Incamake
BERTScore ipima uburyo inyandiko yakozwe na mashini ihuye neza nugereranya ibisobanuro, ntabwo ari amagambo nyayo. Ikosora impumyi yibanze yibipimo bishaje bihana imvugo zemewe.
Isuzuma rya BERTScore na Semantike ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
BERTScore isuzuma inyandiko yatanzwe (ibisobanuro, incamake, ibisobanuro) ushiramo buri kimenyetso hamwe nicyitegererezo kijyanye na BERT cyangwa RoBERTa, hanyuma ugahuza ibimenyetso byabakandida kugirango berekane ibimenyetso byerekana cosine. Ibipimo bishaje nka BLEU na ROUGE bibara byuzuye n-garama, bityo 'injangwe iri ku matiku' na 'feline yicaye hejuru yigitambara' amanota hafi ya zeru nubwo bifite ibisobanuro bimwe. BERTScore ahubwo ibara umururumba wikimenyetso gihuye, hanyuma igateranya neza, kwibutsa, na F1. Kuberako gushira hamwe, ijambo rimwe mumagambo atandukanye abona ibice bitandukanye, bifata nuance. Ihuza neza cyane n’imanza z’abantu zifite ireme, cyane cyane ku magambo meza, niyo mpamvu yabaye igikoresho gisanzwe cyo gusuzuma-isuzuma nyuma yo gutangira 2019.
Ubushishozi
Buri kimenyetso kibona gushyiramo imiterere; BERTScore yubaka matrix ihuza umukandida n'ibimenyetso byerekana, hanyuma umururumba uhuza buri kimenyetso na mugenzi wacyo-usa cyane. Ibuka guhuza ibimenyetso byerekana umukandida, ibisobanuro bihuye nibindi byerekezo, na F1 irabihuza. Guhitamo inverse-inyandiko-inshuro ziremereye uburemere amagambo asanzwe nka 'the'. Amanota akunze gukurwaho kuribanze kugirango indangagaciro zikwirakwira murwego rukoreshwa aho guhurira hafi 0.85.
Kumenya BERTScore na Isuzuma rya Semantike
BERTScore ipima uburyo inyandiko yakozwe na mashini ihuye neza nugereranya ibisobanuro, ntabwo ari amagambo nyayo. Ikosora impumyi yibanze yibipimo bishaje bihana imvugo zemewe. Isuzuma rya BERTScore na Semantike ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata BERTScore na Semantic Evaluation nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha BERTScore na Semantic Evaluation atezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa-Isi
Gutanga amanota ya mashini-yubusobanuro aho amagambo yemewe aratandukanye, bityo BLEU ihana akarengane imvugo iboneye
Gusuzuma incamake idasubirwaho isubiramo ibikubiye mumagambo mashya aho kwigana interuro
Ibipimo byerekana amashusho-yerekana imiterere aho ibisobanuro byinshi byanditse bisobanura ishusho imwe
Kugereranya chatbot cyangwa QA ibisubizo kubisubizo bya zahabu mugihe interuro itandukanye ariko ibisobanuro birasa
Uburyo bwo Gushyira mu bikorwa
Isuzuma rya BERTScore na Semantike mubikorwa
Gutanga amanota ya mashini-yubusobanuro aho amagambo yemewe aratandukanye, bityo BLEU ihana akarengane imvugo iboneye.
Gutanga amanota ya sisitemu yo guhindura imashini aho amagambo yemewe atandukana, bityo BLEU ihana akarengane imvugo iboneye Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Isuzuma rya BERTScore na Semantike mubikorwa
Gusuzuma incamake idasubirwaho isubiramo ibikubiye mumagambo mashya aho kwigana interuro.
Gusuzuma incamake idasubirwaho isubiramo ibikubiye mumagambo mashya aho kwigana interuro Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Isuzuma rya BERTScore na Semantike mubikorwa
Ibipimo byerekana amashusho-yerekana imiterere aho ibisobanuro byinshi byanditse bisobanura ishusho imwe.
Ibipimo byerekana amashusho-yerekana ibisobanuro byinshi aho ibisobanuro byinshi byerekana neza ishusho imwe Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Isuzuma rya BERTScore na Semantike mubikorwa
Kugereranya chatbot cyangwa QA ibisubizo kubisubizo bya zahabu mugihe interuro itandukanye ariko ibisobanuro birasa.
Ugereranije chatbot cyangwa QA ibisubizo kubisubizo bya zahabu mugihe interuro itandukanye ariko ibisobanuro birasa Amakipe mubisanzwe abona ibisubizo byiza mugihe asobanura ibipimo byiza byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.