Nhungamiro yehunyanzvi
Muti-we-Pfungwa Kukurukurirana
Muti-we-Pfungwa unoita kuti modhi iongorore nzira dzakawanda dzekufunga dzakafanana, sematavi emuti, pane kuzvipira kune imwe mutsara wepfungwa.
Teerera kugwaro iriAI-yakarondedzerwa · ~2 min
Pa peji ino2 min verenga
Pfupiso
Inogona kutarisa kumberi, kuongorora zvigadziriso zvishoma, uye kumashure kubva kumagumo akafa.
Kudzika Kwakadzika
Yakaunzwa naYao et al. muna 2023, Muti-we-Pfungwa (ToT) inokonzeresa ketani-ye-kufunga kukurudzira. Iko ketani-ye-yekufunga inoburitsa mutsara mutsetse wenhanho dzekufunga, ToT inogadzira dambudziko semuti: imwe neimwe node mhinduro isina kukwana ('pfungwa'), uye modhi inogadzira akati wandei anotevera pfungwa kubva pane imwe neimwe node. Imwe nhanho yekuongorora yakasiyana inotaridza kuti bazi rega rega rinovimbisa sei, uye algorithm yekutsvaga senge hupamhi-yekutanga kana kudzika-yekutanga kutsvaga inosarudza kuti ndeapi mapazi ekuwedzera uye ekuchekerera. Izvi zvinoita kuti modhi iongorore nemaune, tarisa kumberi nhanho shoma, uye kudzoka shure kana nzira ichiita seisina kuvimbisa. ToT yaipenya pamabasa anokunda makaro enzira imwe chete kufunga, kunyanya Mutambo wemakumi maviri nemana, uko GPT-4 ine cheni-ye-mufungo yakagadziriswa ingangoita 4% yemapuzzle asi ToT yakasundidzira budiriro kusvika 74%.
Kuitwa muNyika yeChokwadi
Kugadzirisa Mutambo we24 nekubatanidza iyo nhamba mbiri dzekubatanidza yekutanga uye kuchekerera arithmetic nzira dzisingasvike 24.
Kunyora kwekugadzira nehurongwa hwakabatana, uko modhi inonyora akati wandei marongero, oaongorora, uye anowedzera yakasimba asati anyora prose.
Constraint mapikicha senge mini crosswords, uko izwi rega rega rakazadzwa ipfungwa uye matavi asingaenderane anosiiwa.
Multi-nhanho math kana matambudziko ekuronga uko modhi inoongorora mamwe matanho epakati uye kumashure kubva kune ayo anotyora zvisungo.
Ramangwana reMuti-we-Pfungwa Kukurukurirana
Muti-we-Pfungwa uri kupesvedzera kuti inference-time compute inoshandiswa sei: pane imwe hombe yekupfuura, masisitimu anowedzera kutsvaga nzira dzekufunga uye kutora zvakanakisa. Basa remangwana rine chinangwa chekudzidza kana branching ichikodzera mutengo wayo wakakwira, kushandisa yakadzidziswa kukosha mabasa pane kukurumidza-kwakavakirwa-kuzviongorora, uye kupeta kutsvaga kwemuti mumienzaniso yekufunga kuitira kuti kufunga kuite zvakanyanya. Tarisira kubatanidzwa kwakasimba nematurusi uye maverifiers kuitira kuti kuongororwa kwebazi kutsamira pamhinduro chaiyo kwete kufungidzira kwemuenzaniso.
Kuzvishandisa
Nei zvichikosha
- Mutengo uye bhajeti. Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
- Sarudzo dzakajeka. Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
- Kudzora kwemhando yepamusoro. Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.
Chenjera
- Kugadzirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba.
- Infrastructure uye mari yekugadzirisa inowanzotarisirwa pasi.
- Chengetedzo uye kucherechedzwa mapundu anogona kukura sezvo masisitimu anowedzera kuoma.
Matanho anotevera
- Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
- Benchmark pasi pechokwadi mutoro uye data mamiriro.
- Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
- Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.
Ramba Uchiongorora
Tsamba yemahara
Tora iyo yemazuva ese AI pfupiso
Nhatu dzakasimbiswa dzeAI nyaya mangwanani ega ega pakati pevhiki, dzakanyorwa neChirungu chakajeka. Yemahara zvachose, hapana ads.
Imwe email zuva rega rega revhiki. Bvisa kunyoresa kamwe chete. Hatimbotengese kana kugovera kero yako.
Zviedze iwe pachako
Take the Tree-of-Thoughts Reasoning quiz
Mhinduro yepakarepo pamhinduro yega yega, uye chitupa chinogovaniswa chine ID inobatika kana wapedza kosi.
Tsigira dzidzo yemahara yeAI. AI Understanding ndeye 501(c)(3) isingabatsiri - hapana ads, hapana paywall, zvachose. Ita chipo
Mibvunzo inowanzo bvunzwa
Chii chinonzi Tree-of-Pfungwa Kukurukurirana?
Muti-we-Pfungwa unoita kuti modhi iongorore nzira dzakawanda dzekufunga dzakafanana, sematavi emuti, pane kuzvipira kune imwe mutsara wepfungwa. Inogona kutarisa kumberi, kuongorora zvigadziriso zvishoma, uye kumashure kubva kumagumo akafa.
Muti-we-Pfungwa unosiyana sei neketani-ye-kufunga kukurudzira?
Chain-ye-kufunga inoburitsa imwechete mutsara kutevedzana, nepo Muti-we-Pfungwa matavi munzira dzakawanda dzevamiriri dzinogona kuongororwa nekuchekererwa.
MuMuti-we-Pfungwa, node imwechete inomiririra chii?
Imwe neimwe node mhinduro isina kukwana (mufungo), uye modhi inowedzera akati wandei anotevera pfungwa kubva pane imwe neimwe node.
Ndeipi basa rinoitwa nemuongorori wehurumende muMuti-we-Pfungwa?
Muongorori, kazhinji akafanana LLM, mareti kana mavhoti pamatunhu asina kukwana (semuenzaniso, chokwadi/zvichida/hazvigoneki) saka kutsvaga kutarise pamapazi anovimbisa.
PaMutambo we24 bhenji, ToT yakakunda zvinoshamisa cheni-ye-yekufunga zvingangoita nekusvetuka kupi?
GPT-4 ine cheni-ye-pfungwa yakagadziriswa yakatenderedza 4% yeMutambo wemapuzzle makumi maviri nemana, nepo Muti-we-Pfungwa wakasvika 74%.
Ndedzipi nzira dzekutsvaga dzinowanzo shandiswa kufambisa muti wepfungwa?
ToT inobatanidza chizvarwa chekufunga uye ongororo nemaitiro ekare ekutsvaga seBFS, DFS, kana kutsvaga kwebeam kusarudza kuti ndeapi mapazi ekuwedzera.
Ramba uchidzidza
Mazano anoenderana
Mamwe madhairekitori akasarudzirwa nyaya iyi