Kubona 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.
Incamake
It is the quality boost behind better search and more accurate RAG systems.
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.
Ingaruka z'Ingamba
Umuvuduko n'igipimo
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Kugera no kugera
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Ibyemezo bisobanutse
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Ejo hazaza h'isubiramo Reranking
Reranking ningenzi mugushakisha umusaruro na RAG, kandi igitabo kiraguka vuba. Kwakira rerank APIs (nka Cohere Rerank) hamwe na moderi yambukiranya-kodegisi yoroheje byoroshye. Icyerekezo gishya kirimo gukoresha imvugo nini yerekana ubwayo nkibisobanuro byerekana urutonde rutekereza umukandida wose washyizweho icyarimwe, imikoranire yatinze-imikoranire nka ColBERT iringaniza umuvuduko nukuri, hamwe no kwiga guhuza abantu benshi. Mugihe imiterere ya Windows ikura, tegereza guhuza gukomeye hagati ya reranking nuburyo ibice byatoranijwe kandi byateganijwe kubisekuru.
Gushyira mu bikorwa Isi
Ikiganiro cya RAG kigarura ibice 50 hamwe nishakisha rya vector, hanyuma cross-encoder ikabisubiramo kugirango 5 ba mbere bagaburiwe 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
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.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Ubwiza bwo Kubona
Ibibazo bikunze kubazwa
What is Retrieval 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.
Ni uruhe ruhare rwa reranker mu muyoboro wo kugarura?
Reranking nicyiciro cya kabiri: itondekanya neza abakandida igaruka ryihuse yagarutse, igahindura neza neza hejuru.
Niki gitandukanya cross-encoder na bi-encoder?
Kode-kodegisi ihuza ikibazo hamwe ninyandiko hanyuma ikayikoresha hamwe, igafasha kwuzuzanya kwuzuye kandi neza.
Ni ukubera iki cross-encoders ikoreshwa muguhindura aho gukoresha icyiciro cya mbere?
Kuberako ikibazo na buri nyandiko bigomba gutunganyirizwa hamwe, ntushobora kubara inyandiko zerekana, bityo kode-kodegisi ikora gusa kubakandida bato.
Ni ubuhe buryo bwo kugarura icyiciro cya mbere muburyo bwiza?
Retriever itera inshundura, yihuta kugirango yibuke cyane; reranker noneho ikarishye neza kuri icyo kidendezi.
Nigute reranking nziza ifasha sisitemu ya RAG?
Kugaburira LLM ibice byingenzi bitezimbere igisubizo cyukuri kandi kigabanya ibirimo.