Dubawa
Ƙarfafawa da ƙididdigewa duka suna rage kalmomi zuwa sifar tushe ta yadda za a iya ɗaukar 'gudu', 'gudu', da 'gudu' azaman ra'ayi ɗaya. Suna da mahimmanci saboda rugujewar bambance-bambancen kalmomi yana inganta bincike, fiɗa, da nazarin rubutu.
Lemmatization da Stemming wani ɓangare ne na tarin harshe-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli.
Zurfafa nutsewa
Ƙarfafawa da lemmatization dabaru ne na daidaitawa waɗanda ke cire bambance-bambancen kalmomi zuwa tushen gama gari. Stemming yana amfani da sauri, kayan aikin heuristics na tushen ƙa'ida waɗanda ke yanke suffixes; Shahararren Porter stemmer yana juya 'gudu' zuwa 'gudu' da 'nazari' zuwa 'studi', don haka fitowar sa ba koyaushe kalma ce ta gaske ba. Lemmatization ya fi wayo: yana amfani da ƙamus da bayanan ɓangaren magana don taswirar kalma zuwa tsarin ƙamus ɗinta, ko lemma, don haka 'mafi kyau' ya zama 'mai kyau' kuma 'was' ya zama 'zama'. Lemmatization ya fi daidai amma a hankali kuma yana buƙatar albarkatun harshe kamar WordNet. Dukansu suna rage girman ƙamus, suna taimakawa injunan bincike daidaita tambayoyin zuwa takardu da rage ƙarancin bayanai a cikin ƙirar ƙasa, kodayake lemmatization yana adana ma'ana cikin aminci.
Fahimtar Fasaha
Mai tushe yana aiki da ƙa'idodin cirewa da aka ba da umarni (misali, matakan Algorithm na Porter wanda ke cire '-ing', '-ed', '-s'), yana mai da shi sauri amma ɗanye. A maimakon haka, mai lemmatizer yana duba kalmomi sama a cikin ƙamus na ilimin halittar jiki kuma ya yi amfani da ɓangaren kalmar don zaɓar madaidaicin lema; ba tare da POS ba, 'saw' na iya taswira don 'duba' (fi'ili) ko zauna 'saw' (suna). Wannan shine dalilin da ya sa masu lemmatizers kamar spaCy ko kayan aikin WordNet suka fara yiwa sashin magana alama.
Jagorar Lemmatization da Tsari
Ƙarfafawa da ƙididdigewa duka suna rage kalmomi zuwa sifar tushe ta yadda za a iya ɗaukar 'gudu', 'gudu', da 'gudu' azaman ra'ayi ɗaya. Suna da mahimmanci saboda rugujewar bambance-bambancen kalmomi yana inganta bincike, fiɗa, da nazarin rubutu. Lemmatization da Stemming wani ɓangare ne na tarin harshe-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli. Don gina zurfin fahimta, bi da Lemmatization da Stemming a matsayin samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, bayyana zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi ta amfani da Lemmatization da ƙirar ƙira suna sawa, dawowa, da sake duba madaukai azaman tsarin sadarwa mai haɗaɗɗiya. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. A lokaci guda, abubuwan da ba a iya gani ba na iya shigar da rahotanni cikin nutsuwa, kwararar goyan baya, ko abubuwan bincike. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
Injin bincike suna nuna 'connected', 'connected', da 'connection' a ƙarƙashin tushe ɗaya don haka tambaya ta dace da su duka.
Wasikun banza da rabe-raben jin daɗi suna rage girman ƙamus don rage ƙarancin bayanai
Bincike na doka ko likita ta amfani da lemmatization don dacewa da 'ciwon bincike' da 'ciwon ciki'
Gina nazarin mitar kalmomi inda aka haɗa nau'ikan nau'ikan nau'ikan nau'ikan lemmas na tushe
Hanyoyin Aiwatarwa
Lemmatization da Stemming a aikace
Injunan bincike suna nuna 'connected', 'connected', da 'connection' a ƙarƙashin tushe ɗaya don haka tambaya ta dace da su duka.
Injunan bincike suna nuna 'haɗa', 'haɗe', da 'haɗin kai' ƙarƙashin tushe ɗaya don haka tambaya ta dace da dukkansu Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓaka ɗan adam don ƙararraki, da kuma bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Lemmatization da Stemming a aikace
Wasikun banza da rabe-raben jin daɗi suna rage girman ƙamus don rage ƙarancin bayanai.
Spam da masu rarraba ra'ayi suna rage girman ƙamus don rage ƙarancin bayanai Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙima mai inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Lemmatization da Stemming a aikace
Bincike na doka ko likita ta amfani da lemmatization don dacewa da 'ciwon bincike' da 'ciwon sukari'.
Binciken daftarin doka ko likita ta amfani da lemmatization don dacewa da 'ciwon bincike' da 'masu bincike' Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in ƙira, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Lemmatization da Stemming a aikace
Gina nazarin mitar kalmomi inda aka haɗa nau'ikan nau'ikan nau'ikan nau'ikan lemmas na tushe.
Gina nazarin mitar kalmomi inda aka haɗa nau'ikan nau'ikan nau'ikan nau'ikan nau'ikan lemmas na tushe Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin diddigin nasarorin samarwa da farashi na kuskure akan lokaci.
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.
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.