Résumé
Normalisasioŋ guddaay dafay yamale mébetu taamu-tuning suko defee model yi bàyyi am ndimbal ci bind tontu yu gëna gudd. Dafa am solo ndax siñaal neexal yiñ jubbantiwul dañuy puus chatbots yi ci tontu yu bari, yu padded ci barabu tontu yu gëna baax.
Guddaayig normalisasioŋ ci Optimisation taamu mingi toog ci jumtukaayu IA bu mag bi. Soo ko xamee, yeneen mbir ci IA dañuy gëna yomba jàngat ak méngale.
Plongeur bu xóot
Sudee xeetu mbir yi dañu méngoo ak xeeti xam-xam yu melni RLHF wala DPO, dañu jàngee ci méngale yi nit ñi (wala xeetu neexal) tànn 'li gëna baax' ci ñaari tontu. Benn njuumte budul jeex mooy tontu yu gëna gudd yi ñooy gëna taamu doonte duñu gëna baax, moo tax model bi jàng gaawaay bi: nekk wordy. Normalisasioŋ guddaay dafay xeex loolu. Ci DPO neexal biñ tënk mooy limu wuute ci log-probabilite ci token bu nekk, buy màgg ci mekanik ak guddaay bi. Variante yu melni DPO ak SimPO yuñ normalise ci guddaay dañuy xaaj neexal bi ak limu token yi, ñuy poñ ci token bu nekk. Lépp soo ko boolee mu am xeetu tontu yu gàtt te jaar yoon, duñu tontu lu bari ngir mëna yegg ci mébet mi.
Gis-gis xarala
Neexal bu nëbbu bi DPO am mooy log-ratio bi am ci digganté politik yiñ defar ak yiñ jox royuwaay, ñu boole ci token bu nekk ci tontu bi. Ndax token bu nekk dafay yokk beneen (dafay faral di nekk lu baax), neexal bu ñor bi dafay yokk guddaayig toppalante bi, di xajamal optimisation ci wàllu matt yu gëna gudd. SimPO dafay bàyyi xeetu royuwaay bi ba noppi jëfandikoo log-probabilite bu token bu nekk ngir neexal, boole ci marge neexal biñ bëgga am. Séddale ci guddaay dafay dindi njariñu guddaay mekanik bi, kon gradient yiñ taamu dañuy wane kalite bi moo gën limu baat yi.
Guddaayi normalisasioŋ ci gëna taamu
Normalisasioŋ guddaay dafay yamale mébetu taamu-tuning suko defee model yi bàyyi am ndimbal ci bind tontu yu gëna gudd. Dafa am solo ndax siñaal neexal yiñ jubbantiwul dañuy puus chatbots yi ci tontu yu bari, yu padded ci barabu tontu yu gëna baax. Guddaayig normalisasioŋ ci Optimisation taamu mingi toog ci jumtukaayu IA bu mag bi. Soo ko xamee, yeneen mbir ci IA dañuy gëna yomba jàngat ak méngale. Ngir tabax xam-xam bu xóot, jàppal Normalisation Guddaay ci Preference Optimization 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 Normalisation Guddaay ci Optimisation Preference dañuy njëkka tabax model konseptuwaal yu dëgër, ba noppi ñu méngale model yooyu ak ay jafe-jafe liggéey dëgg. 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.
Daf lay jàppale nga tàqale kàddu yu leer ci wàllu xarala ak làkku fësal njaay. Ci jamano jooju, ekip yu wuute mën nañu jëfandikoo benn baat ci anam wu wuute, kon teela leeral yaatuwaayam. 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
Daf lay jàppale nga tàqale kàddu yu leer ci wàllu xarala ak làkku fësal njaay.
Daf lay jàppale nga tàqale kàddu yu leer ci wàllu xarala ak làkku fësal njaay. 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.
Mën nga laaj laaj yu gëna baax ci samp gi balaa ngay dugal xaalis wala sa jotu liggéey.
Mën nga laaj laaj yu gëna baax ci samp gi balaa ngay dugal xaalis wala sa jotu liggéey. 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.
Ekip yi bokk xam-xam ñoo gëna mëna jël yenn dogal ci wàllu produit, politik ak jàng.
