokucacile, iphepha libika indlela evamile: ngayinye yalezo zici ivame ukunciphisa ukuzwela ekusebenzelaneni kwe-oda eliphansi, okusho ukusebenzisana okubandakanya okuhlukile kokokufaka okumbalwa. Irekhodi elinikeziwe aliwahlonzi amamodeli angu-50, lichaza imisebenzi yokuhlola, licacisa ukuthi ukwaziswa kwashintshwa kanjani, noma ukunikeza imiphumela yezinombolo. Futhi ayisho ukuthi amamodeli aqhathaniswe ngaphansi kwezimo zokuqeqesha ezifanisiwe, noma izici ezine zahlukaniswa ngokuhlolwa, noma ikhodi nedatha yokuhlola iyatholakala yini.
Imininingwane yomthombo: arxiv.org ↗
Kungani kubalulekile
Ukuzwela okusheshayo kungenza kube nzima ukukhiqiza nokuhlaziya ukuziphatha kwemodeli. Ukuthola okubikiwe kwephepha kuphakamisa ukuthi izimpendulo ezifanayo zingase zifihle izinguquko ezizwakalayo ebudlelwaneni obuqhuba lezo zimpendulo, kuyilapho zinikeza uhlaka olungaba khona lokufunda ukuqina okungaphezu kokuqhathaniswa kokuphumayo.
Uma iphethini ebikiwe ibamba, iphepha lingashintsha indlela abacwaningi abahumusha ngayo ukuqina okusheshayo. Imodeli inganikeza impendulo efanayo ngaphambi nangemva koshintsho oluncane lwamagama kuyilapho incike emaphethini okusebenzelana ahluke kakhulu, ngokuya komthombo. Lokho kungasho ukuthi okukhiphayo okubukeka kuzinzile akubona ubufakazi bokuziphatha okuzinzile. Ukuze uthole ukuhlaziya, lokhu kuphakamisa umbuzo ongokoqobo: izivivinyo eziqhathanisa izimpendulo zokugcina kuphela zingase ziphuthelwe izinguquko ezibonakala ngaphansi komsebenzi ohlukile, ingxoxo ende, isibonelo esisha, noma ukuhlukahluka kokwaziswa kwakamuva. I-abstract ayibonisi ukuthi i-IPS ibikezela ukwehluleka okunjalo komfula, ukuze lokho okushiwo kusalokhu kuhlolwe.
Izinto ezine ezibikiwe zibalulekile ngoba zihlanganisa kokubili ukuqeqeshwa kanye nezakhiwo. Ukushuna kahle okugadiwe nokufunda okumbalwa kumayelana nendlela imodeli eshintshwa ngayo noma eyalwe ngayo, kuyilapho ukukhuphuka kwesikali nezakhiwo eziminyene kuthinta ukwakheka kwemodeli. Umthombo uthi zozine zivame ukunciphisa ukuzwela ekusebenzelaneni kwe-oda eliphansi, okunikeza incazelo engaba khona yokuhlanganisa kunokubonwa okune okungahlobene. Lokho kungasiza abacwaningi baphenye ukuqina ngezinga elithile kunokunemba kukonke. Nokho, akubonisi ukuthi noma iyiphi into kufanele yamukelwe iyodwa. I-abstract ayinikezi ulwazi mayelana nezindleko zokubala, ukuhwebelana kokuqeqeshwa, ukusebenza kwamanye amakhono, noma ukuthi ukunciphisa ukuzwela kokusebenzisana kwe-oda eliphansi kungadala ubuthakathaka obusha.
Umsebenzi ungase futhi uhlinzeke ngolimi lokuhlukanisa izinkinga zokuphindaphinda nephutha lemodeli evamile. Ukwaziswa okubili kungaholela ezimpendulweni ezihlukene, noma empendulweni efanayo ngamaphethini okuxhumana ahlukene; I-IPS ihloselwe ukukala uhlobo lwakamuva loshintsho kanye nolokuqala. Isilinganiso esinjalo singaba usizo ekuqhathaniseni izinguqulo zamamodeli, izifanekiso ezisheshayo, noma izinqubo zokuhlola uma sibonakala sithembekile. Imikhawulo mikhulu. Ucwaningo luhlanganisa amamodeli omthombo ovulekile we-50, futhi i-abstract ayitholi ukuthi iziphetho zayo zidlulela kumasistimu obunikazi, amamodeli e-multimodal, ukwaziswa okungezona isiNgisi, ukugeleza komsebenzi kwe-ejenti, noma izinhlelo zokusebenza eziphezulu. Umthombo awunikezi ukuphindaphinda okuzimele, ukuqhathaniswa kwebhentshimakhi yangaphandle, noma ubufakazi bokuthi i-IPS ibonisa indlela eyimbangela esikhundleni sokuhlanganisa okuchazayo.
