Chii chaitika
Vatsvaguri vakaedza kana kupa dura-chaiyo mamiriro mukukurumidza kunogona kuvandudza AI kutapurirana kwekutaura. Vakadzokorora mativi gumi nemapfumbamwe emakaseti, anosvika maawa gumi nemazana matanhatu eakaderedzwa 1970s-80s ekubvunzurudza odhiyo, kuburikidza nekodhi yekugadzira nzira vachishandisa gpt-4o-transcript uye gemini-2.5-flash pasi pemamiriro matatu ekukurumidza. Kune gpt-4o-transcript, musiyano wepakati-paviri pakati pe-full-context uye no-context mamiriro akanga ari kuwedzera kwe 0.6 WER points, ne-side-sampled interval kubva -1.1 kusvika ku +1.0. Gemini mhedzisiro yanga isina kugadzikana kune inofananidzwa yakaipa .
Iro bepa rinoongorora chaiyo AI michina: kukurumidza kugadzirisa kwekutaura kunyorwa. Mhedzisiro yayo ndeyekuti kupa mamiriro panguva yekufungidzira kunogona kugadzirisa yakakura multimodal modhi kune domain pasina kudzidzisazve modhi. Mhedzisiro yekutanga pamamodeli madiki yakanga yataura budiriro huru, maererano nebepa. Vanyori vakaedza zano iri mune yekugadzira yekunyora-nhoroondo yekunyora turusi, zvichiita kuti kuiswa kwacho kugadzikane pakati pechidzidzo pane kurapa nekukasira kugadzirisa sekunge kupindira murabhoritari. Tsime rinoratidza basa semari yakanyoreswa uye rinoti kodhi yekuongorora yakamiswa nehashi batch yekusimbisa isati yapihwa.
Chiyedzo chakashandisa mukati-chinhu chakapetwa dhizaini. Mativi gumi nemapfumbamwe emakaseti ane angangoita maawa gumi nemazana matanhatu ehurukuro yakaderedzwa kubva kuma1970 nema1980 akagadziriswa kuburikidza nenzira yekodhi yekugadzira. Chinhu chega chega chakaongororwa pasi pemaoko matatu nekukurumidza uye maviri akatumirwa zvigadziriso zvekutengesa: gpt-4o-transcript uye gemini-2.5-flash. Zvakabuda zvakapihwa zvibodzwa zvichipesana nemareferensi ezwi rezwi rakagadziriswa nevashandisi. Tsime rinoti chidzidzo ichi chakaedza fungidziro ina dzakanyoreswa uye hapana akatsigirwa. Mativi maviri akaburitswa egpt-4o emutyairi akange ambopihwa zvibodzwa kare panguva yekuvandudza zvibodzwa, rondedzero yevanyori inoshuma pamwe chete nekunyoreswa kwekutanga uye nechando-yekuongorora zvichemo.
Mhedzisiro yakajeka yenhamba yakabva kugpt-4o-transcript. Musiyano wepakati-paviri pakati pezvakazara-zvakazara uye zvisina-mamiriro maoko aive plus 0.6 ezwi-error-rate mapoinzi, uye yedivi-yakadzokororwa yepakati yaibva kubva kuminus 1.1 kuenda kukuwedzera 1.0. Nekuda kwekuti nguva yacho inotambanudzira mativi ese anobvira uye iri pedyo ne zero, kwabva kunotsanangura mhedzisiro sepasina shanduko inooneka pane humbowo hwekuti zvirikuitika zvechokwadi hazvina zvazvinoita. Gemini fungidziro dzaive dzisina kugadzikana kuti dzitsigire zvakafanana zvisina kunaka. A post-hoc rerun zvakare yakaona kuti run-to-run pipeline musiyano wakanga wakakura kudarika misiyano yezvinosimbisa, zvichireva kuti chinyorwa chimwe pasero rekuedza hachina kukwanisa kugadzirisa mhedzisiro yehukuru ihwohwo.
Nei zvichikosha
Mhedzisiro yacho inopikisa fungidziro yekuti kuwedzera kukurumidza mamiriro inzira yakachipa, inovimbika yekuchinjisa mataurirwo ekutaura kune akasarudzika madomasi. Zvinoratidzawo kuti nei uwandu hwekukanganisa kwemazwi hwakaunganidzwa hungave husina kukwana: chidzidzo chakawana kuvandudzwa kudiki pamitsara yakanyorwa mumamiriro ezvinhu, asi yeGemini yakagara pamwe nekukanganisa kwakanyanya pamatokeni asina kunyorwa.
Zvazvinoreva zvakatetepa uye zvinobatsira kupfuura zvakajairika izvo zvinokurudzira hazvibatsire matauriro. Mugadziriro iyi yekugadzira, mamiriro akazara ekukurumidza-chikamu haana kuburitsa gadziriso inooneka muchikamu chikuru chechikamu-chiyero chechokwadi. Izvo zvakakosha kuti zvikwata zvigadzirise masisitimu ekunyora kune akasarudzika matura, nekuti kuvaka nekukurumidza kunogona kutora nguva uye kugadzira tarisiro yekuvandudza kunyangwe kuburitsa-kusvika-kumagumo kusachinja. Kwakabva hakuratidzi kuti chirevo chekukurumidza hachibatsiri pamabasa ese ekuziva kutaura; inosimbisa kusaonekwa pasi pemamiriro akaedzwa.
