Isihlahla-semicabango Ukubonisana
I-Tree-of-Thiughts ivumela imodeli ukuthi ihlole izindlela eziningi zokucabanga ngokuhambisana, njengamagatsha esihlahla, esikhundleni sokuzibophezela emgqeni owodwa womcabango.
Uhlolojikelele
It can look ahead, evaluate partial solutions, and backtrack from dead ends.
I-Deep Dive
Yethulwe ngu-Yao et al. ngo-2023, i-Tree-of-Thiughts (ToT) yenza ngokujwayelekile uchungechunge lokucabanga. Lapho uchungechunge lokucabanga lukhiqiza ukulandelana okukodwa komugqa kwezinyathelo zokucabanga, i-ToT ihlela inkinga njengesihlahla: inodi ngayinye iyisixazululo esiyingxenye ('umcabango'), futhi imodeli ikhiqiza imicabango embalwa elandelayo evela kukhandidethi ngayinye. Isinyathelo esihlukile sokuhlola sibonisa ukuthi igatsha ngalinye lithembisa kangakanani, futhi i-algorithm yokusesha efana nobubanzi-kuqala noma ukusesha okujulile kuqala inquma ukuthi imaphi amagatsha okufanele anwetshwe nokuthi yimaphi okufanele athenwe. Lokhu kuvumela imodeli ukuthi ihlole ngamabomu, ibheke phambili izinyathelo ezimbalwa, futhi ihlehle lapho indlela ibonakala ingathembisi. I-ToT yakhanya emisebenzini ehlula ukucabanga ngendlela eyodwa okuhahayo, okudume kakhulu i-Game of 24, lapho i-GPT-4 enochungechunge lwemicabango ixazulule cishe u-4% wamaphazili kodwa i-ToT yaphusha impumelelo yaba ngu-74%.
I-Technical Insight
I-ToT inezicucu ezintathu: ijeneretha yomcabango ehlongoza ikhandidethi izinyathelo ezilandelayo, umhloli wezwe (ngokuvamile i-LLM efanayo eyalwa ukuba ilinganisele noma ivotele ezixazululweni eziyingxenye ngokuthi 'kuqinisekile / mhlawumbe / akunakwenzeka'), kanye nenqubo yokusesha (i-BFS, i-DFS, noma ukusesha kwe-beam) ezulazula esihlahleni. Ngenxa yokuthi imodeli ihlola izingxenye ezithile zezifunda futhi ithene amagatsha abuthakathaka, ihlukanisela izifunda ezithembisayo zendawo yesixazululo, ukuhweba okucatshangwayo okwengeziwe kufuna ukunemba okuphezulu kakhulu ezinkingeni ezinzima.
I-Strategic Impact
Izindleko kanye nesabelomali
Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka.
Izinqumo ezicacile
Imfundo yobuchwepheshe isiza amaqembu ukuthi akhethe isitaki esifanele, hhayi nje esisha.
Ukulawulwa kwekhwalithi
Izinketho ezingcono zobunjiniyela zinciphisa izehlakalo ezinokwethenjelwa ekukhiqizeni.
Ikusasa Lomuthi-wemicabango Ukubonisana
I-Tree-of-Thiughts ithonya indlela ikhompuyutha yesikhathi sokucabanga esetshenziswa ngayo: esikhundleni sokudlula okukodwa okukhulu, amasistimu aya ngokuya acinga izindlela zokucabanga futhi akhethe okungcono kakhulu. Umsebenzi wesikhathi esizayo uhlose ukufunda lapho i-branching ibiza izindleko zayo zethokheni ephezulu, ukusebenzisa imisebenzi yenani eliqeqeshiwe esikhundleni sokuzihlola okusekelwe ngokushesha, kanye nokugoqa ukusesha kwesihlahla kumamodeli okucabanga ukuze ukuxoxisana kusebenze kahle. Lindela ukuhlanganiswa okuqinile ngamathuluzi neziqinisekiso ukuze ukuhlola kwegatsha kuncike empendulweni yangempela esikhundleni sokuqagela kwemodeli.