I-Interactive Mechanism: Indlela Esebenza Ngayo Ngempela
Hlola ubuchwepheshe obuyisisekelo ngemuva kwalokhu kuthuthukiswa ngokuhlanganyela.
crm_get_transaction(id='4092').In AI, what are a model's "parameters"?
Ongakubuka ngokulandelayo
Ukuhlola okuyinhloko kuzoba ukuthi ingabe imethrikhi ibikezela ukwehluleka okubonakalayo komsebenzisi futhi iphindaphinde kuwo wonke amamodeli, imisebenzi, izilimi, nezinguquko ezisheshayo. I-abstract enikeziwe ayinikezi amagama emodeli, amasethi edatha, osayizi bomphumela, ukungaqiniseki kwezibalo, noma ubufakazi bokuthi izici ezibikiwe ziyimbangela enciphisa ukuzwela.
Iphepha eligcwele kufanele licacise ukwakhiwa nokuqinisekiswa kwe-IPS. Imininingwane ebalulekile ihlanganisa okubalulekile njengokuhlukahluka kokokufaka, ukuthi umphumela wokukhiphayo uchazwa kanjani, ukuthi ukusebenzisana kuchithwa kanjani, imaphi ama-oda okusebenzelana afakiwe, nokuthi izinguquko zihlanganiswa kanjani kumethrikhi. Abafundi kufanele futhi babheke iziphazamiso ezisheshayo kanye nomkhawulo osetshenziselwa ukubiza ushintsho ngokucashile. Ngaphandle kwaleyo mininingwane, kunzima ukwahlulela ukuthi i-IPS ikala ukuzwela okusheshayo okuvamile noma ithwebula ngokuyinhloko ukuziphatha kwedizayini ethile yokuhlola. Ukuqhathanisa namamethrikhi okugcina kanye nezinye izinyathelo zokuqina kuzobaluleka ngokukhethekile.
Ukuphindaphinda kufanele kuhlole iphethini yezici ezine ezibikiwe ngaphansi kwezimo ezilawulwayo. Umthombo awusho ukuthi yimaphi amamodeli ahlolisiswa, ukuthi isikali samamodeli salinganiswa kanjani, yiziphi izakhiwo ezibhalwe ukuthi minyene, noma ukuthi ukulungisa okugadwe kahle nokufunda ngezithombe ezimbalwa kwaqaliswa kanjani. Lezo zinqumo zingathinta umphumela. Ukulandelela okuwusizo kungahlola ukuthi ingabe ubudlelwano phakathi kokusebenzelana okunezinga eliphansi nokuzwela okusheshayo buvela kuyo yonke imindeni yamamodeli ahlukene, imisebenzi, izilimi, ubude bomongo, nezinhlobo zoshintsho lwamagama. Kungasiza futhi ukuhlukanisa imithelela yesikali, i-architecture, ukulungisa kahle, nezibonelo kunokuzithatha njengezakhiwo ezihambisanayo zamamodeli akhona. I-abstract enikeziwe ayihlinzeki ngosayizi womphumela wezibalo noma izilinganiso zokungaqiniseki, ngakho amandla nokuvumelana kwezinhlangano ezibikiwe kuhlala kungaziwa.
Umbuzo obaluleke kakhulu ukuthi ingabe i-IPS ithuthukisa ukwethembeka komhlaba wangempela. Ukuhlola okuzayo kungase kuhlole ukuthi ingabe amaphuzu aphezulu e-IPS abikezela izimpendulo ezingaguquki, ukwenqatshwa okungaphephile, amaphutha ayiqiniso, noma ukwehluleka ukusetshenziswa kwamathuluzi lapho ukwaziswa kuchazwa ngenye indlela noma kunwetshwa. Kufanele futhi bahlole ukuthi ingabe ukwehlisa ukuzwela okulinganiselwe kuthuthukisa ukuzinza okubonakalayo komsebenzisi ngaphandle kokwehlisa ukuguquguquka okusebenzisekayo. Ubufakazi mayelana nezindaba ze-computational overhead kanye: ukuxilonga okudinga ukuhlaziywa kokusebenzelana okubizayo kungase kube nzima ukukusebenzisa phakathi nokuhlolwa kwemodeli evamile. Okokugcina, ukwamukelwa kwephepha okubikiwe kwe-ICML kufanele kuhlukaniswe nokuqinisekiswa okuzimele. Irekhodi lihlonza umsebenzi njengenguqulo ye-arXiv futhi libika ukwamukelwa, kodwa umthombo onikeziwe awunikezi inguqulo yokugcina yezinqubo, ukuphindaphinda, noma ukuqinisekiswa okuvela endaweni.