Igiti-cy'ibitekerezo Gutekereza
Igiti-cy-Ibitekerezo kireka icyitegererezo kigashakisha inzira nyinshi zo gutekereza zibangikanye, nkamashami yigiti, aho kwiyemeza kumurongo umwe wibitekerezo.
Incamake
It can look ahead, evaluate partial solutions, and backtrack from dead ends.
Kwibira cyane
Byatangijwe na Yao n'abandi. muri 2023, Igiti-cyibitekerezo (ToT) rusange muri rusange urunigi-rwibitekerezo. Aho urunigi-rw'ibitekerezo rutanga umurongo umwe ukurikirana intambwe yo gutekereza, ToT yubaka ikibazo nkigiti: buri node nigisubizo cyigice ('igitekerezo'), kandi icyitegererezo gitanga abakandida benshi ibitekerezo bikurikira kuri buri murongo. Intambwe yo gusuzuma itandukanye itanga amanota yukuntu buri shami ritanga ikizere, hamwe nubushakashatsi bwa algorithm nkubugari-bwa mbere cyangwa ubujyakuzimu-bwa mbere gushakisha amashami yaguka nayakata. Ibi bireka icyitegererezo gishakisha nkana, reba imbere intambwe nkeya, hanyuma usubire inyuma iyo inzira isa nkaho idahwitse. ToT yamuritse kumurimo utsindira umururumba umwe wibitekerezo, uzwi cyane Umukino wa 24, aho GPT-4 hamwe numurongo-wibitekerezo byakemuye hafi 4% yibibazo ariko ToT yatumye intsinzi igera kuri 74%.
Ubushishozi
ToT ifite ibice bitatu: generator yibitekerezo itanga umukandida intambwe ikurikiraho, umugenzuzi wa leta (akenshi LLM imwe yasabwe kugereranya cyangwa gutora ibisubizo byigice nka 'sure / wenda / bidashoboka'), hamwe nuburyo bwo gushakisha (BFS, DFS, cyangwa gushakisha ibiti) bigendana nigiti. Kuberako icyitegererezo gisuzuma ibice byigice kandi kigakata amashami adakomeye, igenera kubara uturere twizewe kumwanya wibisubizo, gucuruza byongeweho bisaba ko habaho ukuri gukomeye kubibazo bikomeye.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Ejo hazaza h'igiti-cy'ibitekerezo Gutekereza
Igiti-cy'ibitekerezo kirimo guhindura uburyo bwo kubara-igihe cyo kubara gikoreshwa: aho kuba inzira imwe yimbere, sisitemu igenda ishakisha inzira zo gutekereza no guhitamo ibyiza. Akazi kazoza kagamije kwiga mugihe amashami afite agaciro kayo hejuru yikimenyetso, gukoresha ibikorwa byamahugurwa yatojwe aho kwisuzumisha byihuse, no guhuza ibiti gushakisha muburyo bwo gutekereza kugirango ibitekerezo bishoboke. Tegereza guhuza hamwe nibikoresho hamwe nugusuzuma bityo isuzuma ryishami rishingiye kubitekerezo nyabyo aho gutekereza kubitekerezo by'icyitegererezo.
Gushyira mu bikorwa Isi
Gukemura Umukino wa 24 ukoresheje amashami imibare ibiri yo guhuza mbere no gutema inzira yimibare idashobora kugera kuri 24.
Kwandika guhanga hamwe na gahunda ihamye, aho icyitegererezo gitegura imigambi myinshi, ikagisuzuma, kandi ikagura imbaraga zikomeye mbere yo kwandika prose.
Kubuza ibisubizo nka mini crosswords, aho buri jambo ryuzuye ari igitekerezo kandi amashami adahuye aratereranwa.
Imibare myinshi yimibare cyangwa igenamigambi aho icyitegererezo gishakisha ubundi buryo buringaniye hamwe nibisubira inyuma bivuye kubirenga imbogamizi.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Igiti cy'ibitekerezo
Ibibazo bikunze kubazwa
What is Tree-of-Thoughts Reasoning?
Igiti-cy-Ibitekerezo kireka icyitegererezo kigashakisha inzira nyinshi zo gutekereza zibangikanye, nkamashami yigiti, aho kwiyemeza kumurongo umwe wibitekerezo. Irashobora kureba imbere, gusuzuma ibisubizo byigice, no gusubira inyuma uhereye kumpera.
Nigute Igiti-cyibitekerezo gitandukaniye kumurongo-wibitekerezo?
Urunigi-rw'ibitekerezo rutanga umurongo umwe ukurikirana, mugihe Igiti-cy'ibitekerezo amashami munzira nyinshi z'abakandida zishobora gusuzumwa no gutemwa.
Mubiti-by-Ibitekerezo, node imwe isanzwe igereranya iki?
Buri node nigisubizo cyigice (igitekerezo), kandi icyitegererezo cyagura abakandida benshi ibitekerezo bikurikiraho kuri buri node.
Ni uruhe ruhare umugenzuzi wa leta agira mu Giti-cy'ibitekerezo?
Isuzuma, akenshi LLM imwe, igipimo cyangwa amajwi kuri leta igice (urugero, sure / wenda / bidashoboka) kugirango ishakisha rishobora kwibanda kumashami atanga icyizere.
Ku mukino wibipimo 24, ToT yarushije cyane urunigi-rwibitekerezo hafi niki gusimbuka?
GPT-4 hamwe numurongo-wibitekerezo byakemuwe hafi 4% yumukino wibisubizo 24, mugihe Igiti-cyibitekerezo cyageze kuri 74%.
Ni ubuhe buryo bwo gushakisha bukoreshwa mu kuyobora igiti gitekereza?
ToT jambo yatekereje kubyara hamwe nisuzuma hamwe nuburyo busanzwe bwo gushakisha nka BFS, DFS, cyangwa gushakisha ibiti kugirango uhitemo amashami yaguka.