Ukuqaliswa Komhlaba Wangempela
Ukuxazulula i-Game of 24 ngokuhlanganisa izinombolo ezimbili ukuze kuhlanganiswe kuqala nokuthena izindlela ze-arithmetic ezingakwazi ukufinyelela ku-24.
Ukubhala ngobuciko okunohlelo olubumbene, lapho imodeli idweba khona imidwebo yesakhiwo esithile, izihlole, futhi andise eziqine kakhulu ngaphambi kokubhala iphrozi.
Amaphazili okucindezela afana namagama amancane, lapho igama ngalinye eligcwalisiwe liwumcabango futhi amagatsha angahambelani alahlwa.
Izibalo zezinyathelo eziningi noma izinkinga zokuhlela lapho imodeli ihlola ezinye izinyathelo eziphakathi nendawo nezihlehla kusukela kulezo ezephula imingcele.
Izingozi & Guardrails
Ukuthuthukisa ibhentshimakhi eyodwa kungafihla ubuthakathaka obubanzi besistimu.
Izindleko zengqalasizinda nezokulungisa zivame ukubukelwa phansi.
Izikhala zokuphepha nokubonakala zingakhula njengoba izinhlelo ziba nzima kakhulu.
Ukuqalisa Umhlahlandlela
Chaza ukubambezeleka, ikhwalithi, nezindleko ezihlosiwe ngaphambi kokuqaliswa.
Ibhentshimakhi ngaphansi komthwalo wangempela nezimo zedatha.
Ukuqapha amathuluzi amaphutha, ukukhukhuleka, nomthelela wabasebenzisi.
Lungiselela izindlela zokuhlehlisa nezigameko ngaphambi kokukala.
Qhubeka Uhlole
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Umhlahlandlela olandelayo
Isihlahla Semicabango
Imibuzo evame ukubuzwa
What is Tree-of-Thoughts Reasoning?
I-Tree-of-Thiughts ivumela imodeli ukuthi ihlole izindlela eziningi zokucabanga ngokuhambisana, njengamagatsha esihlahla, esikhundleni sokuzibophezela emgqeni owodwa womcabango. Ingabheka phambili, ihlole izixazululo ezingaphelele, iphinde ihlehlele emuva emikhawulweni efile.
Ingabe i-Tree-of-Thiughts ihluke kanjani ekugqugquzeleni kochungechunge lokucabanga?
I-Chain-of-thought ikhiqiza ukulandelana komugqa owodwa, kuyilapho i-Tree-of-Thiughts igxila ezindleleni eziningi zekhandidethi ezingahlolwa futhi zithenwe.
Ku-Tree-of-Thiughts, i-node eyodwa imelela ini ngokujwayelekile?
I-node ngayinye iyisixazululo esiyingxenye (umcabango), futhi imodeli inweba imicabango embalwa elandelayo evela ku-node ngayinye.
Iyiphi indima edlalwa umhloli wombuso ku-Tree-of-Thiughts?
Umhloli, ngokuvamile i-LLM efanayo, izilinganiso noma amavoti ezifundazweni ezingaphelele (isb., ngokuqinisekile/mhlawumbe/akunakwenzeka) ukuze ukusesha kugxile emagatsheni athembisayo.
Ebhentshini Lomdlalo wama-24, i-ToT iphumelele ngendlela emangalisayo uchungechunge lokucabanga cishe ngokugxuma okunjani?
I-GPT-4 enochungechunge lwemicabango ixazululwe cishe ku-4% wegeyimu yamaphazili angu-24, kuyilapho i-Tree-of-Thiughts ifinyelele cishe ku-74%.
Imaphi amasu okusesha avame ukusetshenziswa ukuze uzulazule esihlahleni sokucabanga?
I-ToT ibhanqa ukukhiqizwa komcabango nokuhlola ngezinqubo zokusesha zakudala ezifana ne-BFS, i-DFS, noma ukusesha kwe-beam ukuze kunqunywe ukuthi imaphi amagatsha azonwetshwa.