Nkpado akụkụ nke-okwu
Akụkụ-okwu (POS) na-akpado akara okwu ọ bụla n'ahịrịokwu yana ọrụ ụtọasụsụ ya, dị ka aha, ngwaa, ma ọ bụ adjective.
Nchịkọta
It is a foundational NLP step that helps machines understand sentence structure and resolve words that mean different things in different contexts.
Ime miri emi
Ọtụtụ okwu enweghị mgbagwoju anya: 'akwụkwọ' bụ aha dị na 'gụ akwụkwọ' mana ngwaa dị na 'akwụkwọ ụgbọ elu' na 'azụ' nwere ike ịbụ aha, ngwaa, nkọwa, ma ọ bụ adverb. Nkpado POS na-eji gburugburu gbara ya gburugburu were họrọ mkpado ziri ezi, nke mere ihe gbara ya gburugburu ji dị mkpa. Usoro Bekee na-ejikarị mkpado Penn Treebank, nke nwere ihe dị ka mkpado 36 zuru ezu (NN maka aha otu, VBD maka ngwa ngwa oge gara aga, JJ maka adjective, na ihe ndị ọzọ), ebe ọrụ ndabere nke Universal Dependencies na-akọwapụta obere, asụsụ na-anọpụ iche nke ihe dị ka mkpado 17 maka ngbanwe asụsụ. Mkpado POS na-enye ọrụ dị n'okpuru ala: ha na-enyere aka ịmata aha aha, ntughari na mmịpụta ozi, na-ahapụkwa ngwaọrụ ọchụchọ na ụtọ asụsụ na-emeso okwu n'ụzọ ziri ezi. Nkpado ziri ezi na ederede dị ọcha ugbu a karịrị 97%, n'agbanyeghị na ederede nkịtị, slang na koodu ịgbanwee ka na-esikwu ike.
Nghọta nka nka
Omuma mkpado ji Ezochiri Markov Models, na-ahọrọ mkpado usoro na kasị elu jikọtara puru omume nke ọ bụla mkpado e nyere okwu na-enye nke gara aga. Ndị mkpado ọgbara ọhụrụ na-enye ihe mgbakwunye gburugburu sitere na ụdị dị ka BERT ka ọ bụrụ ọkwa ọkwa na-ede akara akara ọ bụla, na-ejikarị akwa akwa na-amanye mgbanwe mkpado ezi uche dị na ya. N'ihi na otu okwu ahụ nwere ike were mkpado dị iche iche, ihe nlereanya ahụ ga-agụrịrị ahịrịokwu ahụ dum, ọ bụghị okwu ọ bụla dịpụrụ adịpụ, nke bụ kpọmkwem ihe ntinye ọnọdụ na-enye.
Mmetụta atụmatụ
Ọsọ na ọnụ ọgụgụ
Usoro ọrụ asụsụ nwere ike ịga ngwa ngwa n'achụghị nkwụsi ike.
Nweta na iru
Ọ na-agbasawanye ohere n'ofe asụsụ na ụdị nzikọrịta ozi.
Mkpebi doro anya
Ndị otu nwere ike itinyekwu oge na ikpe ebe akpaaka na-ejikwa nkwughachi.
Ọdịnihu nke mkpado akụkụ-okwu
Nkpado POS doro anya na-abanyewanye n'ime ụdị a zụrụ azụ nke ukwuu, nke na-amụta nhazi usoro okwu n'ezoghị ọnụ, ya mere mkpado ndị kwụ ọtọ bụ obere etiti maka asụsụ ndị nwere nnukwu akụ dị ka Bekee. Mana mkpado POS ka bara uru maka asụsụ ndị dị ala, nyocha asụsụ, na ọkpọkọ dị fechaa ebe LLM zuru oke. Na-atụ anya ọganihu na-aga n'ihu na ederede mgbasa ozi ọha na-eme mkpọtụ, ntinye asụsụ ọtụtụ asụsụ na koodu, yana ederede akụkọ ihe mere eme ma ọ bụ pụrụ iche. Dị ka ngọngọ ụlọ ngwa ngwa, nke nwere ike ịkọwa, nkpado POS ga-anọgide na-abụ akụkụ nke ngwa ngwa NLP ọbụlagodi ụdị njedebe na njedebe na-achịkwa ọrụ ndị na-egbuke egbuke.
