Overview
Analogical uye Nhanho-Kumashure ichiita kuti ese ari maviri anotungamira modhi kufunga padanho repamusoro kutanga: kurudziro yekufananidza yave kurangarira matambudziko akagadziriswa akafanana, nepo nhanho-kumashure inotora iyo musimboti wepasipo usati wabata zvakati. Izvo zvine basa nekuti abstraction kazhinji inorova diving yakananga mune zvakadzama.
Analogical uye Nhanho-Kumashure Kukurudzira chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kurongedza, uye kushandura zvinyorwa uye kutaura pamwero.
Deep Dive
Aya ndiwo maviri ane hukama Google-matsvakiridzo kubva 2023 ekuvandudza kufunga. Analogical kukurudzira, naYasunaga uye vaanoshanda navo, vanobvunza modhi kuti vazvigadzirire mienzaniso mishoma yakakodzera, matambudziko akafanana ayo akanyatsoona, uye mhinduro dzavo vasati vagadzirisa dambudziko rechinangwa, vachibvisa kudiwa kwemienzaniso yakanyorwa nemaoko. Nhanho-Kumashure ichikurudzira, naZheng nevamwe vaanoshanda navo, panzvimbo pezvo vanobvunza mubvunzo wekutanga ("ndeipi nheyo kana chokwadi chinotonga izvi?"), Inotora kana zvikonzero pamusoro peiyo musimboti, wozoishandisa kumubvunzo wekongiri. Ose ari maviri anosundidzira modhi kure neruzivo rwenguva isati yakwana. Nhanho-Kumashure yakaratidza zvakawanikwa pafizikisi uye chemistry mibvunzo uye pa-multi-hop kufunga, ukuwo analogical ichikurudzira kuvandudzwa kwemasvomhu uye kodhi yekugadzira nekugadzirisa mienzaniso kune rimwe nerimwe dambudziko.
Technical Insight
Step-Back inoshanda nekuti kudzika mhinduro mune yakataurwa musimboti (titi, iwo mutemo wakakodzera gasi kana tsananguro) inomanikidza inotevera yakadzama kufunga uye inoderedza kutsvedza pamatanho epakati. Kurudziro yeanalogical inoshanda nekuti mienzaniso yakazvigadzira inofananidzwa nedambudziko riripo, kazhinji rinonyanya kukosha pane yakamisikidzwa mishoma-pfuti mienzaniso, uye vanopa nzira yakakodzera yekugadzirisa. Ose ari maviri anochinja anoverengera kudzoreredza abstraction chaiyo kutanga, wozoita basa rakadzikama.
Kubata Analogical uye Nhanho-Kumashure Kukurudzira
Analogical uye Nhanho-Kumashure ichiita kuti ese ari maviri anotungamira modhi kufunga padanho repamusoro kutanga: kurudziro yekufananidza yave kurangarira matambudziko akagadziriswa akafanana, nepo nhanho-kumashure inotora iyo musimboti wepasipo usati wabata zvakati. Izvo zvine basa nekuti abstraction kazhinji inorova diving yakananga mune zvakadzama. Analogical uye Nhanho-Kumashure Kukurudzira chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kurongedza, uye kushandura zvinyorwa uye kutaura pamwero. Kuti uvake kunzwisisa kwakadzama, bata Analogical uye Nhanho-Kumashure Kukurudzira semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvaunoda mhedzisiro, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Analogical uye Step-Back Prompting dhizaini zvinokurudzira, kudzoreredza, uye kuongorora zvishwe seimwe yakabatanidzwa yekutaurirana system. 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.
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana. Panguva imwecheteyo, chokwadi cheHallucified chinogona kupinda chinyararire mishumo, kuyerera kwetsigiro, kana kutsvagisa zvinobuda. 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
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana.
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana.
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora.
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora. 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
Kupindura mubvunzo wefizikisi nekutanga kutaura mutemo wakakodzera (semuenzaniso, mutemo wechipiri waNewton) kuburikidza nenhanho-kumashure, wozobatanidza nhamba.
Kugadzirisa dambudziko idzva remasvomhu nekuita kuti modhi iyeuke akati wandei ematambudziko akagadziriswa kuburikidza neanoroji yekukurudzira
Kugadzirisa mubvunzo we-multi-hop trivia nekudzokera kuchikamu chakafara kana sangano usati wasunga chokwadi.
Kugadzira kodhi nekuzvigadzira-yega inofananidzira algorithm uye mhinduro yayo, wozoigadzirisa kune iro basa razvino
Maitiro Ekuita
Analogical uye Nhanho-Kumashure Kukurudzira mukuita
Kupindura mubvunzo wefizikisi nekutanga kutaura mutemo wakakodzera (semuenzaniso, mutemo wechipiri waNewton) kuburikidza nenhanho-kumashure, wozobatanidza nhamba.
Kupindura mubvunzo wefizikisi nekutanga kutaura mutemo unoenderana (semuenzaniso, mutemo wechipiri waNewton) kuburikidza nenhanho-kumashure, wobva wadzvanya manhamba Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura zvikumbaridzo zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Analogical uye Nhanho-Kumashure Kukurudzira mukuita
Kugadzirisa dambudziko idzva remasvomhu nekuita kuti modhi iyeuke akati wandei ematambudziko akagadziriswa kuburikidza neanoroji yekukurudzira.
Kugadzirisa dambudziko idzva remasvomhu nekuita kuti modhi urangarire matambudziko akati wandei akagadziriswa kuburikidza neanoroji yekukurudzira Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Analogical uye Nhanho-Kumashure Kukurudzira mukuita
Kugadzirisa mubvunzo we-multi-hop trivia nekudzokera kuchikamu chakakura kana mubatanidzwa usati wasunga chokwadi.
Kugadzirisa mubvunzo we-multi-hop trivia nekudzokera kuchikamu chakafara kana sangano risati rasunga chokwadi Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Analogical uye Nhanho-Kumashure Kukurudzira mukuita
Kugadzira kodhi nekuzvigadzira-yega inofananidzira algorithm uye mhinduro yayo, wozoigadzirisa kune iro basa razvino.
Kugadzira kodhi nekuzvigadzira wega analogous algorithm uye mhinduro yayo, wozoigadzirisa kune razvino basa Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
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.
Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.