Overview
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 Kukurukurirana inzvimbo yekuvaka yehunyanzvi inobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero.
Deep Dive
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%.
Technical Insight
ToT ine zvidimbu zvitatu: jenareta rekufunga rinokurudzira nhanho dzinotevera, muongorori wehurumende (kazhinji iyo LLM inokurudzirwa kuyera kana kuvhota pane zvigadziriso se 'chokwadi / pamwe / hazvigoneke'), uye nzira yekutsvaga (BFS, DFS, kana danda kutsvaga) inofamba nemuti. Nekuti iyo modhi inoongorora matunhu uye inochekerera matavi asina kusimba, inogovera komputa kumatunhu anovimbisa enzvimbo yemhinduro, kutengesa yakawedzera inferensi inodaidzira yakanyanya kunaka pamatambudziko akaomarara.
Kubata Muti-we-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 Kukurukurirana inzvimbo yekuvaka yehunyanzvi inobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero. Kuti uvake kunzwisisa kwakadzama, bata Muti-we-Kufunga Kufunga semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura zvinogona kuitwa nehurongwa hwakavimbika kubva kune izvo zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Muti-we-Pfungwa Kukurukurirana zvinogonesa zvivakwa, data, uye sarudzo dzezvivakwa zvinopesana nekuvimbika uye mutengo. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore. Panguva imwecheteyo, Kukwirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
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.
Maitiro Ekuita
Muti-we-Pfungwa Kukurukurirana mukuita
Kugadzirisa Mutambo we24 nekubatanidza iyo nhamba mbiri dzekubatanidza yekutanga uye kuchekerera arithmetic nzira dzisingasvike 24.
Kugadzirisa Mutambo wemakumi maviri nemana nekubatanidza iyo nhamba mbiri dzekubatanidza yekutanga uye kuchekerera arithmetic nzira dzisingakwanisi kusvika makumi maviri nemana Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Muti-we-Pfungwa Kukurukurirana mukuita
Kunyora kwekugadzira nehurongwa hwakabatana, uko modhi inonyora akati wandei marongero, oaongorora, uye anowedzera yakasimba asati anyora prose.
Kunyora kwekugadzira nehurongwa hwakabatana, uko modhi inonyora akati wandei marongero, oaongorora, uye anowedzera akasimba asati anyora prose Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye tarisa zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Muti-we-Pfungwa Kukurukurirana mukuita
Constraint mapikicha senge mini crosswords, uko izwi rega rega rakazadzwa ipfungwa uye matavi asingaenderane anosiiwa.
Constraint mapikicha senge mini crosswords, uko izwi rega rega rakazadzwa ipfungwa uye asingaenderane matavi anosiiwa Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Muti-we-Pfungwa Kukurukurirana mukuita
Multi-nhanho math kana matambudziko ekuronga uko modhi inoongorora mamwe matanho epakati uye kumashure kubva kune ayo anotyora zvisungo.
Multi-nhanho math kana matambudziko ekuronga uko modhi inoongorora dzimwe nhanho dzepakati uye kumashure kubva kune izvo zvinotyora zvinomanikidza Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo nekufamba kwenguva.
Njodzi & Guardrails
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.
Implementation Roadmap
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Benchmark pasi pechokwadi mutoro uye data mamiriro.
Benchmark pasi pechokwadi mutoro uye data mamiriro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.