Ekip yi bokk xam-xam ñoo gëna mëna jël yenn dogal ci wàllu produit, politik ak jàng. 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
Tuning assistant buy jàppale kiliyaan yi ak SimPO suko defee mu joxe tontu yu fëgër, yu jaar yoon ci barabu paragraf yu padded yuy xool bu baax.
Raporte 'taux de gagné contrôlé de longueur' ci AlpacaEval 2 ngir wane ab model bu gëna baax te baña gëna wax rek.
Yokk normalisasioŋ guddaay ci DPO sooy fine-tuning benn model codage suko defee mu delloosi snippets yu gëna néew, te baña nekk plaque de chaudière.
Saytu ab xeetu neexal buy joxe poñ yu gëna rëy ci essay yu gëna gudd, ba noppi nga debiasing ko balaa nga koy jëfandikoo ngir méngale ab assistant bindkat.
Modèlu jëfandikoo
Guddaay normalisasioŋ ci taamu gëna xéewale ci jëf
Tuning assistant buy jàppale kiliyaan yi ak SimPO suko defee mu joxe tontu yu fëgër, yu jaar yoon ci barabu paragraf yu padded yuy xool bu baax.
Tuning assistant buy jàppale kiliyaan yi ak SimPO suko defee mu joxe tontu yu fëgër, yu jaar yoon ci barabu paragraf yu padded yuy xool bu baax. Ekip yi dañuy faral di am njariñ yu gëna baax suñu leeralee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Guddaay normalisasioŋ ci taamu gëna xéewale ci jëf
Raporte 'taux de gagné contrôlé de longueur' ci AlpacaEval 2 ngir wane ab model bu gëna baax te baña gëna wax rek.
Raporting 'guddaay-kontrole taxawaayu gañcax' ci AlpacaEval 2 ngir wane xeetu njubluwaay bu gëna baax te baña am chattier Teams 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 njuréefi produit ak njëgu njuumte ci diir bi.
Guddaay normalisasioŋ ci taamu gëna xéewale ci jëf
Yokk normalisasioŋ guddaay ci DPO sooy fine-tuning benn model codage suko defee mu delloosi snippets yu gëna néew, te baña nekk plaque de chaudière.
Yokk normalisation guddaay ci DPO sooy fine-tuning benn model coding suko defee mu delloosi snippets yu gëna jub, du boilerplate yu gëna bari. 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.
Guddaay normalisasioŋ ci taamu gëna xéewale ci jëf
Saytu ab xeetu neexal buy joxe poñ yu gëna rëy ci essay yu gëna gudd, ba noppi nga debiasing ko balaa nga koy jëfandikoo ngir méngale ab assistant bindkat.
Saytu xeetu neexal buy gëna am poñ ci essais yu gëna gudd, ba noppi debiasing ko balaa ñu koy jëfandikoo ngir méngale ab assistant bind Teams 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 njuréefi produit ak njëgu njuumte ci diir bi.
Risk yi ak balustrade yi
Ekip yu bari mën nañu jëfandikoo benn baat ci anam wu wuute, kon teela leeral yaatuwaayam.
Benchmark yi mën nañu nuru lu am doole waaye performance yi ci àdduna bi duñu tolloo.
Bëgg kalite done ak palaŋu jàngat dafay faral di jur njariñ yu yomba dagg.
Roadmap ngir samp gi
Tàmbaleel ci joxe leeral ci làkk wu leer ci njariñ li nga soxla.
Tàmbaleel ci joxe leeral ci làkk wu leer ci njariñ li nga soxla. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Tannal benn metric bu baax ak benn anam bu baaxul balaa ngay saytu.
Tannal benn metric bu baax ak benn anam bu baaxul balaa ngay saytu. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Doxal ab pilote bu ndaw ak ay done yu representatif, du ab demo bu leer.
Doxal ab pilote bu ndaw ak ay done yu representatif, du ab demo bu leer. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Këyitu barab bi Normalisation Guddaay ci Optimisation Preference di jàppale ak barab bi pexe yu gëna yomba gëna baax.
Këyitu barab bi Normalisation Guddaay ci Optimisation Preference di jàppale ak barab bi pexe yu gëna yomba gëna baax. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.