GLiNER2: Nyatakakawo Xɔxɔ si Wotu Ðe Ðoɖowɔɖi Dzi Ðekawɔwɔ | Mewayz Blog Skip to main content
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GLiNER2: Nyatakakawo Xɔxɔ si Wotu Ðe Ðoɖowɔɖi Dzi Ðekawɔwɔ

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15 min read Via github.com

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Tso Tɔtɔ me yi eme kɔ nyuie: Nyatakakawo ɖeɖeɖa ƒe Kuxi

Le egbegbe asitsatsa ƒe nɔnɔme si me nyatakakawo yɔ fũ me la, kuxia ŋutɔŋutɔ menye nyatakaka ƒe anyimanɔmanɔ o—gɔmesese le eŋu. Nuŋɔŋlɔ siwo ŋu womewɔ ɖoɖo ɖo o yɔ dɔwɔƒewo fũ: kpekpeɖeŋunatikitiwo, asisiwo ƒe nyaŋuɖoɖowo, senyawo ŋuti nubablawo, kple asitsatsa ŋuti nyatakakawo. Asi me toto le zitɔtɔ sia me be yeadi nyatakaka siwo koŋ nèhiã—asisi aɖe ƒe nyatoƒoetoto, ŋkeke si dzi woawɔ nubabla yeyee, adzɔnu ƒe akpa aɖe ƒe biabiawo—nye nusi nɔa blewu, exɔa ga geɖe, eye wòte ŋu wɔa vodada bɔbɔe. Le mɔ̃ siwo le abe Mewayz ene, siwo ƒe taɖodzinue nye be yewoana asitsadɔwo nanyo ɖe edzi to dɔwɔnu kple nyatakaka siwo to vovo ƒe kadodo me la, nyatakaka siawo ƒe ɖoɖowɔwɔ nyuie nye nu vevitɔ kekeake. Enye tɔdzisasrã si le nyatakaka xoxowo kple gɔmesese si woate ŋu awɔ dɔ le dome. Afi siae mɔ̃ɖaŋununya si trɔ asi le nu ŋu si woyɔna be GLiNER2 va le dɔ wɔm le, si na mɔnu si wɔ ɖeka eye ŋusẽ le eŋu be woatrɔ nuŋɔŋlɔ ƒe zitɔtɔ wòazu nusiwo me kɔ si woɖo ɖe ɖoɖo nu.

Nukae nye GLiNER2? Titri aɖe le Zero-Shot Extraction

me

GLiNER2 tsi tre ɖi na ŋgɔyiyi ɖedzesi aɖe le Dzɔdzɔmegbewo Ŋuti Dɔwɔna (NLP) ƒe akpa dzi. Enye mɔnu si woate ŋu azã le mɔ gbadza nu si wowɔ na dɔ aɖe si woyɔna be Named Entity Recognition (NER), si bia be woade dzesi nyatakaka veviwo (nuwɔnawo) le nuŋɔŋlɔ me ahade wo hatsotsowo me. Nusi na GLiNER2 to vovo enye eƒe "unified schema-based" kple "zero-shot" ŋutetewo. To vovo na kpɔɖeŋu xoxo siwo hiã be woana hehe wo vevie na nyatakaka ƒomevi ɖesiaɖe koŋ (e.g., amewo ƒe ŋkɔwo, dɔwɔƒe ƒe ŋkɔwo, ŋkekewo) la, woate ŋu afia mɔ GLiNER2 le dzodzo me. Ðeko nètsɔa nuŋɔŋlɔa kple hatsotso siwo nèdi be yeake ɖo ƒe xexlẽdzesiwo naa, eye kpɔɖeŋua wɔa susɔea. Le kpɔɖeŋu me. Trɔtrɔ ɖe nɔnɔmewo ŋu sia nye fefe-trɔla.

Alesi GLiNER2 Naa Ŋusẽ Asitsadɔ Siwo Me Nunya Le Wu

GLiNER2 ƒe dɔwɔwɔ ŋutɔŋutɔ na asitsadɔwɔɖoɖo lolo ŋutɔ. To nyatakaka siwo woɖo ɖe ɖoɖo nu ɖeɖe tso nuŋɔŋlɔ siwo womeɖo ɖe ɖoɖo nu o me le eɖokui si me la, ewɔa dɔ abe mɔ̃ sẽŋu aɖe ene na nuwo wɔwɔ le wo ɖokui si kple nunya. Bu nusiwo ate ŋu adzɔ ŋu kpɔ:

