Whakautu poto: Ko te tuhinga-ki-te-kōrero te mahi o te huri i te tuhinga tuhituhi ki te oro kōrero; ko te "AI" rānei, kei te āhua o tōna hanganga. Ko ngā reo hou, he reo tūturu, ka whakamahia e ngā tauira ako mīhini, ko ngā pūnaha tawhito ia ka whakawhirinaki ki ngā ture, ki ngā rekoata tuitui rānei. Ki te hiahia koe ki te taunakitanga, tirohia he aha te mea "kei raro i te taupoki", kaua ko te āhua o tōna tangi anake.
Ngā kōrero matua hei whakaaroaro:
Whakamāramatanga: Ko te TTS te whāinga; ko te AI tētahi huarahi pea hei whakatutuki i tēnei.
Te Kitenga: Ina he mea maori te ahua o te oro me ngā okiokinga, tera pea nā te tauira i ārahi.
Rerenga Mahi: Kōwhiria te kapua mō te tauine; whiriwhiria te rohe mō te tūmataitinga me ngā utu e taea te matapae.
Te Wātea: Ko te kaha o te TTS e whakawhirinaki ana ki te hanganga ma: ngā pane, ngā hononga, te raupapa, te tuhinga alt.
Ātete ki te whakamahinga hē: Manatokohia ngā tono reo rerekē mā te hongere tuarua, kaua mā te oro anake.
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 Ka taea e te AI te pānui i te tuhituhinga piri?
Te pai o te mohio o te AI ki te tuhituhi piripono me ngā herenga noa.
🔗 He pēhea te tika o te AI i ēnei rā?
Ngā pānga ki te tika o te AI puta noa i ngā mahi, ngā raraunga, me te whakamahinga tūturu.
🔗 Me pēhea te kite a te AI i ngā āhuatanga rerekē?
He whakamārama māmā mō te kitenga i ngā tauira rerekē i roto i ngā raraunga.
🔗 Me pēhea te ako i te AI taahiraa i te taahiraa
He ara whai hua hei tīmata i te ako i te AI mai i te tīmatanga.
He aha te take e ahua pōhēhē ai te "He Kuputuhi-ki-te-Kōrero AI" i te tuatahi 🤔🧩
Ka tapaina e te tangata tētahi mea he "AI" ina pēnei te āhua:
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urutau
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āhua tangata
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"Kei te pēhea te mahi i tēnā?"
Ā, tera pea ka pērā te ahua o ngā TTS o ēnei rā. Engari i ngā wā o mua, kua "kōrero" ngā rorohiko mā te whakamahi i ngā tikanga e tata atu ana ki te hangarau atamai i te ako.
Ina pātai tetahi he AI te Kuputuhi ki te Kōrero , ko tā rātou tikanga he:
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"He mea whakaputa mai i tētahi tauira ako mīhini?"
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"I akohia e ia te tangi tangata mai i ngā raraunga?"
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"Ka taea e ia te whakahaere i te whakarārangi kupu me te whakanui i te reo, me te kore e rite ki te GPS e pāngia ana e te rā kino?"
He pai aua kare ā-roto. Kāore i te tino tika, engari he tika te whāinga.
Ko te whakautu tere: ko te nuinga o ngā TTS hou he AI - engari ehara i te katoa ✅🔊
Anei te putanga mahi, ehara i te mea whai whakaaro:
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TTS tawhito/tūturu : ehara i te AI (ngā ture + te tukatuka tohu, ngā rekoata tuitui rānei)
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Ngā TTS taiao hou : ko te tikanga he mea hangai ki te AI (ngā whatunga io / te ako mīhini) [2]
He "whakamātautau taringa" tere (ehara i te mea he tino pono, engari he pai): mēnā he reo
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ngā okiokinga tūturu
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te whakapuakitanga maeneene
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te manawataki ōrite
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te whakanui e ōrite ana ki te tikanga
…tērā pea he mea ārahi e te tauira. Mēnā he rite te tangi ki tētahi karetao e pānui ana i ngā tikanga me ngā herenga i roto i tētahi rūma raro rama, he huarahi tawhito pea (he tautuhinga tahua rānei… kāore he whakahē).