Mmejuputa n'ezie n'ụwa
Ndị na-enyocha ụtọ asụsụ na-eji mkpado hụ njehie, dị ka ngwaa ebe a na-atụ anya aha.
Nchọgharị ọchụchọ na-amata ọdịiche 'book' noun na 'book' ngwaa iji weghachi nsonaazụ ka mma.
Pipeline aha njirimara aha na-eji mkpado POS dị ka njirimara iji chọta ndị mmadụ, ebe na otu.
Sistemụ ederede na-ekwu okwu na-eji mkpado were were ezi ịkpọpụta heteronyms dị ka 'gụọ' (ugbu a vs. gara aga).
Ihe ize ndụ & okporo ụzọ nche
Eziokwu ndị e chepụtara echepụta nwere ike jiri nwayọ tinye akụkọ, nkwado nkwado, ma ọ bụ nsonaazụ nyocha.
Mmetụta ngwa ngwa nwere ike ịmepụta nsonaazụ na-ekwekọghị ekwekọ n'ofe arịrịọ ndị yiri ya.
Enwere ike ikpughe data ederede nwere mmetụta ma ọ bụrụ na njikwa ohere adịghị ike.
Map mmejuputa
Kọwaa usoro mmepụta, ụda, na ụkpụrụ ịdịmma tupu ibugharị.
Weghachite nzaghachi site na isi mmalite ntụkwasị obi mgbe ọ bụla izi ezi dị mkpa.
Debe ebe nleba anya mmadụ maka mpụta dị elu.
Sochie ụkpụrụ ọdịda ma na-azụghachi mkpali ma ọ bụ usoro ọrụ mgbe niile.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Ederede gaa na Okwu
Ajụjụ a na-ajụkarị
What is Part-of-Speech Tagging?
Akụkụ-okwu (POS) na-akpado akara okwu ọ bụla n'ahịrịokwu yana ọrụ ụtọasụsụ ya, dị ka aha, ngwaa, ma ọ bụ adjective. Ọ bụ ntọala NLP nke na-enyere igwe aka ịghọta nhazi ahịrịokwu wee dozie okwu ndị pụtara ihe dị iche iche na ọnọdụ dị iche iche.
Kedu ihe mkpado akụkụ-okwu na-ekenye okwu ọ bụla?
Nkpado POS na-edobe mkpụrụokwu ọ bụla na udi ụtọasụsụ ya, dị ka aha, ngwaa, ma ọ bụ adjective.
Kedu ihe kpatara ihe gbara ya gburugburu ji dị mkpa maka mkpado POS?
Okwu ndị dị ka 'akwụkwọ' nwere ike ịbụ aha ma ọ bụ ngwaa, ya mere a chọrọ okwu ndị gbara ya gburugburu iji họrọ mkpado ziri ezi.
Kedu ihe bụ mkpado Penn Treebank?
Ihe mkpado Penn Treebank bụ mkpokọta ọkọlọtọ nke mkpado dị mma 36 ejiri mee mkpado POS Bekee.
Kedu ka ndị mkpado Model Zoro Ezochiri si họrọ mkpado?
Ndị mkpado HMM na-ahọrọ usoro enwere ike dabere na enwere ike nye mkpado ọ bụla okwu ahụ wee nye mkpado gara aga.
Kedu ihe kpatara mkpado ọgbara ọhụrụ ga-eji gụpụta ahịrịokwu niile karịa naanị mkpụrụokwu ọ bụla?
Ebe ọ bụ na otu okwu ahụ nwere ike were mkpado dị iche iche, ozi gbasara ọnọdụ sitere na ahịrịokwu niile dị mkpa iji kpọọ ya nke ọma.