Rubutun Rubutu
Rarraba rubutu ta atomatik yana rarraba guntun rubutu zuwa rukuni, kamar sanya wa imel alama azaman spam ko bita a matsayin tabbatacce.
Dubawa
It is one of the most widely deployed NLP tasks because it turns messy free text into structured labels a system can act on.
Zurfafa nutsewa
Rarraba ya ƙunshi siffofi da yawa. Rarraba binary yana ɗaukar ɗaya daga cikin lakabi biyu ( spam ko a'a. Multi-aji yana ba da lakabi ɗaya daidai daga zaɓuɓɓuka da yawa (fitar da tikiti zuwa lissafin kuɗi, tallace-tallace, ko tallafi). Multi-lakabin yana ba da damar lakabi da yawa lokaci guda (labarin da aka yiwa lakabi da 'siyasa' da 'tattalin arziki'). Binciken ra'ayi, lakabin jigo, gano niyya, da tace guba duk ayyukan rarrabuwa ne. Tsarin zamani yana juyar da rubutu zuwa nau'i na lambobi waɗanda ke ɗaukar ma'ana, sa'an nan mai rarraba taswirar waɗannan fasalulluka don yiwa alama alama. Ana yin la'akari da aiki tare da ma'auni fiye da daidaitattun daidaito, saboda ainihin bayanai sau da yawa ba su daidaita; daidaito (yawan abubuwan da aka zayyana daidai) da tuna (yawancin shari'o'i na gaske da aka kama) kwayoyin halitta, kuma maki F1 ya daidaita su biyun. Rashin daidaituwar aji, inda rukuni ɗaya ya mamaye, rami ne na gama-gari.
Fahimtar Fasaha
Bututun da aka saba yana ɓoye rubutu tare da samfuri kamar BERT zuwa cikin maɗaukakiyar vector, sannan ya wuce shi ta wani Layer na ƙarshe wanda ke fitar da maki kowane aji. A softmax yana juya ƙima zuwa yuwuwar ayyuka masu lakabi ɗaya, yayin da sigmoid kowane lakabin yana ɗaukar ayyuka masu lakabi da yawa inda nau'ikan ke zaman kansu. Tare da manyan nau'ikan harshe, ana iya yin aiki iri ɗaya sifili ta hanyar siffanta nau'ikan a cikin sauri, babu alamar horo da ake buƙata, cinikin wasu daidaito da daidaito don sassauci da saurin saiti.
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 Rarraba Rubutu
Sifili-harbi da ƴan-harbi rarrabuwa tare da manyan harsuna model na rage bukatar hannu da hannu dubunnan misalai, barin ƙungiyoyi su zana sabon classifiers daga taƙaitaccen bayanin. Yi tsammanin ƙarin saitin haɗaɗɗiya inda alamar takalman takalma na LLM waɗanda ke horar da ƙarami, mai rahusa, ƙirar ƙwararru mai sauri don samarwa. Bayyanawa yana girma cikin mahimmanci, musamman don amfani mai mahimmanci kamar daidaitawa abun ciki da ci gaba da nunawa, inda sanin dalilin da yasa aka sanya alamar. Ƙarfin da yare na gaba ko musanyawa, kamar su masu saɓo-in-tsaki da ke yin gyare-gyare don kawar da masu tacewa, ya kasance abin mayar da hankali sosai.
Aiwatar da Gaskiyar Duniya
Masu samar da imel suna tace spam da saƙon phishing daga cikin akwatin saƙo naka.
Samfuran suna gudanar da nazarin ra'ayi akan sake dubawa na samfur da sakonnin zamantakewa don auna yanayin abokin ciniki.
Taimaka wa tebur ɗin tikiti masu shigowa ta atomatik zuwa ƙungiyar da ta dace dangane da abun cikin saƙo.
Dandalin jama'a da ke nuna kalaman ƙiyayya ko maganganu masu guba don bitar daidaitawa.
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
Rubutun Rubutu
Tambayoyin da ake yawan yi
What is Text Classification?
Rarraba rubutu ta atomatik yana rarraba guntun rubutu zuwa rukuni, kamar sanya wa imel alama azaman spam ko bita a matsayin tabbatacce. Yana daya daga cikin ayyukan NLP da aka fi amfani da shi saboda yana juya rubutu mara kyau zuwa lakabin da aka tsara wanda tsarin zai iya aiki akai.
Menene manufar rarraba rubutu?
Rarraba rubutu yana sanya lakabi ɗaya ko fiye zuwa guntun rubutu, yana mai da rubutu kyauta zuwa ingantaccen fitarwa.
Wane yanayi misali ne na rarrabuwa mai yawa?
Rarraba lakabi masu yawa yana ba da damar nau'i fiye da ɗaya don amfani da abu ɗaya a lokaci guda.
Me yasa daidaitattun daidaito galibi ke zama ma'auni mai ɓatarwa don rarraba rubutu?
Lokacin da aji ɗaya ya mamaye, koyaushe ana tsinkaya cewa ajin yana haifar da daidaito sosai yayin kama wani abu mai amfani, don haka ana buƙatar daidaito, tunawa, da F1.
Menene ma'aunin tunawa a cikin aikin rarrabawa?
Tuna shine juzu'in tabbataccen lokuta na gaskiya waɗanda tsarin ya gano daidai, yana ɗaukar nawa ya ɓace.
Menene ma'anar rarraba rubutu 'sifili'?
Rarraba-harbe-harbe yana ƙyale babban ƙirar harshe keɓance nau'ikan nau'ikan daga saurin bayyana su, ba tare da saitin horon da aka yiwa lakabin ba.