Nā… He AI Kuputuhi-ki-te-Kōrero? Ae, i roto i te maha o ngā hua hou. Engari he nui ake te kāwai o te TTS
Te mahi a te tuhinga ki te kōrero (i roto i ngā kupu tangata), mai i te karetao ki te tūturu 🧠🗣️
Ko te nuinga o ngā pūnaha TTS - he māmā, he ātaahua rānei - he putanga o tēnei ara:
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Te tukatuka tuhinga (arā, "kia taea te kōrero i te tuhinga")
Ka whakawhānui i te "Dr." ki te "doctor," ka whakahaere i ngā tau, ngā tohutō, ngā kupu whakarāpopoto, ā, ka ngana kia kaua e mataku. -
Mā te tātari reo
ka wāwāhia te tuhinga kia rite ki ngā poraka hanga kōrero (pērā i ngā oro reo , arā, ngā waeine oro iti e wehewehe ana i ngā kupu). Koinei te wā ka huri ai te "record" (ingoa) me te "record" (kupumahi) hei whakaari roa. -
Te whakamahere prosody
Te whiriwhiri i te wā, te whakanui, ngā okiokinga, te nekehanga o te reo. Ko te prosody te rerekētanga i waenga i te "tangata" me te "toaster monotone". -
Te whakaputa oro
Ka whakaputa i te ngaru oro tuturu.
Ko te wehewehenga nui rawa atu o te "AI, kāore rānei" ka kitea i roto i te whakaputanga oro + prosody . He maha ngā wā ka matapaetia e ngā pūnaha hou ngā whakaaturanga oro waenga ( ko ngā mel-spectrograms ) kātahi ka hurihia hei oro mā te whakamahi i te vocoder (ā, i ēnei rā, he maha ngā wā he io taua vocoder) [2].
Ngā momo matua o te TTS (me ngā wāhi e puta ai te AI) 🧪🎙️
1) Te whakahiato ture/te hanganga hanganga (te karetao tawhito)
Ka whakamahia e te whakahiato tawhito ngā ture hanga-ā-ringa me ngā tauira oro. Ka taea te mārama… engari he maha ngā wā ka rite ki te tangi o tētahi manene atawhai. 👽
Ehara i te mea "kino ake", engari kua arotauhia noa mō ngā here rerekē (te māmā noa, te matapae, te rorohiko taputapu iti).
2) Te hanga honohono (te "tapahia me te whakapiri" oro)
Ka whakamahia ngā wāhanga kōrero kua hopukina, ā, ka tuia ngātahitia. He pai te tangi, engari he pakarukaru:
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ka taea e ngā ingoa tauhou te pakaru
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ka pōturi te tangi o te manawataki rerekē
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he uaua ngā whakarerekētanga kāhua
3) TTS Io (hou, e whakahaerehia ana e te AI)
Ka ako ngā pūnaha io i ngā tauira mai i ngā raraunga, ā, ka whakaputa i te kōrero he maeneene ake, he ngāwari ake hoki - he maha ngā wā ka whakamahia te mel-spectrogram → vocoder flow kua whakahuatia ake nei [2]. Koinei te tikanga o te "reo AI" e te tangata
He aha te mea e pai ai te pūnaha TTS (haunga te "āe, he pono te tangi") 🎯🔈
Mena kua whakamatautauria e koe tētahi reo TTS mā te tāpiri i tētahi mea pēnei i:
"Kāore au i kī i tahaetia e koe te moni."
…kātahi ka whakarongo ki te āhua o te whakanui i te tikanga… kua tūtaki kē koe ki te whakamātautau kounga tūturu: ka hopukina te kaupapa , ehara i te whakahua noa iho?
He pai te whakatakotoranga TTS tino pai:
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Mārama : he mārama ngā oropuare, kāore he oropuare ngohengohe
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Prosody : te whakanui me te tere e ōrite ana ki te tikanga
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Te Pūmautanga : kāore e "whakarerekē tūāhua" i waenganui o te paraka
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Te whakahaere i te whakapuakitanga : ngā ingoa, ngā kupu whakarāpopoto, ngā kupu hauora, ngā kupu waitohu
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Whakaroa : ki te taunekeneke, ka pakaru te whakaputa puhoi
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Tautoko SSML (mēnā he tohunga hangarau koe): tohutohu mō ngā okiokinga, te whakanui, me te whakapuaki kupu [1]
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Raihana me ngā mana whakamahi : he hoha, engari he nui ngā tūponotanga
Ehara i te mea ko te TTS pai he "oro ataahua" anake. He oro whai hua . Pērā i ngā hū. Ko ētahi he ātaahua te āhua, ko ētahi he pai mō te hikoi, ā, ko ētahi he pai mō ngā mea e rua (he unikōne onge). 🦄
Ripanga whakatairite tere: Ngā "ara" TTS (kāore he utu mō te pōrearea) 📊😅
Ka huri ngā utu. Ka huri ngā tātaitai. Ā, i ētahi wā ka tuhia ngā ture "taumata kore utu" pērā i te panga kua takaihia ki roto i te ripanga tātai.
