Overview
Chirevo chemutauro wechisikigo chinobvunza kana mutsara mumwe unotevera kubva kune mumwe. Ndiyo bvunzo yekutanga yekuti mamodheru anonzwisisa zvinoreva here pane kungofananidza mazwi.
Natural Mutauro Inference uye Entailment chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kurongedza, uye kushandura zvinyorwa uye kutaura pamwero.
Deep Dive
Mutauro wechisikigo inference (NLI), inonziwo kuziva magwaro ekunyora, inopa modhi nzvimbo uye fungidziro uye inobvunza imwe yemazita matatu: kubatanidza (iyo hypothesis inofanira kuva yechokwadi yakapihwa chirevo), kupokana (kunofanira kunge kuri kwenhema), kana kusarerekera (zvingave zvimwe). Somuenzaniso, chirevo chokuti 'Murume ari kuridza gitare pachikuva' chinosanganisira 'Munhu ari kuridza mimhanzi,' chinopesana ne'Chikuva hachina chinhu,' uye hachina kwavakarerekera ku'Mhomho yevanhu vanoda rwiyo.' Benchmark datasets seSNLI neMultiNLI ine mazana ezviuru zvepairi akanyorwa nevanhu. NLI inosimbisa chokwadi-kutarisa, mhinduro yemubvunzo, uye pfupiso yekuongorora. Gomba rinozivikanwa nderekuti mamodheru anogona kushandisa dataset 'artifacts' - mapfupi ezwi sezwi rekuti 'kwete' kuratidza kupokana-pane kufunga nezvezvinoreva.
Technical Insight
Masisitimu emazuva ano eNLI anokodha iyo yekutanga uye hypothesis pamwe chete neshanduko yakaita seBERT kana RoBERTa, ichidyisa mitsara miviri yakapatsanurwa nechiratidzo chakakosha, yozoisa iyo inomiririra yakaunganidzwa kuita mubatanidzwa, kupokana, kana kusarerekera. Muchinjikwa-kutarisisa kunoita kuti izwi rega rega mukufungidzira riende kune akakodzera mazwi ekutanga, achibata hukama senge negation, quantifiers, uye synonymy. Kudzidzira kunoderedza kurasikirwa kwemuchinjika pamusoro pemavara matatu pane yakakura annotated corpora.
Kubata Mutauro Wechisikigo Inference uye Kubatanidza
Chirevo chemutauro wechisikigo chinobvunza kana mutsara mumwe unotevera kubva kune mumwe. Ndiyo bvunzo yekutanga yekuti mamodheru anonzwisisa zvinoreva here pane kungofananidza mazwi. Natural Mutauro Inference uye Entailment chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kurongedza, uye kushandura zvinyorwa uye kutaura pamwero. Kuvaka kunzwisisa kwakadzama, tora Natural Language Inference uye Entailment semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Natural Language Inference uye Entailment 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
Magadzirirwo ekuongorora chokwadi anosimbisa kana chikumbiro chine humbowo hwakavimbika
Kuona fungidziro nekuyedza kana pfupiso yakagadzirwa inobatanidzwa nekwakabva chinyorwa
Kuvandudza tsvakiridzo neQA nekusimbisa mhinduro yemubvunzo zvine musoro kunotevera kubva mundima
Kusefa zvirevo zvinopokana mumabhesi ezivo uye mapaipi ezvinyorwa zvakawanda
Maitiro Ekuita
Natural Mutauro Inference uye Entailment mukuita
Magadzirirwo ekuongorora chokwadi anosimbisa kana chikumbiro chine humbowo hwakavimbika.
Chokwadi-chekutarisa masisitimu anoonesa kana chikumbiro chiripo neumbowo hwakavimbika Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Natural Mutauro Inference uye Entailment mukuita
Kuona fungidziro nekuyedza kana pfupiso yakagadzirwa inobatanidzwa nekwakabva chinyorwa.
Kuona fungidziro nekuyedza kana pfupiso yakagadzirwa ichibatanidzwa nekwakabva chinyorwa 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.
Natural Mutauro Inference uye Entailment mukuita
Kuvandudza tsvakiridzo neQA nekusimbisa mhinduro yemubvunzo zvine musoro kunotevera kubva mundima.
Kuvandudza kutsvaga neQA nekusimbisa mhinduro yemumiriri zvine musoro kunotevera kubva mundima Zvikwata zvinowanzowana mhedzisiro iri nani kana vachinge vatsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Natural Mutauro Inference uye Entailment mukuita
Kusefa zvirevo zvinopokana mumabhesi ezivo uye mapaipi ezvinyorwa zvakawanda.
Kusefa zvirevo zvinopokana mumabhesi ezivo uye mapaipi ezvinyorwa zvakawanda Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa 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.