Dubawa
BERTScore yana auna yadda ingantaccen rubutu da na'ura ya yi daidai da tunani ta hanyar kwatanta ma'ana, ba ainihin kalmomi ba. Yana gyara maƙaho na ma'aunin ma'aunin ma'auni wanda ke azabtar da ingantattun kalmomin magana.
BERTScore da Semantic Evaluation tubalan gini ne na fasaha wanda ke shafar ingancin samfuri, farashin kayayyakin more rayuwa, latency, da aminci a sikeli.
Zurfafa nutsewa
BERTScore yana kimanta rubutun da aka ƙirƙira (fassara, taƙaitaccen bayani, taken magana) ta hanyar haɗa kowane alama tare da ƙirar mahallin kamar BERT ko RoBERTa, sannan daidaita alamun ɗan takara don yin la'akari ta hanyar kamanni na cosine. Tsofaffin ma'auni kamar BLEU da ROUGE suna ƙidaya n-grams masu ruɓani, don haka 'catin yana kan tabarma' kuma 'feline yana zaune a saman kati' kusa da sifili duk da ma'ana iri ɗaya. BERTScore a maimakon haka yana ƙididdige madaidaicin alamar kwaɗayi, sannan ya tara cikin daidaito, tunowa, da F1. Saboda abubuwan da aka haɗa su a cikin mahallin mahallin, kalma ɗaya a cikin jimloli daban-daban suna samun nau'i daban-daban, suna ɗaukar nuances. Yana da alaƙa da kyau sosai tare da hukunce-hukuncen ɗan adam na inganci, musamman don ƙayyadaddun fassarori, wanda shine dalilin da ya sa ya zama daidaitaccen kayan aikin tantance ma'anar bayan gabatarwar 2019.
Fahimtar Fasaha
Kowane alamar yana samun abin haɗawa na mahallin; BERTScore yana gina matrix kamance tsakanin ɗan takara da alamomin tunani, sannan cikin zari yayi daidai da kowane alamar da abokin tarayya mafi girman kwatankwacinsa. Tuna alamun nunin matches ga ɗan takara, daidaici yayi daidai da sauran shugabanci, kuma F1 ya haɗa su. Zaɓin juzu'i-takardun-mita nauyi yana rage nauyin kalmomi gama-gari kamar 'da'. Yawancin lokaci ana sake daidaita makin bisa tushen tushe don haka ƙimar ta bazu cikin kewayon da za a iya amfani da ita maimakon tari kusa da 0.85.
Jagorar BERTScore da Ƙimar Semantic
BERTScore yana auna yadda ingantaccen rubutu da na'ura ya yi daidai da tunani ta hanyar kwatanta ma'ana, ba ainihin kalmomi ba. Yana gyara maƙaho na ma'aunin ma'aunin ma'auni wanda ke azabtar da ingantattun kalmomin magana. BERTScore da Semantic Evaluation tubalan gini ne na fasaha wanda ke shafar ingancin samfuri, farashin kayayyakin more rayuwa, latency, da aminci a sikeli. Don gina zurfin fahimta, bi da BERTScore da Semantic Evaluation a matsayin samfurin aiki, ba sifa ɗaya ba: ayyana sakamakon da ake so, fayyace 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 da ke amfani da BERTScore da Semantic Evaluation suna haɓaka gine-gine, bayanai, da zaɓin abubuwan more rayuwa akan dogaro da farashi. 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.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. A lokaci guda, Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin. 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
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. 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.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu 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.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa. 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
Tsarukan fassarar inji-maki inda ingantattun kalmomi suka bambanta, don haka BLEU ba da adalci ba ta ladabtar da daidaitattun kalmomin
Ƙimar taƙaitaccen taƙaitaccen bayani wanda ke sake bayyana tushen abun ciki a cikin sababbin kalmomi maimakon kwafin jimloli
Samfuran ƙwaƙƙwaran ƙwaƙƙwaran hoto inda yawancin tatsuniyoyi da yawa ke bayyana hoto ɗaya
Kwatanta martanin chatbot ko QA akan amsoshi na zinariya lokacin da jimla ta bambanta amma ma'ana iri ɗaya ce
Hanyoyin Aiwatarwa
BERTScore da Semantic Evaluation a aikace
Tsarukan fassarar inji-maki inda ingantattun kalmomi suka bambanta, don haka BLEU cikin rashin adalci ta ladabtar da madaidaitan sassan layi.
Tsarukan fassarar inji-inda ingantattun kalmomi suka bambanta, don haka BLEU cikin rashin adalci yana hukunta madaidaicin fassarorin Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
BERTScore da Semantic Evaluation a aikace
Ƙimar taƙaitaccen taƙaitaccen bayani wanda ke sake bayyana tushen abun ciki a cikin sababbin kalmomi maimakon kwafin jimloli.
Ƙimar taƙaitaccen taƙaitaccen bayani wanda ke sake dawo da tushen abun ciki a cikin sababbin kalmomi maimakon kwafin jimloli 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.
BERTScore da Semantic Evaluation a aikace
Samfuran ƙwaƙƙwaran ƙwaƙƙwaran hoto inda yawancin tatsuniyoyi da yawa ke bayyana hoto ɗaya.
Samfuran ɗaukar hoto na benchmarking inda yawancin kalmomi masu kyau suka bayyana hoto iri ɗaya Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙima masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
BERTScore da Semantic Evaluation a aikace
Kwatanta martanin chatbot ko QA akan amsoshi na zinariya lokacin da jimla ta bambanta amma ma'ana iri ɗaya ce.
Kwatanta martanin chatbot ko QA akan amsoshi na zinare lokacin da jimla ta bambanta amma ma'ana iri ɗaya ne Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.