Nō reira, kaua e kī kāore ngā tau e neke i te wiki e tū mai nei, anei te tirohanga pumau ake:
| Ara | Pai rawa atu mō | Tauira utu (noa) | Ngā Tauira (kāore i te katoa) |
|---|---|---|---|
| Ngā API TTS Kapua | Ngā hua i te tauine nui, he maha ngā reo, he pono | He maha ngā wā ka inehia e te nui o te tuhinga me te taumata reo (hei tauira, he mea noa te utu mō ia pūāhua) [3] | Google Cloud TTS, Amazon Polly, Azure Speech |
| TTS io ā-rohe/tuimotu | Ngā rerengamahi tūmataiti tuatahi, te whakamahinga tuimotu, te whakapaunga matapae | Kāore he pire mō ia pūāhua; ka "utu" koe i te wā rorohiko me te wā whakatū [4] | Piper, ētahi atu puranga manaaki-whaiaro |
| Ngā tautuhinga ranu | Ngā taupānga e hiahia ana ki te tautoko tuimotu me te kounga kapua | Ranunga o ngā mea e rua | Kapua + tautoko ā-rohe |
(Mēnā kei te whiriwhiri koe i tētahi ara: ehara i te mea kei te whiriwhiri koe i tētahi "reo pai rawa atu," kei te whiriwhiri koe i tētahi rerenga mahi . Koinei te wāhanga e whakaititia ana e te tangata.)
Te tikanga tūturu o te kupu "AI" i roto i ngā TTS o ēnei rā 🧠✨
Ina kīia te TTS ko "AI," ko te tikanga ka whakamahia e te pūnaha te ako mīhini hei mahi i tētahi, i ētahi rānei o ēnei:
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matapae i ngā roanga (te roa o ngā oro)
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matapae i ngā tauira o te reo/te intonation
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te whakaputa i ngā āhuatanga oro (he maha ngā wā ka whakaatuhia he mel-spectrograms)
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whakaputa oro mā te vocoder (he maha ngā wā ka taea te whakamahi hei io)
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i ētahi wā ka mahia i roto i ngā wāhanga iti ake (mai i te pito ki te pito) [2]
Ko te mea nui: Kāore te AI TTS e pānui ana i ngā reta. Kei te whakatauira pai i ngā tauira kōrero kia pai ai te tangi.
He aha ētahi TTS kāore anō kia rite ki te AI - ā, he aha hoki kāore i te "kino" 🛠️🙂
Ko te TTS kore-AI tonu te whiringa tika ina hiahia koe ki:
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te whakapuakitanga rite tonu, te matapae
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he iti rawa ngā whakaritenga rorohiko
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mahi tuimotu i runga i ngā taputapu iti
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he āhua "reo karetao" (āe, he mea noa iho)
Waihoki: ehara i te mea ko te "tino pai te tangi a te tangata" te "tino pai". Mō ngā āhuatanga urunga, ko te mārama me te ōritetanga te mea e toa ai te mahi whakaari.
Ko te ngāwari o te uru atu tētahi o ngā tino take i puta ai te TTS ♿🔊
Me aro nui ki tēnei wāhanga. Ngā mana o te TTS:
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ngā kaipānui mata mō ngā matapo me ngā kaiwhakamahi tirohanga iti
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tautoko pānui mō te dyslexia me te urunga hinengaro
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ngā horopaki pukumahi (te tunu kai, te haere ki te mahi, te mātua, te whakatika i te mekameka pahikara… e mōhio ana koe) 🚲
Ā, anei te pono huna: ahakoa te TTS tino tika, kāore e taea te tiaki i ngā ihirangi koretake.
Ko ngā wheako pai e whakawhirinaki ana ki te hanganga:
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ngā pane matua tūturu (kaua ko te "kuputuhi nui, mātotoru e whakaari ana he pane matua")
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tuhinga hononga whai tikanga (kaua ko te kupu "pāwhiri ki konei")
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te raupapa pānui whai whakaaro
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tuhinga alt whakaahua
He uaua tonu te whakamahi i tētahi hanganga pānui reo AI kounga teitei, he uaua hoki te whakamahi. Kua… kōrerotia noa.
Ngā tikanga matatika, te tāruarua reo, me te raruraru "tāria - ko rātou tonu tēnā?" 😬📵
He tika ngā whakamahinga o ngā hangarau kōrero o ēnei rā. Ka puta hoki he tūponotanga hou, inā koa ka whakamahia ngā reo hangai hei whakaari i te tangata.