    ƒe nyawo
  • CRM si wodo ɖe ŋgɔ: He nyatakaka veviwo abe "dɔa ƒe ɣeyiɣi mamlɛawo," "asitsalawo ƒe gazazã," kple "nyametsotsowɔla" tso e-mail dzi dzeɖoɖowo kple kpekpe ŋuti nuŋlɔɖiwo me le ɖokuiwò si, eye nàna wò Mewayz CRM nuŋlɔɖiwo nanɔ kesinɔnuwo eye woanɔ yeyee asi me nyawo tsɔtsɔ yi eme manɔmee.
  • Nunya ƒe Kpekpeɖeŋu Tiketiwo: Dzro kpekpeɖeŋu tikitiwo me be nàda wo ɖe hatsotsowo me enumake to "ISSUE_TYPE" (e.g., fexexe, vodada ŋuti nyatakaka) kple "URGENCY," akpɔ egbɔ be woɖo wo ɖe ƒuƒoƒo nyuitɔ eye wotsɔ wo ɖo nɔƒe gbãtɔ nyuie.
  • Nubabla Dzikpɔkpɔ si Wowɔ Ðekae: Trɔ senyawo me nuŋlɔɖiwo me be nàɖe ŋkeke veviwo, agbanɔamedziwo, kple akpawo ɖa, atsɔ ayɔ agblewo me le ɖokuiwò si le wò Mewayz dɔa dzikpɔkpɔ modules me.
  • Asitsalawo ƒe Nukpɔsusu Deto: Dzro numekuku ƒe ŋuɖoɖowo kple numetotowo me be nàse nusi tututu "PRODUCT_FEATURES" asisiwo le nu ƒom tsoe kple "SENTIMENT" si do ƒome kplii gɔme, si naa mɔfiame si me kɔ na adzɔnuwo wɔwɔ.
ƒe nyawo |
"GLiNER2 ƒe ŋutete be wòawɔ zero-shot extraction kple model ɖekawɔwɔ ɖea hehenana si xɔa ga geɖe eye wòxɔa ɣeyiɣi geɖe le dɔ ɖesiaɖe me la ɖa, si wɔnɛ be NLP deŋgɔwo te ŋu kpɔa dɔ geɖe wu."

Mewayz ƒe Kadodo: Nunya ƒe Ðekawɔwɔ Mamaɖemaɖe

Le Mewayz la, míaƒe taɖodzinue nye be míatu modular business OS si ɖea friction ɖa eye wòdoa dɔwɔwɔ ɖe ŋgɔ. AI sesẽ abe GLiNER2 ene menye kpeɖeŋutɔ ko o; enye akpa vevi aɖe si nana ŋutega sia te ŋu wɔa dɔ. Ne míetsɔ nyatakakawo ɖeɖe ƒe ŋutete deŋgɔ mawo de Mewayz ƒe mɔ̃a me tẽ la, míate ŋu atrɔ nyatakaka siwo mewɔa dɔ o woazu nunya si le dɔ wɔm. Kpekpeɖeŋutikiti va zua nusi yi ŋgɔ wu nyatakakawo ɖoɖo ɖe amewo to asitelefon dzi ko; eva zua nudzɔdzɔ si woɖo ɖe ɖoɖo nu si ʋãa dɔwɔwɔwo le eɖokui si, wɔa asisiwo ƒe nuŋlɔɖiwo yeyee, eye wònaa adzɔnuwo ƒe ƒuƒoƒoa nya. Nubabla si woda ɖe dɔa ƒe agbalẽdzraɖoƒe meganye nuŋlɔɖi si nɔa teƒe ɖeka o ke boŋ enye ŋkeke veviwo kple nu vevi siwo yɔa ƒuƒoƒo ƒe ɣletigbalẽ si woama me la tsoƒe. AI-ŋusẽ ƒe ɖeɖeɖa ƒe ƒoƒo ɖekae sia si me kuxi aɖeke mele o la kpɔa egbɔ be Mewayz ƒe mɔ̃a menye dɔwɔnuwo ƒe ƒuƒoƒo dzro aɖe ko o, ke boŋ enye dɔwɔɖoɖo si me nunya le vavã si sea wò asitsatsa ƒe nɔnɔme gɔme eye wòkpena ɖe ŋuwò nèwɔa dɔ nyuie wu.

