Résumé
BERTScore dafay natt ni mbind mi masin defaree méngoo ak royuwaay bi, ci méngale li muy tekki, te baña méngale kàddu yi gëna jub. Dafay saafara jafe-jafe yi ci metrics yu yàgg yiy yar paraphrase yu baax.
BERTScore ak jàngat semantik dañuy tabax xarala yu am njeexital ci kalite model bi, njëgu infrastructure bi, yeexal bi, ak wóor ci eskaal bi.
Plongeur bu xóot
BERTScore dafay jàngat mbind yiñ defar (tekki, resumé, kapsiyon) ci boole token bu nekk ak xeetu contextuel bu melni BERT wala RoBERTa, ba noppi méngale token kandidaa yi ak token royuwaay ci nuru cosine. Jawriñ yu yàgg yu melni BLEU ak ROUGE dañuy lim n-gram yuy jaxasoo, kon 'muus mi mingi ci kaw tapi bi' ak 'muus mi toog ci kaw tapi bi' poñ yu jege zero doonte lu ñuy tekki luy nuru la. BERTScore lu moy loolu dafay xayma token yu bëgg lu méngoo, ba noppi boole ci njub, fàttaliku, ak F1. Ndax embeddings yi dañuy aju ci contexte, benn baat bi ci frase yu wuute dafay am vecteur yu wuute, di jàpp nuance yi. Dafa gëna méngoo ak xalaati nit ñi ci kalite, rawatina ci paraphrase yu neex, moo tax mu nekk jumtukaayu jàngat semantik buñ miin ginaaw biñu ko dugalee ci 2019.
Gis-gis xarala
Token bu nekk amna lu muy tënk; BERTScore dafa tabax matrix buy nuru ci diggante kàndidaa yi ak token yi, ba noppi mu méngale token bu nekk ak àndandoowam bi gëna nuru. Recall méngoo ak jeton royuwaay yi ci kàndidaa bi, precision méngoo ak beneen wàll bi, F1 boole leen. Pondération inverse-document-fréquence buñu mëna tànn mooy wàññi pondéraasioŋ ci baat yiñ gëna xam lu melni 'the'. Dañuy faral di delloosi poñ yi ci liiñ bu njëkk bi, suko defee valeur yi di tasaaroo ci barab buñ mëna jëfandikoo, duñu dajaloo ci wetu 0.85.
Xam BERTScore ak jàngat semantik
BERTScore dafay natt ni mbind mi masin defaree méngoo ak royuwaay bi, ci méngale li muy tekki, te baña méngale kàddu yi gëna jub. Dafay saafara jafe-jafe yi ci metrics yu yàgg yiy yar paraphrase yu baax. BERTScore ak jàngat semantik dañuy tabax xarala yu am njeexital ci kalite model bi, njëgu infrastructure bi, yeexal bi, ak wóor ci eskaal bi. Ngir tabax xam-xam bu xóot, jàppal BERTScore ak Semantic Evaluation ni xeetu liggéey, du benn man-man: leeral njariñ yi nga bëgg, leeral xalaat yi, ak tàqale li sistem bi mëna def ci anam wu wóor ak li ba leegi soxla àtteb kàngam.
Ci jëf, ekip yu am doole yiy jëfandikoo BERTScore ak jàngat semantik dañuy gëna baaxal architecture, done, ak tànneefi infrastructure ci wàllu wóor ak njëg. Dañuy bind kritër yu leer ngir am ndam, natt leen ci done yu dëggu ak def liggéey, ba noppi ñu baamtu ci anamu ñàkka mëna seetlu, du ci benn yoon benchmark wins. Mooy barab bi xam-xam theorie bi di soppiku nekk kàttan buy yàgg ci produit yi, ci politik yi ak ci liggéey yi.
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw. Ci jamano jooju, Optimisation benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi. Xeetu jëf bi gëna dëgër mooy boole gaawaayu jàngat ak disipline nguur: doxal pilote, jàpp firnde, siiwal dogal yi, ak wéy di yeesal kaaraange gi ci anam wi ñuy doxalee, li jëfandikukat bi di xaar, ak sàrti sàrt yi di jëm kanam.
njeextalu pexe
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Doxal ci àdduna dëgg
Sistemu tekkikatu masin buy joxe poñ, fu baat yi baax di wuute, moo tax BLEU dafay yar parafrase yu jaarul yoon ci anam wu jaarul yoon
Dañuy jàngat ay resumé yu abstrak yuy joxewaat ëmbiit li ci kàddu yu bees, duñu kopie ay mbind
Benchmarking xeetu kapsioŋu nataal, fu kapsioŋ yu bari di fësal benn nataal
Tegtale chatbot wala tontu QA ak tontu wurus sudee phrasing wuute waaye luñuy tekki dafay nuru
Modèlu jëfandikoo
BERTScore ak jàngat ci jëf
Sistemu tekki masin buy joxe poñ, fu baat yi baax di wuute, moo tax BLEU dafay daan parafrase yu jaarul yoon ci anam wu jaarul yoon.
Sistemu tekki masin buy joxe poñ, fu baat yi baax di wuute, moo tax BLEU dafay yar paraphrase yu jaar yoon. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit yi ak njëgu njuumte yi ci diir bi.
BERTScore ak jàngat ci jëf
Dañuy jàngat ay resumé yu abstrak yuy joxewaat ëmbiitu cosaan bi ci kàddu yu bees, duñu koppi ay mbind.
Dañuy jàngat ay resumé yu abstrak yuy baamtu ëmbiitu source ci kàddu yu bees, moo gën ñuy kopie ay mbind. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee ay threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit yi ak njëgu njuumte yi ci diir bi.
BERTScore ak jàngat ci jëf
Benchmarking xeetu kapsioŋ nataal fu kapsioŋ yu bari di fësal benn nataal.
Benchmarking xeetu nataal-captioning fu caption yu bari di fësal benn nataal. Ekip yi dañuy faral di am njariñ yu gëna baax suñu leeralee threshold yu kalite ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
BERTScore ak jàngat ci jëf
Teg chatbot wala tontu QA ak tontu wurus sudee phrasing wuute waaye maanaam benn.
Tegtale tontu chatbot wala QA ak tontu wurus sudee phrasing wuute waaye luñuy tekki dafay nuru. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Risk yi ak balustrade yi
Optimize benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi.
Njëg li ñuy fay ci infrastructure yi ak ci toppatoo dañuy faral di suufeel.
Bu sistem yi di gëna xawa jafee xam, jafe-jafe yi am ci wàllu kaaraange ak seetlu mën nañu gëna bari.
Roadmap ngir samp gi
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo.
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppalu génne gi, tëj bërëb bi, ba noppi yokk jëfandikoo gi.
Benchmark ci biir sargal ak done yu dëggu.
Benchmark ci biir sargal ak done yu dëggu. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppalu génne gi, tëj bërëb bi, ba noppi yokk jëfandikoo gi.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppalu génne gi, tëj bërëb bi, ba noppi yokk jëfandikoo gi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppalu génne gi, tëj bërëb bi, ba noppi yokk jëfandikoo gi.