Overview
Perplexity ndicho chibodzwa chekare chekuti 'kukatyamadzwa' kwemhando yemutauro nemanyorerwo chaiwo - kuderera zvinoreva kuti inofanotaura mazwi zvine chivimbo. Iwo uye metrics senge BLEU neROUGE ndiwo mayero anoita vaongorori kana modhi iri kuita nani.
Perplexity uye Mutauro Metrics chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, nekushandura zvinyorwa uye kutaura pamwero.
Deep Dive
Muenzaniso wemutauro unopa mukana kune izwi rega rega rinotevera. Perplexity inoshandura zvingangoitika izvi kuita nhamba imwe chete inobvunza: paavhareji, ingani sarudzo dzakaenzana dzaive dzakadamburwa padanho rega rega? Kana modhi iine chivimbo uye yakaringana, kukangaidzika ndiko 1; kana iri kufungidzira zvakafanana pakati pe50,000 mazwi, kukangaidzika i50,000. Kuzasi kuri nani. Ndiyo masvomhu exponential yeavhareji per-izwi kurasikirwa, saka inoteedzera kudzidziswa zvakananga. Asi kukangaidzika kunongoyedza kufanotaura kweinotevera-izwi, kwete kuti zvinobuda zvinobatsira, ndezvechokwadi, kana kunyorwa-kwakanaka. Ndosaka mabasa echizvarwa achiwedzera metrics senge BLEU (n-gram overlap yeshanduro) uye ROUGE (kupindirana kwekupfupisa), uye nei maevals emazuva ano achiwedzera kuvimba nezviyero zvevanhu uye mabhenji ebasa.
Technical Insight
Perplexity yakaenzana neexponential yeavhareji yakaipa log-inogona iyo modhi inogovera kune yakavharirwa mavara: exp(-(1/N) * uwandu hwelog P(izwi | mazwi apfuura)). Iyo chaiyo yakashandurwa vhezheni yekuyambuka-entropy kurasikirwa, inongoratidzwa sechinhu chinoshanda chebazi panzvimbo yemabits kana nats. Nekuti zvinoenderana nezwi chairo remuenzanisi uye tokenizer, kuvhiringika ukoshi hunongoenzanirana pakati pemamodheru anogovana zvakafanana tokenization - kuenzanisa yezwi-level modhi kune sub-izwi modhi zvakananga hakuna zvazvinoreva.
Hunyanzvi Perplexity uye Metrics yeMutauro
Perplexity ndicho chibodzwa chekare chekuti 'kukatyamadzwa' kwemhando yemutauro nemanyorerwo chaiwo - kuderera zvinoreva kuti inofanotaura mazwi zvine chivimbo. Iwo uye metrics senge BLEU neROUGE ndiwo mayero anoita vaongorori kana modhi iri kuita nani. Perplexity uye Mutauro Metrics chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, nekushandura zvinyorwa uye kutaura pamwero. Kuti uvake kunzwisisa kwakadzama, bata Perplexity uye Mutauro Metrics semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvaunoda, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Perplexity uye Mutauro Metrics magadzirirwo ekurudziro, kudzoreredza, uye kuongorora looops seimwe yakasanganiswa nzira yekutaurirana. 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
Kuteedzera kukonzeresa kukangaidzika panguva yepretraining kusimbisa modhi ichiri kudzidza uye kuona kana yatanga kuwandisa.
Kushandisa zvibodzwa zveBLEU kuenzanisa masisitimu eshanduro yemuchina neshanduro yereferensi yevanhu
Kutaurira ROUGE-L inopindirana kuti ienzanise mutsara wenhau-muchidimbu uchipokana nezvipfupiso zvegoridhe.
Kuenzanisa maviri emhando yekutarisa pane imwechete yakabatwa-kunze corpus kusarudza kuti ndeipi inofanotaura zvinyorwa zvine chivimbo
Maitiro Ekuita
Perplexity uye Mutauro Metrics mukuita
Kutsvaga kukonzeresa kukangaidzika panguva yepretraining kusimbisa modhi ichiri kudzidza uye kuona painotanga kuwandisa.
Kuteedzera kukonzeresa kukangaidzika panguva yekudzidzira kusimbisa modhi ichiri kudzidza uye kuona painotanga kuwandisa Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura hunhu kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Perplexity uye Mutauro Metrics mukuita
Kushandisa zvibodzwa zveBLEU kuenzanisa masisitimu eshanduro yemuchina neshanduro yereferensi yevanhu.
Kushandisa zvibodzwa zveBLEU kuenzanisa sisitimu yeshanduro yemuchina mutsva uchipikisana nereferensi yemunhu Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura mabhindauko emhando kumberi, anochengeta nzira yekukwira kwevanhu yemakesi ekumipendero, uye kuronda zvose zviri zviviri kubudirira kwekubudirira uye mutengo wekukanganisa nekufamba kwenguva.
Perplexity uye Mutauro Metrics mukuita
Kuzivisa ROUGE-L inopindirana kuti ienzanise modhi yenhau-pfupiso inopesana nezvipfupiso zvegoridhe.
Kutaurira ROUGE-L inopindirana kuti ienzanise yenhau-pfupiso yemodhi inopesana negoridhe-yakajairwa pfupiso 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.
Perplexity uye Mutauro Metrics mukuita
Kuenzanisa maviri emhando yekutarisa pane imwechete yakabatwa-kunze corpus kusarudza kuti ndeipi inofanotaura zvinyorwa zvine chivimbo.
Kuenzanisa maviri emodhi yekutarisa pane imwechete yakabatwa-kunze corpus kuti usarudze kuti ndeupi anofanotaura zvinyorwa zvine chivimbo Matimu anowanzo kuwana mhedzisiro iri nani kana vachitsanangudza mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa 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.