Ka whakawātea te kupu whakarongo

Ka tangohia nga kupu me nga kupu whai tikanga rawa atu mai i tētahi kupu āhua roa (wānanga, tuhituhi, tuhituhi, whakaahuatanga hua). E rima ngā tikanga whakawhanake: (1) ngā kupu kī SEO me te tohu rangahau-ngā-whakahaere, (2) ngā kaupapa taumata-whakahaere + kaupapa, (3) ngā mea i whakaingoatia - tāngata/wā/whakahaere, (4) ngā tohu āhua tohu-kore-pātahi-pātahi, (5) ngā whakaritenga taupū ā-akoranga. Ko ngā hua i whakawhiwhia ki te 0-100 e TF-IDF, te auautanga rānei, te whai tikanga rānei. Ka whakawātea hei CSV, TXT, JSON rānei.

He - he 1,500-wāhi kupu tuhipānui e tango ana i ~350 ngā tohu i runga i te tauira Qwen 3 30B, mā te āhua i roto i te 6,000 ngā tāngata kore mōhio, 30,000 rānei i te pūpū i te rā. Kāore he whakaingoatanga e hiahiatia ana mō tōmu tāruatanga tuatahi.

Ka tangohia e ēnei utauta te raraunga rapu-whakahaere mo ngā kupu whakahau e hoatu ana ki a rātou ($99+/mo). Ka mahi tēnei utauta i te āhua rerekē - ka tangohia e ia ngā kupu whakahau kōaro MAI i tō rātou ihirangi, ā, ka whakawātea i tō rātou hiahia rangahau. Kaupapa mahi: whakamahia tēnei hei kimi i ngā kupu e whakahuatia ana e tō tātau tuhipānui, kātahi ka tāpiri i ēnei ki Ahrefs / Semrush hei arotake i te nui o te rapu i te marama. He pai te whakakotahi ki a rātou pūkete pāpāho-taupānga-whakahaere.

E toru ngā tikanga whakawhiwhinga: (1) TF-IDF (whakawhirinaki) e whakawhiwhia ana ki ngā kupu e pā ana ki tēnei tuhinga, ā, kāore i te āhua noa i te reo Ingarihi ahuwhānui - te pai rawa mō SEO nā te mea ko ēnei ngā whakaritenga whakawātea. (2) Ko te auautanga rākau e tatau ana i ngā takahanga hāngai - te pai rawa ina hiahia koe ki te kite i te mea e kī ana koe. (3) Ko ngā pūkete whai tikanga e tata ana ki te kaupapa matua o ngā tuhinga, ahakoa ka puta noa tētahi rerenga - te pai rawa mō te ōritetanga ā-wāhanga.

Ko te n-gram he raupapa ā-rohe o ngā kupu N. Ko te "whakarerekē ā-wā" he 2-gram. Ko te "tauira mōhiotanga mātauranga" he 3-gram. Ka whakawhitia ngā tāruatanga hei tango i ngā tāruatanga 1-gram anake (ngā kupu kotahi pēnei i te "photosynthesis"), 2-grams (ngā kupu matua pēnei i te "kōrero waro"), 3-grams rānei (ngā kōaro roa pēnei i te "kōrero waro"). Ko te nuinga o ngā rerenga mahi SEO e hiahiatia ana he 2+3-grams - he maha ngā kupu kotahi.

He - ka tangohia e te rārangi whakatūtū tōtika "te", "me", "o", "he", te aha atu i ngā reo 14. Ka taea e koe te tāpiri i ngā kupu whakatūtū ā-ringa mā te āpure "Wāhua ki te whakawātea" - he whai hua mō te whakakore i tō tauwhāinga ingoa, ngā waehere hua, te ture rānei o te pūrere e whakahaua ana i ngā hua.

E Google te whakarārangi i ngā pātai e te take o te kaimahi: mōhiohio ("he aha X"), whakatere ("pātaka ā-kāwanatanga nike"), hokohoko ("ngā kākahu rerekē pai rawa 2026"), whakawhitinga ("tirohia te mārō rerekē i runga i te reo"). Ko te utauta e tohu ana i ngā kupu kī i tangohia me te whāinga tērā pea e mōhio ana koe mēnā me whakawhāiti i tō taurangi mō ngā kaimārō, ngā kaihokohoko, ngā rapu whakawhitiwhiti hāngai rānei. He tino nui ki te whakawhāiti i ngā ihirangi me ngā āhuatanga SERP.

99 reo mā te tauira Qwen 2.5. Ko te āhuatanga tiketike rawa i runga i te reo Ingarihi, Paniora, Wīwī, Portuguese, Tiamana, Hainamana, Hapanihi. He mahi ngā reo pūtake iti iho, engari he iti iho pea te whakawāteatanga o te 3-rau - ka hoki anō ki te 1+2-rau mō Arabic, Hindi, Turkish, ērā atu.

Ko te UI e haere ana i tētahi kupu i te wā kotahi. Mō te whakawāteatanga nui, ka whakawāteatia te /v1/chat/ API ki roto i tētahi tuhipānui Python - whakawātea i runga i tō tātou CMS, POST ia tinana tuhipānui, ka whakawātea i te JSON. Whakatauira, 1,000 ngā whakarongo/ora i ngā pūkete wātea, ngā tepe teitei ake i ngā pro. Docs i te /api/.

Ko RAKE me YAKE he hātepe papatono ā-tuhi - tere, engari he pōturi i runga i te āhuatanga ā-waha (e ngaro ana rātau i te "whakahaere hangarau" mēnā e kī ana te tuhinga "whakahaere hangarau", engari kāore i te "haere"). KeyBERT e whakamahi ana i ngā whakahua BERT - he pai ake te āhuatanga ā-waha, engari he pōturi, ā, e hiahiatia ana te whakatū. TextRank e whakawhirinaki ana ki te tātai. Ka whakamahia e tātau tētahi LLM-parameter 7B e mahi ana i ngā mea katoa o runga ake nei, tae atu ki te whakawāteatanga o te tītaha - he pōturi ake i ia whakarongo, engari he kore whakatū, wātea, ā, kāore e hiahiatia ana te pūkaha ML.

I roto i ngā āhuatanga auau me ngā āhuatanga TF-IDF, ā, ka taea te whakawātea i ia kupu whakahau mai i te kupu taketake, me te huringa iti rānei. I roto i te āhuatanga ā-whakapaetia ka hoki pea te tauira ki tētahi putanga kuputuhi whakahaere ("pūtautau" ahakoa e kī ana tō tātau kupu "whakapaetia e te kaitiaki pūtautau"). Ko te āhuatanga ā-akoranga e manakohia ana te kuputuhi whakahaere.

He - POST ki /v1/chat/ me te whakahau pūnaha ōrite e hanga ana tēnei pātaka (tirohia te pūtake tauira mō te whakahau tika). Ka hoki mai te JSON hanganga. Pai mo ngā papatono tohuāhuahua-whakahaere, ngā tātai CMS rānei. Whakatika, ngā tepe o te marama. Ka whakakōrerotia i te /api/.