Incamake
Gusubiramo ibyiciro nicyiciro cya kabiri cyubushakashatsi bugezweho: nyuma yo kugarura byihuse gukurura abakandida, icyitegererezo gikomeye cyongeye gutsinda abo bakandida bityo abifitemo uruhare rwose bakazamuka hejuru. Nukuzamura ubuziranenge inyuma yubushakashatsi bwiza hamwe na sisitemu ya RAG neza.
Retrieval Reranking ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Shakisha no kugarura-byongerewe ibisekuru mubisanzwe bikora mubyiciro bibiri. Ubwa mbere, kugarura byihuse (ijambo ryibanze rishingiye kuri BM25 cyangwa gushakisha ibintu byinshi) bifata pisine yagutse - vuga 100 ya mbere - guhitamo kwibuka no kwihuta. Noneho reranker isuzuma neza abo bakandida kandi ikabisubiramo bifatika, igahitamo neza neza hejuru. Icyiciro cya reranker ni cross-encoder: igaburira ikibazo kandi buri mukandida inyandiko hamwe hamwe muri transformateur kugirango kwitondera bishobora kubagereranya ijambo kubijambo, bitanga amanota yingirakamaro. Ibi birasobanutse neza kurenza ibyigenga byigenga byashizwemo ariko biratinda cyane kurenza umurambo wose - niyo mpamvu ibyiciro bibiri. Muri RAG, reranking nziza bivuze ko icyitegererezo kibona ibice byingenzi, kugabanya salusiyo no kunoza ireme ryibisubizo.
Ubushishozi
Itandukaniro ryingenzi ni bi-encoder na cross-encoder. Bi-kodegisi ikubiyemo ikibazo hamwe ninyandiko zitandukanye, bityo ibice birashobora kubarwa no kugereranwa nibicuruzwa byadomo byihuse - byiza kubisubiramo byambere. Kwambukiranya-kodegisi ihuza ibibazo ninyandiko kandi ikabikoresha hamwe binyuze muri transformateur, ikareka umucamanza yambukiranya ibitekerezo. Kwambukiranya-kodegisi birasobanutse neza ariko ntibishobora kugereranya inyandiko zerekana, kubwibyo byateganijwe kugirango uhindure umukandida muto washyizweho aho gusikana byose.
Kumenya kugarura Reranking
Gusubiramo ibyiciro nicyiciro cya kabiri cyubushakashatsi bugezweho: nyuma yo kugarura byihuse gukurura abakandida, icyitegererezo gikomeye cyongeye gutsinda abo bakandida bityo abifitemo uruhare rwose bakazamuka hejuru. Nukuzamura ubuziranenge inyuma yubushakashatsi bwiza hamwe na sisitemu ya RAG neza. Retrieval Reranking ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Retrieval Reranking 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 Retrieval Reranking igishushanyo mbonera, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. 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.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. 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
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. 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
Ikiganiro cya RAG kigarura ibice 50 hamwe nishakisha rya vector, hanyuma cross-encoder ikabisubiramo kugirango 5 ya mbere yagaburiwe LLM nibyingenzi
Urubuga rwa e-ubucuruzi rushakisha rukoresha BM25 kugirango wibuke, hanyuma reranker igarura ibicuruzwa kubibazo bifitanye isano no kuzamura impinduka
Hamagara reank yakiriwe API (urugero, Cohere Rerank) kugirango uhindure urutonde rwishakisha udatoje icyitegererezo cyabigenewe
Gukoresha uburyo bwa ColBERT bwatinze kugirango uhindure abakandida hamwe na cross-encoder yukuri neza mugihe gito
Uburyo bwo Gushyira mu bikorwa
Gukuramo Reranking mubikorwa
Ikiganiro cya RAG kigarura ibice 50 hamwe nubushakashatsi bwa vector, hanyuma cross-encoder ikabisubiramo kugirango 5 ya mbere yagaburiwe LLM nibyingenzi.
Ikiganiro cya RAG kigarura ibice 50 hamwe nishakisha rya vector, hanyuma cross-encoder ikongera ikabisubiramo kugirango 5 ba mbere bagaburiwe LLM naya makipe afite akamaro gakomeye mubisanzwe babona ibisubizo byiza mugihe basobanuye ibipimo byimbere imbere, bagakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gukuramo Reranking mubikorwa
Urubuga rwa e-ubucuruzi rushakisha rukoresha BM25 kugirango rwibuke, hanyuma reranker igarura ibicuruzwa kubibazo bifitanye isano no kuzamura impinduka.
Urubuga rwa e-ubucuruzi rushakisha rukoresha BM25 kugirango rwibuke, hanyuma reranker igasubiramo ibicuruzwa bijyanye nibibazo bifitanye isano no kuzamura impinduka 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.
Gukuramo Reranking mubikorwa
Hamagara reank yakiriwe API (urugero, Cohere Rerank) kugirango uhindure urutonde rwishakisha udatoje icyitegererezo cyabigenewe.
Hamagara reank yakiriwe API (urugero, Cohere Rerank) kugirango uhindure urutonde rwishakisha utabanje guhugura icyitegererezo cyabigenewe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gukuramo Reranking mubikorwa
Gukoresha uburyo bwa ColBERT bwatinze kugirango uhindure abakandida hamwe na cross-encoder yukuri neza mugihe gito.
Gukoresha uburyo bwa ColBERT bwatinze kugirango usubiremo abakandida bafite hafi ya cross-encoder yukuri kuri latence yo hasi Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.