Etsɔme la nye esi woɖo ɖe ɖoɖo nu eye wòate ŋu awɔ dɔ

GLiNER2 nye AI ƒe ƒutsotsoe si kplɔe ɖo si ŋu ŋusẽ le eye wòwɔa dɔ siaa ƒe kpɔɖeŋu. Eʋãa mí yia etsɔme si me kɔmpiutadziɖoɖowo medzraa nyatakakawo ɖo ko o ke boŋ wosea wo gɔme, si trɔa gbedadaƒo gã si me nuŋɔŋlɔ siwo ŋu womewɔ ɖoɖo ɖo o le la wòzua sidzedze si ŋu wowɔ ɖoɖo ɖo nyuie. Le asitsaha siwo zãa mɔnu abe Mewayz ene gome la, esia fia be ɣeyiɣi ʋɛ aɖewo koe wozãna ɖe nyatakakawo ŋɔŋlɔ kple asi didi kple nyatakakawo didi ŋu, eye woazã ɣeyiɣi geɖe ɖe aɖaŋuɖoɖomɔnu kple dzidziɖedzi ŋu. Esi kpɔɖeŋu siawo yi edzi le tɔtrɔm la, seɖoƒe meli na ŋutete si le asitsatsa ƒe nɔnɔme siwo me wowɔa dɔ le wo ɖokui si fũu akpa, siwo nya nu tso nya siwo ƒo xlãe ŋu o. Taɖodzinu vevitɔe nye ɖoɖo si awɔ dɔ do ŋgɔ na wò, eye nyatakakawo ɖeɖe tso ɖoɖo ɖeka dzi nye afɔɖeɖe vevi aɖe le mɔzɔzɔ ma me.

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Tso Tɔtɔ me yi eme kɔ nyuie: Nyatakakawo ɖeɖeɖa ƒe Kuxi

Le egbegbe asitsatsa ƒe nɔnɔme si me nyatakakawo yɔ fũ me la, kuxia ŋutɔŋutɔ menye nyatakaka ƒe anyimanɔmanɔ o—gɔmesese le eŋu. Nuŋɔŋlɔ siwo ŋu womewɔ ɖoɖo ɖo o yɔ dɔwɔƒewo fũ: kpekpeɖeŋunatikitiwo, asisiwo ƒe nyaŋuɖoɖowo, senyawo ŋuti nubablawo, kple asitsatsa ŋuti nyatakakawo. Asi me toto le zitɔtɔ sia me be yeadi nyatakaka siwo koŋ nèhiã—asisi aɖe ƒe nyatoƒoetoto, ŋkeke si dzi woawɔ nubabla yeyee, adzɔnu ƒe akpa aɖe ƒe biabiawo—nye nusi nɔa blewu, exɔa ga geɖe, eye wòte ŋu wɔa vodada bɔbɔe. Le mɔ̃ siwo le abe Mewayz ene, siwo ƒe taɖodzinue nye be yewoana asitsadɔwo nanyo ɖe edzi to dɔwɔnu kple nyatakaka siwo to vovo ƒe kadodo me la, nyatakaka siawo ƒe ɖoɖowɔwɔ nyuie nye nu vevitɔ kekeake. Enye tɔdzisasrã si le nyatakaka xoxowo kple gɔmesese si woate ŋu awɔ dɔ le dome. Afi siae mɔ̃ɖaŋununya si trɔ asi le nu ŋu si woyɔna be GLiNER2 va le dɔ wɔm le, si na mɔnu si wɔ ɖeka eye ŋusẽ le eŋu be woatrɔ nuŋɔŋlɔ ƒe zitɔtɔ wòazu nusiwo me kɔ si woɖo ɖe ɖoɖo nu.

Nukae nye GLiNER2? Titri aɖe le Zero-Shot Extraction

me

GLiNER2 tsi tre ɖi na ŋgɔyiyi ɖedzesi aɖe le Dzɔdzɔmegbewo Ŋuti Dɔwɔna (NLP) ƒe akpa dzi. Enye mɔnu si woate ŋu azã le mɔ gbadza nu si wowɔ na dɔ aɖe si woyɔna be Named Entity Recognition (NER), si bia be woade dzesi nyatakaka veviwo (nuwɔnawo) le nuŋɔŋlɔ me ahade wo hatsotsowo me. Nusi na GLiNER2 to vovo enye eƒe "unified schema-based" kple "zero-shot" ŋutetewo. To vovo na kpɔɖeŋu xoxo siwo hiã be woana hehe wo vevie na nyatakaka ƒomevi ɖesiaɖe koŋ (e.g., amewo ƒe ŋkɔwo, dɔwɔƒe ƒe ŋkɔwo, ŋkekewo) la, woate ŋu afia mɔ GLiNER2 le dzodzo me. Ðeko nètsɔa nuŋɔŋlɔa kple hatsotso siwo nèdi be yeake ɖo ƒe xexlẽdzesiwo naa, eye kpɔɖeŋua wɔa susɔea. Le kpɔɖeŋu me. Trɔtrɔ ɖe nɔnɔmewo ŋu sia nye fefe-trɔla.

