Kwenzekeni
Iphepha elithunyelwe ku-arXiv ngo-Aug. 25 lihlola ukuthi ama-ejenti angamamodeli wolimi anxenxa kanjani amasistimu anenethiwekhi, anama-ejenti amaningi. I-testbed yayo elawulwayo ihlanganisa izisekelo ezine ze-LLM, izakhiwo zamagrafu ezinhlanu kanye nezitatimende zenqubomgomo ezingama-55. Ababhali babika ukuthi ukuncenga kuyahlukahluka nge-topology yenethiwekhi, ukuncintisana, isihloko kanye nesimo sangaphambili semodeli ngayinye.
Umthombo uchaza ukuncenga phakathi kwama-ejenti angamamodeli amakhulu njengekhono elibaluleke kakhulu kodwa elilinganiselwe. Ababhali bakhe indawo yokuhlola elawulwayo lapho amanye ama-ejenti ayengabagqugquzeli abaqondiswe kumgomo futhi abanye babengathola, badlulisele noma baphendule ulwazi. Amanethiwekhi abesekelwe ku-real-world ego-network topology, ngokusho kwe-abstract, kodwa umthombo onikezwe lapha awuchazi ukwakhiwa kwegrafu okunembile noma iphrothokholi yokusebenzisana.
Kuwo wonke ama-backbones we-LLM amane, amagrafu amahlanu kanye nezitatimende zenqubomgomo ezingama-55, iphepha libika ukuthi amandla okukholisa ancike ezintweni ezimbalwa ezisebenzisanayo. Lokhu kufaka phakathi i-topology yenethiwekhi, noma ngabe ama-agent ayeqhudelana, isihloko okuxoxwa ngaso kanye nezinkolelo zangaphambili noma ukuthambekela kwemodeli. I-abstract ayinikezi amagama emodeli ngayinye, inani lama-ejenti ekusebenzeni ngakunye, noma amasayizi omthelela wokuqhathanisa alezo zici.
Ababhali babika ukuthi ukuchayeka okuqondile kwakuyisibikezelo esithembekile soshintsho lwesimo emzuliswaneni olandelayo wokugijima okuncintisanayo. Imilayezo edluliswa ontanga ibe nomthelela omncane kodwa olinganisekayo. Lokhu okutholakele kwethulwa njengobufakazi bokuthi ama-ejenti angabelwe ukukholisa asengadlulisela amandla athonyayo ngenethiwekhi, ngisho nalapho esebenza njengabalamuli kunokuba abe umthombo wangempela wengxabano.
Leli phepha liphinde libike ngegebe phakathi kwalokho okuhleliwe yi-ejenti, abakushoyo nalokho okutholakele. Amasu ahleliwe abonakala ngokwengxenye kuphela emilayezweni ekhishiwe, izinqumo zezenzo zingahluka kokuqukethwe komlayezo, futhi abakhohlisi abavamile ukusho ngokusobala ukushintsha kwesimo okutholwe uphenyo lwabacwaningi. I-abstract ayicacisi ukuthi ama-probes alinganisa kanjani isimo esicashile noma esiceliwe, nokuthi abacwaningi baqinisekise kanjani lezo zilinganiso.
Imininingwane yomthombo: arxiv.org ↗
Kungani kubalulekile
Ucwaningo luphakamisa ukuthi umlayezo obonakalayo we-ejenti ungase ungavezi ngokugcwele ukuthi isimo sawo esiyisisekelo sishintshile noma ngubani osithonye. Lokho kubalulekile kumasistimu lapho ama-ejenti aphikisana khona, axhumanise ucwaningo, alingisa abasebenzisi noma axhumanise ulwazi, ngoba umthelela ungasabalala ngama-ejenti angazange abelwe ukuncenga.
Udaba olusebenzayo ukubonwa. Ekushintshaneni kwe-chatbot eyodwa, umbuyekezi angase ahlole umbhalo futhi ahlulele ukuthi uqukethe impikiswano ehehayo yini. Kusistimu enama-ejenti amaningi, noma kunjalo, ithonya linganqwabelana kuyo yonke imizuliswano nezindlela. Imodeli ingase ishintshe impendulo yayo ngemva kokuchayeka okuqondile, ngemva kokuzwa ukudluliselwa komunye umenzeli, noma ngemva kokukhetha isenzo esingaluvezi ngokucacile ushintsho emlayezweni wayo obhaliwe.
Lowo mehluko ungase ube nomthelela ekwakhiweni nasekucwaningweni kwezinhlelo ze-ejenti ezisetshenziselwa izinkulumo-mpikiswano, ukudidiyela ucwaningo, ukulingisa komsebenzisi kanye nokulamula kolwazi. Uma ukuhlola kuqopha umbhalo wokugcina kuphela, kungase kuphuthelwe ukuthi iyiphi i-ejenti eyethule isimangalo esinamandla, yibaphi abasebenzeli abasikhulisayo, kanye nokuthi isenzo sokugcina sibonise yini ushintsho olungazange lwamukelwe ngokusobala. Ngakho-ke ingxabano yephepha imayelana nokulinganisa nokuziphendulela esikhundleni sesimangalo sokuthi izinhlelo ezisetshenzisiwe sezivele zidala isigameko esithile somphakathi.