Chidzidzo ichi zvakare chinoburitsa dambudziko rekuyera. Side-level WER inodzvanya marudzi akasiyana ezvikanganiso kuita imwe aggregate nhamba. Ongororo yevanyori kutevedzana-kurongeka kwakawana kuvandudzwa kudiki pamitsara yakazara yakaonekwa mune yakapihwa mamiriro. Kuvandudzwa ikoko kwanga kuri kudiki zvakanyanya kushandura rutivi-level WER. Kune Gemini, iwo mutsara-chikamu kuvandudzwa kwakagara pamwe nekukanganisa kwakawedzera pamatokeni asina kunyorwa muchirevo. Chibodzwa chimwe chete chakazara chinogona kuvanza kutengeserana pakati pekuziva mazwi anonangwa uye kuchengetedza chokwadi kune imwe nzvimbo.
Iyi yambiro inobatsira yekuongorora maAI masisitimu muzvinyorwa uye mamwe magadzirirwo ekutaura ane hunyanzvi. Kupindira kwechinyorwa kunogona kuvandudza kirasi yakamanikana yemazita, mitsara, kana mazwi ehunyanzvi pasina kunatsiridza chinyorwa chakazara, kana kuti inogona kushandura zvikanganiso kubva mudura remazwi kuenda kuzvinhu zviri kunze kwerondedzero yakapihwa. Saka bepa rinopokana nezvematanho-akamisikidzwa temu-nhanho zviyero, kuverenga kwekupinza, uye zviyero zvemutauri-chirebhura pamwe chete neaggregate kururama. Matanho iwayo anogona kubatsira vashandisi kuona kana shanduko ichivandudza zvikanganiso zvine basa kune yavo chaiyo corpus, kunyangwe iyo WER yese ikaramba isina kushanduka.
Interactive Mechanism: Iyo Inonyatsoshanda
Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.
crm_get_transaction(id='4092').Which component of an AI application is the machine-learning model itself?
Zvekutarisa zvinotevera
Mubvunzo mukuru wakavhurika ndewekuti mhedzisiro inowanda kupfuura iyi corpus, aya maviri akaiswa masisitimu, uye akaedzwa ekukurumidza magadzirirwo. Rimwe basa rinofanirwa kuyedza mamwe maodhiyo, anodzokororwa kumhanya, mamwe mamodheru, uye kutevedzana-nhanho zviyero senge temu kurongeka, kuisa, uye zvikanganiso zvemutauri.
Nyaya yekutanga kutarisa ndeyekudzokorora. Chiyedzo ichi chakafukidza mativi emakaseti gumi nemapfumbamwe uye imwe yemuromo-nhoroondo corpus inosanganisira yakaderedzwa yekubvunzurudza audio kubva kuma1970 nema1980s. Kwakabva hakureve kuti corpus inomiririra kutaura kwazvino, kumwe kuunganidzwa kwezvinyorwa, zvakarekodhwa zvakachena, mimwe mitauro, kana kumwe kurudziro yekuchinja-chinja. Mhedzisiro kubva kune iyi sampu inofanirwa kubatwa sehumbowo nezve yakaedzwa kugadzirwa mafambiro, kwete semuganho wepasirese pakukurumidza kugadzirisa.
Nyaya yechipiri ndeye statistical resolution. Bepa rinoshuma kuti fungidziro dzeGemini dzaive dzisina kugadzikana kuti dzienzaniswe zvisina kunaka uye kuti post-hoc rerun yakawana kusiyana kwepombi kwakakura kupfuura misiyano yekusimbisa. Izvi zvinosiya kuvhura mukana wediki mhedzisiro iyo dhizaini yaisagona kugadzirisa. Kwakabva kwataura kuti mhedzisiro yesaizi iyi haigone kugadziriswa kubva pane chimwe chinyorwa pasero. Kudzokororwa kumhanya, masampula akakura, uye akajeka accounting ye stochastic mutsauko zvaizodiwa kusiyanisa pasina zvine musoro mhedzisiro kubva kune idiki pane iyo mafambiro ebasa anogona kuona nekuvimbika.
Ongororo dzeramangwana dzinofanirawo kutevedzera mhando dzezvikanganiso zvakaonekwa nevanyori. Kutevera kunobatsira kunofananidza kurongeka kwemutsara wakanangwa, zvikanganiso zvisina kunyorwa-chiratidzo, kuiswa, uye kuita kwemutauri-label pane inodzokororwa kumhanya uye mamwe magadzirirwo anokurumidza. Zvingave zvakakoshawo kuona kana patani imwe chete ichionekwa mune mamwe matauriro emhando uye mapaipi ekugadzira. Kwakabva hakurevi kuwanikwa kwakawanda, zvakabuda mushandisi, kana kudzokorora kwakazvimiririra, saka kusimba uye kukosha kwekushanda kwechiwanikwa kunoramba kusingazivikanwe.