Incamake
A reranker nicyiciro cya kabiri cyicyitegererezo cyongeye gutanga urutonde rwibisubizo byubushakashatsi kugirango bifitanye isano nikibazo, bikarishye gutumiza nyuma yo kugarura byihuse gukurura abakandida. Nibintu byingenzi mubushakashatsi bugezweho no kugarura-kongera ibisekuru (RAG).
Icyitegererezo cya Reranking nicyuma cyubaka tekinike kigira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Sisitemu na RAG sisitemu ikora mubyiciro bibiri. Ubwa mbere, kugarura byihuse (akenshi ni vector / gushiramo gushakisha cyangwa ijambo ryibanze BM25) bikurura wenda 50-100 ibyangombwa byabakandida kuva miriyoni - byashyizwe mubikorwa byo kwibuka no kwihuta. Ariko iyo pass ya mbere itanga amanota kubibazo hamwe ninyandiko zitandukanye, bityo irashobora kubura nuance. A reranker nintambwe isobanutse: ifata ikibazo na buri mukandida hamwe hanyuma igatanga amanota meza yingirakamaro, hanyuma igahindura urutonde kugirango ibisubizo byiza bizamuke hejuru. Ubwubatsi bwiganje ni cross-encoder: igaburira ikibazo hamwe ninyandiko hamwe hamwe na transformateur, ikareka buri kimenyetso cyabajijwe kuri buri kimenyetso cyerekana. Iyi mikoranire yimbitse ituma rerankers isobanuka neza kuruta gushyiramo ibisa, kubiciro byo kwiruka rimwe kumukandida.
Ubushishozi
Itandukaniro ni bi-encoder na cross-encoder. Bi-encoder ikubiyemo ikibazo ninyandiko yigenga mubice, bityo guhuza ni ibicuruzwa byadomo bihendutse - byihuse kandi bidasubirwaho, ariko bidakabije. Kwambukiranya-kodegisi ihuza ikibazo hamwe ninyandiko muburyo bumwe hanyuma ikoresha pasiporo yuzuye, itanga amanota imwe yingirakamaro hamwe nikimenyetso cyerekana urwego rwitondewe. Ntishobora kubarwa, kubwibyo igenewe guhinduranya urutonde ruto. Abanyamideli nka Cohere Rerank na BGE-reranker batanga urugero.
Kumenya icyitegererezo cya Reranking
A reranker nicyiciro cya kabiri cyicyitegererezo cyongeye gutanga urutonde rwibisubizo byubushakashatsi kugirango bifitanye isano nikibazo, bikarishye gutumiza nyuma yo kugarura byihuse gukurura abakandida. Nibintu byingenzi mubushakashatsi bugezweho no kugarura-kongera ibisekuru (RAG). Icyitegererezo cya Reranking nicyuma cyubaka tekinike kigira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Moderi ya Reranking nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Moderi ya Reranking atezimbere ubwubatsi, amakuru, nibikorwa byo guhitamo ibikorwa remezo kurwanya 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
Ikiganiro cya RAG kigarura uduce 50 ushizemo gushakisha, hanyuma ugahitamo kugaburira gusa ibice 5 byambere byingenzi mubice bya LLM
E-ubucuruzi bwo gushakisha ibisubizo byibicuruzwa kugirango ibintu bihuze neza numuguzi wuzuye wibibazo bigaragara mbere
Cohere Rerank cyangwa BGE-reranker izamura ubusobanuro bwinyandiko zumushinga gushakisha hejuru ya PDF ibihumbi
Abakiriya-bunganira ubumenyi shingiro reranking yagaruwe yingingo zifasha kugirango umukozi agaragaze igisubizo kimwe cyingirakamaro hejuru
Uburyo bwo Gushyira mu bikorwa
Guhindura Moderi mubikorwa
Ikiganiro cya RAG kigarura uduce 50 ushizemo gushakisha, hanyuma ugahitamo kugaburira gusa ibice 5 byambere byingenzi mubice bya LLM.
Ikiganiro cya RAG kigarura uduce 50 mugushiramo gushakisha, hanyuma ugahitamo kugaburira gusa ibice 5 byambere byingenzi mubice bya LLM Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Guhindura Moderi mubikorwa
E-ubucuruzi bwo gushakisha ibisubizo byibicuruzwa kugirango ibintu bihuze neza numuguzi wuzuye wibibazo bigaragara mbere.
E-ubucuruzi bushakisha ibisubizo byibicuruzwa bityo ibintu bihuye neza ninteruro yumuguzi yuzuye yibibazo bigaragara mbere Amakipe asanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Guhindura Moderi mubikorwa
Cohere Rerank cyangwa BGE-reranker izamura ubusobanuro bwinyandiko zishakisha imishinga hejuru ya PDF ibihumbi.
Cohere Rerank cyangwa BGE-reranker yongerera ubumenyi bwinyandiko zumushinga gushakisha ibihumbi n'ibihumbi bya politiki ya PDF Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhindura Moderi mubikorwa
Abakiriya-bunganira ubumenyi shingiro reranking yagaruwe yingingo zifasha kugirango umukozi agaragaze igisubizo kimwe cyingirakamaro hejuru.
Ubumenyi-bushingiye ku bumenyi bushingiye ku ngingo zafashijwe kugirango umukozi agaragaze igisubizo kimwe cyingirakamaro ku makipe yo hejuru 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.
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.