Alesi GLiNER2 Naa Ŋusẽ Asitsadɔ Siwo Me Nunya Le Wu

GLiNER2 ƒe dɔwɔwɔ ŋutɔŋutɔ na asitsadɔwɔɖoɖo lolo ŋutɔ. To nyatakaka siwo woɖo ɖe ɖoɖo nu ɖeɖe tso nuŋɔŋlɔ siwo womeɖo ɖe ɖoɖo nu o me le eɖokui si me la, ewɔa dɔ abe mɔ̃ sẽŋu aɖe ene na nuwo wɔwɔ le wo ɖokui si kple nunya. Bu nusiwo ate ŋu adzɔ ŋu kpɔ:

Mewayz ƒe Kadodo: Nunya ƒe Ðekawɔwɔ Mamaɖemaɖe

Le Mewayz la, míaƒe taɖodzinue nye be míatu modular business OS si ɖea friction ɖa eye wòdoa dɔwɔwɔ ɖe ŋgɔ. AI sesẽ abe GLiNER2 ene menye kpeɖeŋutɔ ko o; enye akpa vevi aɖe si nana ŋutega sia te ŋu wɔa dɔ. Ne míetsɔ nyatakakawo ɖeɖe ƒe ŋutete deŋgɔ mawo de Mewayz ƒe mɔ̃a me tẽ la, míate ŋu atrɔ nyatakaka siwo mewɔa dɔ o woazu nunya si le dɔ wɔm. Kpekpeɖeŋutikiti va zua nusi yi ŋgɔ wu nyatakakawo ɖoɖo ɖe amewo to asitelefon dzi ko; eva zua nudzɔdzɔ si woɖo ɖe ɖoɖo nu si ʋãa dɔwɔwɔwo le eɖokui si, wɔa asisiwo ƒe nuŋlɔɖiwo yeyee, eye wònaa adzɔnuwo ƒe ƒuƒoƒoa nya. Nubabla si woda ɖe dɔa ƒe agbalẽdzraɖoƒe meganye nuŋlɔɖi si nɔa teƒe ɖeka o ke boŋ enye ŋkeke veviwo kple nu vevi siwo yɔa ƒuƒoƒo ƒe ɣletigbalẽ si woama me la tsoƒe. AI-ŋusẽ ƒe ɖeɖeɖa ƒe ƒoƒo ɖekae sia si me kuxi aɖeke mele o la kpɔa egbɔ be Mewayz ƒe mɔ̃a menye dɔwɔnuwo ƒe ƒuƒoƒo dzro aɖe ko o, ke boŋ enye dɔwɔɖoɖo si me nunya le vavã si sea wò asitsatsa ƒe nɔnɔme gɔme eye wòkpena ɖe ŋuwò nèwɔa dɔ nyuie wu.

Etsɔme la nye esi woɖo ɖe ɖoɖo nu eye wòate ŋu awɔ dɔ

GLiNER2 nye AI ƒe ƒutsotsoe si kplɔe ɖo si ŋu ŋusẽ le eye wòwɔa dɔ siaa ƒe kpɔɖeŋu. Eʋãa mí yia etsɔme si me kɔmpiutadziɖoɖowo medzraa nyatakakawo ɖo ko o ke boŋ wosea wo gɔme, si trɔa gbedadaƒo gã si me nuŋɔŋlɔ siwo ŋu womewɔ ɖoɖo ɖo o le la wòzua sidzedze si ŋu wowɔ ɖoɖo ɖo nyuie. Le asitsaha siwo zãa mɔnu abe Mewayz ene gome la, esia fia be ɣeyiɣi ʋɛ aɖewo koe wozãna ɖe nyatakakawo ŋɔŋlɔ kple asi didi kple nyatakakawo didi ŋu, eye woazã ɣeyiɣi geɖe ɖe aɖaŋuɖoɖomɔnu kple dzidziɖedzi ŋu. Esi kpɔɖeŋu siawo yi edzi le tɔtrɔm la, seɖoƒe meli na ŋutete si le asitsatsa ƒe nɔnɔme siwo me wowɔa dɔ le wo ɖokui si fũu akpa, siwo nya nu tso nya siwo ƒo xlãe ŋu o. Taɖodzinu vevitɔe nye ɖoɖo si awɔ dɔ do ŋgɔ na wò, eye nyatakakawo ɖeɖe tso ɖoɖo ɖeka dzi nye afɔɖeɖe vevi aɖe le mɔzɔzɔ ma me.

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