Zvishoma-kune-Zvikuru Kukurudzira
Zvishoma-kune-Zvikuru zvinokurudzira zvinotyora dambudziko rakaoma munhevedzano yezvipingamupinyi zviri nyore, kuzvigadzirisa kuitira kuti mhinduro yega yega inodyisa inotevera.
Pfupiso
It matters because it lets models tackle questions far harder than the examples they were shown.
Kudzika Kwakadzika
Kukurudzira-kune-Kunyanya, kwakaunzwa naZhou nevamwe vaaishanda navo pa Google muna 2022, ine matanho maviri. Chekutanga, modhi inokurudzirwa kuti iparadze mubvunzo wakaoma kuita rondedzero yezvinyorwa zviri nyore. Chechipiri, inogadzirisa mibvunzo iyoyo imwe panguva, ichiisa mhinduro yega yega kumamiriro ezvinhu kuitira kuti nhanho dzepashure dzivakire pane dzekutanga. Izvi zvinosiyana neketani-ye-pfungwa, iyo inokonzeresa mukupasa kumwe chete pasina kuora kwakajeka. Mhedzisiro yemusoro yaive yakasimba nyore-kune-yakaoma generalization: paSCAN compositional-generalization benchmark, zvishoma-kusvika-zvizhinji zvinokurudzira zvakagadzirisa ruzhinji rwemirairo refu kunyangwe mienzaniso yekukurumidza yaive mipfupi, apo mwero cheni-ye-pfungwa yakakundikana zvakanyanya.
Technical Insight
Simba rinobva mukuparadzanisa kuronga kubva pakuitwa. Decomposition inoburitsa inotsamira-yakarongedzerwa cheni kuitira kuti subproblem N inongotsamira pane subproblems akatogadziriswa. Mhinduro yega yega yakagadziriswa inobatanidzwa mukumhanya, ichipa modhi mhedzisiro yainoda pane kuikumbira kuti ibate zvese mukusvetuka kumwe. Izvi zvinodzikisira kufunga nhanho yega yega inofanirwa kuita, ndosaka mamodheru achiuya kune zvinoiswa zvakareba uye zvakaoma kupfuura chero ratidziro imwe chete.
Strategic Impact
Kumhanya uye chiyero
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana.
Svika uye svika
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana.
Sarudzo dzakajeka
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora.
Ramangwana reZvishoma-ku-Kunyanya Kukurudzira
Zvishoma-kune-Mazhinji mazano zvino anotsigira akawanda ejenti uye anoronga zvivakwa zvinopatsanura zvibodzwa kuita akaodha subtasks asati aita. Tarisira mahybrids ane maturusi ekushandisa, apo mubvunzo wega wega unogona kuburitsa karukureta, kutsvaga, kana kufona kwekodhi, uye nekuzvimiririra kune dzimwe mhinduro dzakasimba. Tsvagiridzo iri kuongororawo kuparara kweotomatiki kunogadzirisa kudzika kune dambudziko, uye nekuisanganisa nekuona kuti mhinduro diki isiriyo yepakutanga haishatise chinyararire cheni yese yakadzika.
Real-World Implementation
Kugadzirisa dambudziko rezwi rematanho akawanda nekutanga kunyora huwandu hwekuverengera, wobva waaisa muhurongwa.
Mutauro wekubatanidza mabasa sekushandura mirairo mirefu kuita nhanho dzechiito kubva mumienzaniso mipfupi
Kupindura mubvunzo wakaoma wekutsvagisa nekuutyora kuita mibvunzo midiki ine mhinduro dzinosangana mumhinduro yekupedzisira
Kunyora chirongwa nekuchiisa mumabasa emubatsiri anogadziriswa rimwe panguva, rimwe nerimwe richishandiswa zvakare nematanho anotevera.
Njodzi & Guardrails
Chokwadi chehuroyi chinogona kupinda chinyararire mishumo, kuyerera kwetsigiro, kana tsvakiridzo.
Kunzwa nekukasira kunogona kugadzira mhedzisiro isingaenderane pane zvikumbiro zvakafanana.
Sensitive text data inogona kuburitswa kana zvidhiraivho zvisina kusimba.
Implementation Roadmap
Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva.
Ramba Uchiongorora
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Gaidhi rinotevera
Ronga-uye-Kugadzirisa Kukurudzira
Mibvunzo inowanzo bvunzwa
What is Least-to-Most Prompting?
Zvishoma-kune-Zvikuru zvinokurudzira zvinotyora dambudziko rakaoma munhevedzano yezvipingamupinyi zviri nyore, kuzvigadzirisa kuitira kuti mhinduro yega yega inodyisa inotevera. Izvo zvine basa nekuti zvinoita kuti mamodheru atore mibvunzo zvakanyanya kuoma kupfuura mienzaniso yaakaratidzwa.
Ndeapi matanho makuru maviri eIno-ku-Kunyanya-kukurudzira?
Inotanga yapwanya dambudziko kuita seti yakarongedzerwa yezvinyorwa zviri nyore, yozogadzirisa imwe neimwe mukutevedzana.
Ko Zvishoma-ku-Zvizhinji zvinosiyana sei kubva kune yakajairwa ketani-ye-yekufunga kukurudzira?
Chain-of-pfungwa zvikonzero mune imwe pass; zvishoma-kusvika-zvizhinji zvinoora zviripachena uye nemaketani emhinduro pamwe chete.
Ndeupi hunyanzvi hwakaratidzwa Zvishoma-kune-Zvikuru pane iyo SCAN bhenji?
Yakagadzirisa mirairo refu yekunyora kunyangwe ichingoona mienzaniso mipfupi, ichiratidza zviri nyore-kune-zvakaoma generalization.
Sei kurongeka kwemibvunzo kunokosha?
Matambudziko akarongwa saka rimwe nerimwe rinotsamira pane zvakambogadziriswa, zvichiita kuti mhinduro dzivake nemazvo.
Mhinduro dzepakati dzinoshandiswa sei panguva yekugadzirisa?
Imwe neimwe yakagadziriswa subanswer inowedzerwa kune inomhanya kukurumidza kuitira kuti anotevera matanho ave nemhedzisiro yavanoda.