Iqhaza elibikiwe le-topology liphinde lisebenze ekwakhiweni kwesistimu. Ukuhlelwa kwama-ejenti kunquma ukuthi ubani ongabona ukuthi yimiphi imilayezo nokuthi ulwazi lungahamba kanjani. Uma isakhiwo senethiwekhi sishintsha imiphumela yokuncenga, ukungeza ama-ejenti noma ukushintsha izixhumanisi zabo zokuxhumana kungashintsha ukuziphatha ngisho noma amamodeli ayisisekelo kanye nemiyalelo kuhlala kunjalo. Umthombo awuqinisekisi ukuthi iyiphi i-topology ephephe kakhulu noma imelana kakhulu nokukhohlisa.
Okutholiwe kwethulwa njengezimangalo zocwaningo ezivela ku-arXiv, hhayi njengobufakazi obuzimele obuqinisekisiwe bokukholisa umhlaba wangempela. I-abstract ayinikezi ulwazi mayelana nokubuyekezwa kontanga, ukuqinisekiswa komuntu, izimo zokuthunyelwa noma ukuqina kwezinguquko zokuma okuphawuliwe. Abafundi kufanele baphathe umsebenzi njengesiqondiso sokuhlola esihlongozwayo esisekelwa ukuhlola okubikiwe, hhayi njengesilinganiso sokuthi abantu noma amasistimu okukhiqiza e-AI aziphatha kanjani.
I-Interactive Mechanism: Indlela Esebenza Ngayo Ngempela
Hlola ubuchwepheshe obuyisisekelo ngemuva kwalokhu kuthuthukiswa ngokuhlanganyela.
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?
Ongakubuka ngokulandelayo
Leli phepha lidinga ukuhlolwa okuhlanganisa ukuphenya kwezinkolelo, ukuvela kokuchayeka kanye namalogi ezenzo. Okungaziwa okubalulekile kufaka phakathi ubunikazi nezinguqulo zamamodeli ahloliwe, usayizi nokwakheka kwamanethiwekhi, amandla nokuphikelela kwezinguquko ezibikiwe zokuma, kanye nokuthi ingabe okutholiwe kudluliselwa kumasistimu asetshenzisiwe noma ababambiqhaza abangabantu.
Ababhali batusa ukuhlola ukukholisa njengenqubo ye-trajectory- kanye nezinga lokuchayeka. Lokho kungadinga ukugcina i-akhawunti yalokho umenzeli ngamunye ahlangabezane nakho, lapho ehlangabezane nakho nokuthi yimaphi amanye ama-ejenti adlulisele ulwazi. Ukuvela kokuchayeka kungasiza ukuhlukanisa ithonya eliqondile ethonyeni elidluliselwa ontanga abambalwa, kuyilapho amalogi esenzo angabonisa ukuthi ingabe umenzeli wenze ngendlela ehlukile ngisho nalapho umbhalo wawo ungadalulanga ukuma okushintshile.
Uphenyo ngezinkolelo ngenye indawo okufanele uyibuke. I-abstract ithi abagqugquzeli abavamile ukusho ukushintsha kwesimo okutholiwe, okusho ukuthi ukuhlolwa kombhalo okuvamile kungase kubukele phansi ukunyakaza. Umsebenzi wesikhathi esizayo uzodinga ukuthola ukuthi ingabe lezi ziphenyi zilinganisa ushintsho olunenjongo lwangaphakathi noma lokuziphatha, ukuthi izinze kangakanani imiphumela kuyo yonke imiyalo namamodeli, nokuthi ingabe ama-probe ngokwawo angakwazi ukuhlanekezela ukusebenzisana.
Umthombo ushiya uvuliwe ukuthi umphumela obikiwe uncike kangakanani ku-testbed. Iphepha lisebenzisa izitatimende zenqubomgomo kanye nezakhiwo zegrafu ezisekelwe kumanethiwekhi omhlaba wangempela, kodwa i-abstract ayisho ukuthi izitatimende bezibucayi kwezepolitiki, bezinzima kangakanani, noma ukuthi izikhundla zokuqala zama-ejenti zabelwe kanjani. Futhi ayibiki ubukhulu bemiphumela eqondile nedluliselwe kontanga noma ukuthi izinguquko ziphikelele ngalé komjikelezo olandelayo.
Ubufakazi obengeziwe buzodingeka ngaphambi kokusebenzisa okutholakele ekuthunyelweni okuphezulu. Ukuhlola okuwusizo kokulandelela kuzohlola amanethiwekhi amakhulu nasebenza isikhathi eside, imindeni yamamodeli ahlukene, imiyalelo ehlukahlukene nokufinyelela kwamathuluzi, nokusebenzisana okubandakanya abantu. Kuze kube yilapho leyo miphumela isitholakala, isifundo esingokoqobo esicacile esivela emthonjeni ukuthi ukucwaninga kwama-ejenti amaningi kufanele kulondoloze imilando yokuchayeka kwemilayezo kanye nokulandela izenzo eceleni kwemiphumela yokugcina.