Overview
Iyo 'rasika pakati' maitiro ndiwo maitiro emitauro yemhando yekushandisa ruzivo zvakanyanya kana ichionekwa pakutanga kana kumagumo kwechinyorwa chakareba, ichitarisa chokwadi chakavigwa pakati. Izvo zvine basa nekuti zvinomisa kuti tingavimba sei mamodheru enguva refu ane magwaro akadzoserwa.
Yakarasika muMiddle Effect chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kurongedza, uye kushandura zvinyorwa uye kutaura pamwero.
Deep Dive
Yakazivikanwa muongororo ya2023 yakaitwa naLiu nevamwe vaaishanda navo kuStanford, mhedzisiro yacho yakaonekwa apo modhi dzakapihwa magwaro mazhinji uye ndokukumbirwa kuti vapindure vachishandisa iro raive nechinhu chakakosha. Kurongeka kwakagadzira curve yakaita U: yepamusoro-soro apo ndima yakakodzera yakagara pakutanga kana kumagumo ekukurumidza, uye yakadzikira zvakanyanya payakagara pakati. Izvi zvakabata kunyangwe mamodheru akatengeswa seakareba-mamiriro anokwanisa. Chirevo chacho chakapinza kune chizvarwa chekudzoreredza-chakawedzerwa: kupinza akawanda endima mukukurumidza hakuvimbise kuti modhi inoaverenga zvakafanana. Chinzvimbo, kwete kuvapo chete, chinoumba kana modhi ichiitira chokwadi. Iro basa rakagadziridza chimiro chakareba semubvunzo wekushandisa zvinobudirira, kwete saizi yehwindo.
Technical Insight
Iyo U-yakaita curve ingangove inobva mukutarisisa uye chinzvimbo encodings inogovera tarisiro. Primacy uye recency biases, chikamu chakagarwa nhaka kubva mukudzidziswa data chimiro uye zvigadziriso zvigadziriso, zvinopa humwe huremu kumatokeni ekutanga uye ekupedzisira. Mamwe madhikodha ezvivakwa zvakare anoparadzira ruzivo rwekutanga-token zvine simba kuburikidza nematanho. Mhedzisiro yacho ndeyekuti nzvimbo dzepakati dzinogashira kutariswa kwakadzikiswa, saka mhinduro chaiyo yakaiswa ipapo inogona kufuratirwa zvine hungwaru kunyangwe iripo zvizere muchirevo.
Mastering Yakarasika muMiddle Effect
Iyo 'rasika pakati' maitiro ndiwo maitiro emitauro yemhando yekushandisa ruzivo zvakanyanya kana ichionekwa pakutanga kana kumagumo kwechinyorwa chakareba, ichitarisa chokwadi chakavigwa pakati. Izvo zvine basa nekuti zvinomisa kuti tingavimba sei mamodheru enguva refu ane magwaro akadzoserwa. Yakarasika muMiddle Effect chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kurongedza, uye kushandura zvinyorwa uye kutaura pamwero. Kuvaka kunzwisisa kwakadzama, bata Yakarasika muMiddle Effect semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye kupatsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Yakarasika muMiddle Effect dhizaini inokurudzira, 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
RAG system inotora magwaro makumi maviri asi inoshaya mhinduro nekuti yakamhara mundima yegumi pamakumi maviri.
Mainjiniya anodzora mhinduro dzekutsvaga kuisa iyo inonyanya kukosha chunk kutanga kana yekupedzisira mukuchimbidza.
A refu-document summarizer inoremesa zvinhu zvakakosha zvinoonekwa pakati pechibvumirano.
Benchmark 'yetsono muhata yehuswa' inovanza chokwadi padzakasiyana-siyana kuti itaridzire chimiro chemuenzaniso.
Maitiro Ekuita
Yakarasika muMiddle Effect mukuita
RAG system inotora magwaro makumi maviri asi inoshaya mhinduro nekuti yakamhara mundima yegumi pamakumi maviri.
Iyo RAG sisitimu inotora magwaro makumi maviri asi yakashaya mhinduro nekuti yakamhara muchikamu chegumi cheMatimu makumi maviri kazhinji inowana mhedzisiro iri nani kana ichinge yatsanangudza mhando yekumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Yakarasika muMiddle Effect mukuita
Mainjiniya anodzora mhinduro dzekutsvaga kuisa iyo inonyanya kukosha chunk kutanga kana yekupedzisira mukuchimbidza.
Mainjiniya anodzora mhinduro dzekutsvaga kuisa iyo inonyanya kukosha chunk yekutanga kana yekupedzisira mune yekukurumidza 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.
Yakarasika muMiddle Effect mukuita
A refu-document summarizer inoremesa zvinhu zvakakosha zvinoonekwa pakati pechibvumirano.
Iyo yakareba-gwaro pfupiso inopfupisa makiyi akakosha anoonekwa pakati pechibvumirano 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.
Yakarasika muMiddle Effect mukuita
Benchmark 'yetsono muhata yehuswa' inovanza chokwadi padzakasiyana-siyana kuti itaridzire chimiro chemuenzaniso.
Iyo 'tsono muhuswa' bhenji inovanza chokwadi pakudzika kwakasiyana-siyana kuti itarise mamiriro eiyo modhi yekumisikidza Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvinobudirira kubudirira uye kukanganisa mutengo 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.