Igiti cy'ibitekerezo
Igiti cyibitekerezo (ToT) nuburyo bwihuse butuma icyitegererezo cyururimi gishakisha inzira nyinshi zo gutekereza muburyo bubangikanye, nkamashami yigiti, aho kwiyemeza kumurongo umwe wibitekerezo.
Incamake
It matters because it dramatically improves performance on problems that require planning, search, or backtracking.
Kwibira cyane
Urunigi rusanzwe-rwibitekerezo rwihuta rugana icyitegererezo binyuze murwego rumwe rwintambwe yo gutekereza kuva itangiye kugeza irangiye, ikora imirimo myinshi ariko ikananirwa mugihe ikosa ryambere ryarangije igisubizo cyose. Igiti cyibitekerezo, cyatangijwe nabashakashatsi bo muri Princeton na Google DeepMind mu 2023, gisubiramo ibitekerezo nko gushakisha igiti. Kuri buri ntambwe icyitegererezo gitanga 'ibitekerezo' byinshi byabakandida (intambwe yo hagati cyangwa ibisubizo byigice), isuzuma uburyo buriwese itanga ikizere, hanyuma igashakisha amashami meza kurushaho, ikareka impera zapfuye. Ibi bituma icyitegererezo kireba imbere, gereranya amahitamo, hamwe no gusubira inyuma, kwitwara cyane nkuwakemuye ikibazo nkana kuruta gukeka rimwe. Ku mirimo nkumukino wa 24, ToT yazamuye igipimo cyo gutsinda kiva kuri bike ku ijana hamwe nuruhererekane-rwibitekerezo rugera kuri 74%.
Ubushishozi
ToT ikomatanya ibintu bitatu: generator yibitekerezo itanga intambwe nyinshi zikurikira, umugenzuzi wa leta utanga amanota cyangwa ugatora kuburyo bishoboka ko buri gice cyigice gishobora gutsinda, hamwe nubushakashatsi algorithm, mubusanzwe ubugari-bwambere cyangwa ubujyakuzimu-bwambere, buhitamo amashami yaguka cyangwa gukata. Icyitegererezo ubwacyo gikora isuzuma mugusabwa kugereranya leta nk '' sure, '' ahari, 'cyangwa' bidashoboka. ' Byibanze, iyi ni impfunyapfunyo yerekana icyitegererezo, ntabwo yongera imyitozo.
Ingaruka z'Ingamba
Umuvuduko n'igipimo
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Kugera no kugera
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Ibyemezo bisobanutse
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Ejo hazaza h'igiti cy'ibitekerezo
Tegereza ibiti-byuburyo bwibiganiro byinjizwa muri sisitemu ya agent na 'gutekereza' bigenera kubara kubindi bibazo bikomeye mugihe cyo gufata umwanzuro. Ibihinduka nka Graph of Ibitekerezo byemerera inzira guhuza no gukoresha ibisubizo bigereranijwe, kandi abasesengura bize bashobora gusimbuza amanota ashingiye kubwizerwa. Inzira yagutse ni ugufata umwanzuro-wigihe cyo gushakisha nkibikoresho bifatika: koresha compte nyinshi ushakisha amashami kubibazo byinshi-bito, bitoroshye kubibazo byoroshye, uhindura umurongo hagati yo gusaba no gutegura.
Gushyira mu bikorwa Isi
Gukemura umukino wa puzzle 24, aho imibare ine igomba guhuzwa nimibare kugirango igere kuri 24, mugushakisha no gutema ibice byinshi byabakandida.
Ibikorwa byo kwandika bihanga aho icyitegererezo gitegura ibyerekezo byinshi, gusuzuma guhuza, no guteza imbere bikomeye.
Ibimenyetso by'imibare cyangwa ibibazo byinshi byijambo ryibibazo aho gusubira inyuma bivuye ku ntambwe itagira ingano ni ngombwa kugirango ugere ku gisubizo nyacyo.
Kubuza ibisubizo nka mini crosswords, aho icyitegererezo kigerageza igice cyuzuye kandi kigatererana amashami arenga kubimenyetso.
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Igiti-cy'ibitekerezo Gutekereza
Ibibazo bikunze kubazwa
What is Tree of Thoughts?
Igiti cyibitekerezo (ToT) nuburyo bwihuse butuma icyitegererezo cyururimi gishakisha inzira nyinshi zo gutekereza muburyo bubangikanye, nkamashami yigiti, aho kwiyemeza kumurongo umwe wibitekerezo. Nibyingenzi kuko bitezimbere kuburyo bugaragara imikorere yibibazo bisaba igenamigambi, gushakisha, cyangwa gusubira inyuma.
Nigute Igiti cyibitekerezo gitandukana cyane nuruhererekane rwibitekerezo?
Aho urunigi-rwibitekerezo rukurikira inzira imwe, Igiti cyibitekerezo amashami mubitekerezo byinshi byabakandida, arabisuzuma, hamwe nibisubira inyuma.
Nibihe bice bitatu bigize igiti cyibitekerezo?
ToT ihuza generator yibitekerezo byabakandida, umugenzuzi utanga amanota y'ibice, hamwe nuburyo bwo gushakisha (nka BFS cyangwa DFS) kugirango uhitemo amashami yaguka.
Ku mukino wibipimo 24, ni ikihe gisubizo kigaragara cyo gukoresha Igiti cyibitekerezo?
ToT yazamuye cyane umukino wibipimo 24 byatsinze ugereranije nurunigi-rwibitekerezo, byerekana agaciro ko gushakisha no gusubira inyuma.
Nigute sisitemu yigiti cyibitekerezo isuzuma ibisubizo byigice?
Icyitegererezo ubwacyo gikora nk'isuzuma, urebye uburyo buri nzira itanga igice kuburyo ishakisha rishobora gutema amashami adakomeye.
Ni ubuhe buryo bwo gushyira mu bikorwa Igiti cy'ibitekerezo kuri moderi iriho?
ToT itegura ubushobozi bwikitegererezo buriho binyuze mubisubizo no gushakisha; ntabwo ihindura uburemere bwibanze.