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Ya fitar da kalmomi masu ma'ana da kuma kalmomin daga kowane rubutu mai tsawo (rubutun, rubutun blog, rarraba, bayani game da samfurin). Hanyoyi biyar na fitarwa: (1) kalmomin shiga SEO tare da alamun bincike-intent, (2) manyan matsaloli + alamun, (3) abubuwan da aka ambace su - mutane/ wurare/tashoshi, (4) alamun rubutu-sha'awa da aka haɗa da ƙananan kalmomi, (5) kalmomin maɓallin bincike na ilimi. An ba da sakamakon 0-100 ta TF-IDF, yawan amfani da kayan aiki, ko kuma dangantaka ta ma'ana. A fitar da shi a matsayin CSV, TXT, ko JSON.

Ya - 1,500- kalmar labarin fitarwa a ~350 tokens a kan diff Qwen 2.5 7B model, da kwanciyar hankali cikin 2,500 ba a san su ko 10,000 signed-up yau da kullum pool. Babu lissafi bukata ga farko fitarwa.

Waɗannan kayan aikin suna ɗaukar bayanan bincike na ainihi don kalmomin da kuke ba su ($ 99 + / mo). Wannan kayan aikin yana yin abin da yake daidai - yana fitar da kalmomin shiga masu neman shiga daga abun ciki kuma yana rarraba niyyar su na neman. Hanyar aiki: amfani da wannan don gano abin da kalmomin da labarinku ke da shi, sa'an nan kuma a sanya su cikin Ahrefs / Semrush don bincika yawan binciken watanni.

Jigogi uku na sakamako: (1) TF-IDF (diff) yana ba da kyautar kalmomi biyu masu yawa a cikin wannan takardar shaidar da kuma na musamman a cikin Ingilishi na yau da kullum - mafi kyau ga SEO tun da waɗannan sune kalmomin bambance-bambance. (2) Rayuwa ta ƙidaya yawan alamun - mafi kyau idan kana so ka ga abin da kake faɗi mafi yawanci. (3) Semantic relevance scores by proximity to the documents main thesis even if a phrase appears only once - best for topical coherence.

n-gram wata hanyar haɗi ce ta kalmomi N. "canje-canjen yanayi" wata 2-gram ce. "mai hankali na halitta" wata 3-gram ce. Toggle da chip ɗin don fitar da 1-gram kawai (kalmomi guda kamar "photosynthesis"), 2-gram (maganganun farko kamar "carbon footprint"), ko 3-gram (daurin-tafarki kamar "carbon footprint calculator"). Mafi yawan SEO workflows suna so 2+3-grams — kalmomi guda ne masu yawa.

Na'am — jerin tsagaitawa na diff yana cire "the", "and", "of", "is", da dai sauransu cikin harsuna 14. Za ka iya ƙara kalmomin tsagaitawa na ɗabi'a ta hanyar filin "Kalmomi da za'a rufe" — mai amfani ga hana sunan ka na kasuwanci, koɗa na samfur, ko kuma kalmomin doka na boilerplate da za'a iya amfani da su wajen sarrafa sakamakon.

Google ya rarraba tambayoyi ta hanyar manufar mai amfani: bayani ("Mene ne X"), na'ura mai ba da hanya tsakanin hanyoyin sadarwa ("shagon Nike na ofishin"), kasuwanci ("mafi kyawun takalmin tafiya 2026"), ciniki ("saya air max akan layi"). Kayan aikin yana nuna kalmomin da aka fitar da su tare da niyyar da za a yi tsammani don haka zaku san ko littafinku ya kamata ya zama mai bincike, masu siyar da kaya, ko kuma bincike na tashar jiragen ruwa.

99 harsuna ta hanyar Qwen 2. 5 model. Mafi kyawun inganci akan Ingilishi, Spanish, Faransanci, Portuguese, German, Sinci, Jamus. Harsuna masu ma'ana mai ƙasƙanci suna aiki amma 3-gram extracting na iya zama mafi ƙasƙanci - komawa zuwa 1 + 2-grams ga Larabci, Hindi, Turkiyya, da dai sauransu.

UI na tafiyar da rubutu ɗaya a lokaci guda. Don fitar da yawa, haɗa /v1/chat/ API cikin rubutun Python - sakewa a kan fitarwa CMS, POST kowane jikin labarin, dump da JSON. Bayar da izinin, 1,000 kira / sa'a akan asusun kyauta, mafi girman iyakoki akan pro. Docs a /api/.

RAKE da YAKE sune algorithms na leksika na gargajiya - sauri amma mai rauni akan nuance na semantic (suna rasa "farfadowa na fasaha" idan takardar ta ce "farfadowa na fasaha" amma ba "tech" ba kawai). KeyBERT yana amfani da BERT embeddings - mafi kyawun ingancin semantic amma mai sauri kuma yana buƙatar shigarwa. TextRank yana da tushe na graph. Hanyarmu tana amfani da 7B-parameter LLM wanda ke yin dukkanin abin da ke sama da zazzabi-shot tare da bincike-intent na rarraba - mai sauri a kowace kira amma zero setup, free, kuma babu ML engineering da ake buƙata.

A cikin hanyoyi na yawanci da TF-IDF, na'am — duk kalmomin shiga ana iya samo su daga rubutun asali ko kuma da canji na ƙarancin canzawa. A cikin hanyoyi na dangantaka-da-ma'ana, ma'aunin zai iya mayar da sigar kalmomin shiga da aka kula da ("pulmonology" ko da kuwa rubutunka ya ce "pulmon doctor visit"). Hanyoyin kalmomin shiga na jami'a suna son kalmomin shiga da aka kula da su.

Na'am — POST zuwa /v1/chat/ tare da maɓallin tsarin da wannan shafi ke gina (ka duba tushen siffar don maɓallin daidai). Yana mayar da tsari na JSON. Mai kyau ga dashboards na abun ciki-tsarin ko plugins na CMS. Bayar da izinin, iyaka na watanni. Doka a /api/.