Kua whakatūpato ngā tari tiaki kaihoko ka taea e ngā kaipahua te whakamahi i te tārua reo AI i roto i ngā kaupapa "āhua ohorere whānau", ā, e taunaki ana kia manatokohia mā te hongere pono kaua ki te whakawhirinaki ki te reo [5].
Ngā tikanga whai hua hei āwhina (ehara i te mataku, engari… 2025):
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manatokohia ngā tono rerekē mā te hongere tuarua
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whakatakotohia he kupu waehere whānau mō ngā āhuatanga ohorere
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kaua e whakaarohia he "reo mōhio" hei taunakitanga (he whakarihariha, engari he pono)
Ā, ki te whakaputa koe i ngā ororongo i hangaia e te AI: he whakaaro pai te whakapuakitanga ahakoa kāore koe i te akiakihia e te ture. Kāore te tangata e pai ki te tinihangatia. Kāore rātou.
Me pēhea te whiriwhiri i tētahi huarahi TTS me te kore e hurihuri 🧭😄
He ara whakatau māmā:
Kōwhiria te TTS kapua mēnā e hiahia ana koe:
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te whakarite tere me te tauine
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he maha ngā reo me ngā reo
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aroturuki + pono
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ngā tauira whakauru māmā
Kōwhiria ā-rohe/tuimotu mēnā e hiahia ana koe:
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whakamahinga tuimotu
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ngā rerengamahi tūmataiti tuatahi
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ngā utu e matapaetia ana
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mana whakahaere katoa (ā, kāore he aha ki a koe te mahi whakamāori)
Me tētahi atu pono iti: ko te taputapu pai rawa atu ko te mea e ōrite ana ki tō tukanga mahi. Ehara i te mea he ataata whakaaturanga tino ataahua.
Hei whakarāpopototanga: He AI te Kuputuhi ki te Kōrero? 🧾✨
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Ko te mahi kuputuhi-ki-te-kōrero : te huri i te tuhinga ki te oro kōrero.
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He tikanga noa te AI e whakamahia ana i roto i ngā TTS o ēnei rā, inā koa mō ngā reo tūturu.
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He uaua te pātai nā te mea ka taea te hanga TTS me te AI, me te kore rānei .
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Kōwhiria i runga i tāu e hiahia ana: te māramatanga, te mana whakahaere, te whakaroa, te tūmataitinga, te raihana… kaua ko te "āe, he rite te tangi ki te tangata."
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Ā, ina he mea nui: manatokohia ngā tono reo , ā, whakaaturia ngā oro hangai i runga i te tika. He uaua te whiwhi whakawhirinaki, he ngāwari hoki te tahu 🔥
Ngā Pātai Auau
He hangarau whakawhitiwhiti kōrero ā-ringa (AI) te whakawhiti tuhinga ki te kōrero, he kaupapa noa iho rānei?
Ko te tuhinga-ki-te-kōrero (TTS) te whāinga: te huri i te tuhinga tuhituhi ki te oro kōrero. Ko te tikanga whakamahi i raro i te taupoki he "AI". Ka taea e ngā pūnaha tawhito te whakamahi i ngā ture, te hono rānei i ngā wāhanga kua hopukina, ko ngā reo tūturu o ēnei rā he mea whakamahi i te ako mīhini. Ki te hiahia koe ki te mārama, arotahi ki te hangarau e whakamahia ana, kaua e whakatau mā te oro anake.
Ina pātai te iwi "He hangarau mohio ā-ringa (AI) te tuhinga ki te kōrero," he aha te mea e pātaihia ana e rātou?
I te nuinga o te wā, ka pātai rātou, "I hangaia e te tauira ako mīhini?" "I ako rānei ki te tangi tangata mai i ngā raraunga?" Koia te take ka ahua pahekeheke te pātai: he kāwai te TTS, ehara i te tikanga kotahi. I roto i te maha o ngā hua hou, ko ngā reo tino tūturu he mea hanga ki te AI, engari kei reira tonu ngā huarahi ehara i te AI e pono tonu ana, e whai hua ana hoki.
Me pēhea taku mōhio mēnā he reo TTS i hangaia e te AI mā te whakarongo noa iho?
He āwhina pea te "whakamātautau taringa", engari ehara i te mea he tino pono. Mena he okiokinga tūturu te reo, he māeneene te manawataki, me te whakanui e whai ana i te tikanga, tera pea nā te tauira i ārahi. Mena he papatahi te tangi, he wāhanga piripono, he hē rānei i te whakatakoto kupu, tera pea he tikanga whakahiato tawhito, he tautuhinga kounga iti rānei. Ko te whakaū pai ko te tirotiro tonu i te huarahi kua tuhia e te pūnaha.
