Fitowar Harshen Halitta da Ƙarfafawa
Ƙididdigar harshe na dabi'a yana tambaya ko jumla ɗaya tana biye da hankali daga wata.
Dubawa
It is a foundational test of whether models truly understand meaning rather than just matching words.
Zurfafa nutsewa
Harshen yanayi (NLI), wanda kuma ake kira gane haƙƙin rubutu, yana ba da samfuri jigo da hasashe kuma ya nemi ɗaya daga cikin alamomin uku: entailment (hasashen dole ne ya zama gaskiya idan aka ba da jigo), savani (dole ne ya zama ƙarya), ko tsaka tsaki (zai iya zama ko dai). Alal misali, jigo na 'Mutum yana kunna gita a kan mataki' ya ƙunshi 'Mutum yana yin kiɗa,' ya saba wa 'Matsalar ba ta da komai,' kuma ba shi da tsaka tsaki ga 'Taron na son waƙar.' Rubutun bayanan ma'auni kamar SNLI da MultiNLI sun ƙunshi ɗaruruwan dubunnan nau'i-nau'i masu lakabin ɗan adam. NLI tana ba da ginshiƙan bincike-bincike, amsa tambaya, da tabbatarwa taƙaice. Wani sanannen rami shine samfura na iya yin amfani da 'abubuwan tarihi' na bayanai - gajeriyar alamu kamar kalmar 'ba' nuna sabani-maimakon tunani game da ma'ana.
Fahimtar Fasaha
Tsarin NLI na zamani yana ɓoye jigo da hasashe a haɗin gwiwa tare da na'ura mai canzawa kamar BERT ko RoBERTa, ciyar da duka jimlolin da aka raba su da wata alama ta musamman, sannan rarraba wakilcin da aka haɗa cikin haɗaka, sabani, ko tsaka tsaki. Tsare-tsare yana barin kowace kalma a cikin hasashe ta halarci mahimman kalmomin da suka dace, ɗaukar alaƙa kamar ƙididdigewa, ƙididdigewa, da ma'ana. Horon yana rage asarar giciye-entropy akan alamomi uku a cikin manyan bayanan da aka bayyana.
Dabarun Tasiri
Gudu da sikelin
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Shiga ku isa
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Shawarwari masu haske
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Makomar Ƙarfafa Harshen Halitta da Ƙarfafawa
Ana ƙara amfani da NLI azaman tubalan gini maimakon aiki na ƙarshe: yana ba da ikon ganowa ta atomatik, inda ake bincika da'awar da aka ƙirƙira don haɗawa da takaddun tushe, da ƙarin tsarin dawo da dalilai. Masu bincike suna matsawa zuwa ga ƙaƙƙarfan ma'auni na gaba da harsuna da yawa waɗanda ke adawa da gajerun kayan tarihi, da kuma ga bayanin da za a iya bayyanawa wanda ke nuna waɗanne kalmomi ne ke tabbatar da alamar. Yi tsammanin bincikar abubuwan da aka saka kai tsaye cikin bututun tabbatar da LLM.
Aiwatar da Gaskiyar Duniya
Tsarukan bincika gaskiya waɗanda ke tabbatar da ko an haɗa da'awar ta amintaccen shaida
Gano hallucinations ta gwaji idan an haifar da taƙaitaccen taƙaitaccen labarin tushen
Inganta bincike da QA ta hanyar tabbatar da amsar ɗan takara a hankali yana biyowa daga wani sashi
Tace maganganu masu karo da juna a tushen ilimi da bututun takardu masu yawa
Hatsari & Tsare-tsare
Abubuwan da aka ruɗe suna iya shigar da rahotanni cikin nutsuwa, kwararar tallafi, ko abubuwan bincike.
Hankali na gaggawa na iya ƙirƙirar sakamako mara daidaituwa a cikin buƙatun iri ɗaya.
Za a iya fallasa bayanan rubutu mai ma'ana idan ikon samun dama yana da rauni.
Taswirar Hanya
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Ci gaba da Bincike
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Jagora na gaba
Perplexity da Ma'aunin Harshe
Tambayoyin da ake yawan yi
What is Natural Language Inference and Entailment?
Ƙididdigar harshe na dabi'a yana tambaya ko jumla ɗaya tana biye da hankali daga wata. Gwajin tushe ne na ko samfura suna fahimtar ma'ana da gaske maimakon kawai daidaita kalmomi.
Menene ma'aunin ma'auni guda uku a cikin ƙimar harshe na halitta?
NLI tana rarraba jigo-jigo biyu azaman haɗaka, sabani, ko tsaka tsaki.
A cikin NLI, menene ma'anar 'haɓaka'?
Entailment yana nufin jigo yana tabbatar da gaskiyar hasashe.
Idan aka yi la'akari da jigon 'Mutumin yana kunna gita a kan mataki,' wace hasashe ce ta sabawa?
Idan mutum yana wasa guitar a kan mataki, matakin ba zai iya zama fanko ba, don haka hasashe ya saba wa jigo.
Menene matsalar 'dataset artifact' a cikin NLI?
Abubuwan da aka yi amfani da kayan tarihi, sifofi ne masu banƙyama, kamar kalmomin ƙin yarda da juna, waɗanda ke ba da damar samfura su yi hasashen lakabi ba tare da fahimta ba.
Wadanne bayanai ne aka fi amfani da su don horarwa da kimanta NLI?
SNLI da MultiNLI babban kamfani ne mai lakabin ɗan adam wanda aka gina musamman don ƙwarewar harshe na halitta.