He pēhea te mahi a te tuhinga-ki-te-kōrero a te AI hou?
Ko te nuinga o ngā pūnaha e whai ana i tētahi ara whakaputa: ka taea te kōrero i te tuhinga, ka tātari i ngā waeine whakahua, ka whakamahere i te reo irirangi, kātahi ka whakaputa oro. Ko te wehenga nui rawa atu o te "AI vs kāore" ka puta pinepine i roto i te whakamahere reo irirangi me te whakaputa oro. He maha ngā pūnaha hou e matapae ana i ngā āhuatanga oro waenga (he maha ngā mel-spectrograms) kātahi ka hurihia hei oro me te vocoder. I roto i te maha o ngā tatūnga o ēnei rā, he io taua vocoder.
Me whakamahi rānei au i te TTS kapua, me whakahaere rānei i te TTS ā-rohe mō taku kaupapa?
Kōwhiria te kapua ina hiahia koe ki te whakatū tere, te tauine ngāwari, te tahua reo me te reo whānui, me ngā tauira pono pumau. He maha ngā wā ka inehia ngā API kapua e te nui o te tuhinga me te taumata reo, nō reira ka piki ake ngā utu i te whakamahinga. Kōwhiria ngā TTS io ā-rohe/tuimotu ina nui ake te hiranga o te tūmataitinga, te mahi tuimotu, me te whakapaunga matapae i te whai wāhitanga mono-me-te-tākaro. Ka taea e te huarahi ranu te hoatu ki a koe te kounga kapua me te whakahoki tuimotu.
He aha te huarahi pai hei whakahaere i te TTS kia pai ai te uru atu ki ngā paetukutuku, ki ngā tuhinga rānei?
Ko te TTS kaha e whakawhirinaki ana ki te hanganga ma, kaua ki te reo "pai" anake. Whakamahia ngā pane kōrero tūturu (kaua ko te tuhinga matotoru nui anake), te tuhinga hononga whai tikanga, me te raupapa pānui whai whakaaro. Tāpirihia he tuhinga alt whakaahua kia kore ai ngā whakaahua e huri hei āputa puku, ā, karohia ngā mahi tinihanga tahora e whakararuraru ana i te pānui o ngā ihirangi. Ahakoa ngā TTS pai rawa atu, kāore e taea te wetewete i tētahi hanganga kino - ka kōrero noa i ngā raruraru.
Me pēhea taku whakaiti i te mōrearea o ngā mahi tinihanga tārua reo, ngā waea rūpahu rānei mō ngā "āhua ohorere whānau"?
Kaua e whakaarohia he reo mōhiotia he tohu tuturu. Ko te tikanga mahi ko te manatoko i ngā tono rerekē mā te hongere tuarua, pērā i te tuku karere ki tētahi nama e mōhiotia ana, te waea atu rānei mā te tikanga whakapā pono. He maha ngā tāngata e whakatakoto ana i tētahi kupu waehere whānau māmā mō ngā āhuatanga ohorere. Ehara i te paranoia te whāinga - he taahiraa manatoko tere ina nui ngā tūponotanga.
He aha te SSML, ā, āhea me whakamahi mō te tuhinga-ki-te-kōrero?
He huarahi a SSML hei hoatu i ētahi atu tohutohu ki te pūnaha TTS mō te kōrero i te tuhinga. Ka taea e ia te āwhina i ngā okiokinga, te whakanui, me te whakahua kupu, inā koa mō ngā ingoa, ngā kupu whakarāpopoto, ngā kupu hangarau rānei. Mena kei te hanga koe i tētahi mea taunekeneke, he mea e aro ana ki te waitohu, ka taea e SSML te whakapai ake i te ōritetanga me te whakaiti i te uaua o te pānui. He mea tino whai hua ina tata te whakahua taunoa, engari kāore i te tino tata.
Ngā Tohutoro
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W3C - Reo Tohu Whakapūtanga Kōrero (SSML) Putanga 1.1 - pānuihia atu
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Tan et al. (2021) - He Arotake mō te Hanga Kōrero Io (arXiv PDF) - pānuihia atu
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Google Cloud - Utu Kuputuhi-ki-Kōrero - pānuihia atu
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OHF-Voice - Piper (mīhini TTS io ā-rohe) - pānuihia atu
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US FTC - Ka whakamahia e ngā kaipahua te AI hei whakarei ake i ngā kaupapa "whanau ohorere" - pānuihia atu