Incamake
BM25 nijambo ryibanze ryibanze rishingiye kumurongo urutonde rutanga inyandiko nukuntu inshuro zibazwa zigaragara, zahinduwe kubijyanye nigihe gike nuburebure bwinyandiko. Imyaka mirongo irashize, iracyakomeye bidasanzwe kandi igaragara hose gushakisha.
BM25 na Lexical Retrieval ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
BM25 (Guhuza Byiza 25) nigikapu-yamagambo yo gutondekanya ibikorwa uhereye kuri Okapi ya probabilistic yo mu myaka ya za 90. Kuri buri jambo ryibibazo rihuza ibimenyetso bitatu: inshuro zijambo (inshuro ijambo rigaragara mumyandiko, hamwe no kugabanuka kugaruka kugenzurwa na parameter k1), inshuro zinyuranye zinyandiko (amagambo adakunze kuboneka mubyegeranyo bibarwa cyane), hamwe nuburebure bwinyandiko zisanzwe (parameter b, inyandiko ndende ntabwo zishimirwa). Sum aya manota yigihembwe hanyuma ubone urwego rwinyandiko. Ntabwo ikeneye imyitozo kandi ikora byihuse ikoresheje indangagaciro zidahinduka, niyo mpamvu moteri zishakisha nka Elasticsearch na Lucene zikoresha muburyo budasanzwe. Nubwo kwiyongera kwimitekerereze, BM25 iracyatsinda cyangwa ihuza ibipimo byinshi, cyane cyane kumagambo adasanzwe, ibimuranga neza, hamwe nibibazo bitari hanze.
Ubushishozi
Ikirangantego cya BM25 cyuzuye: ibice bya k1 byerekana uburyo amagambo yasubiwemo azamura amanota, ijambo rero rigaragara inshuro 50 ntabwo ari 50x rifite akamaro kuruta rimwe. B ibipimo bivanga mbisi nuburebure-busanzwe. IDF kumanura-uburemere amagambo asanzwe nka 'the' kandi ihemba ayandi. Kuberako ikora kumurongo uhindagurika ushushanya buri jambo kurutonde rwinyandiko, amanota akora gusa inyandiko zirimo amagambo yibibazo, bigatuma akora neza cyane.
Kumenya BM25 no Kugarura Amagambo
BM25 nijambo ryibanze ryibanze rishingiye kumurongo urutonde rutanga inyandiko nukuntu inshuro zibazwa zigaragara, zahinduwe kubijyanye nigihe gike nuburebure bwinyandiko. Imyaka mirongo irashize, iracyakomeye bidasanzwe kandi igaragara hose gushakisha. BM25 na Lexical Retrieval ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata BM25 na Lexical Retrieval 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 BM25 na Lexical Retrieval igishushanyo mbonera, kugarura, no gusuzuma 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
Urutonde rusanzwe rufite akamaro muri Elasticsearch, Gushakisha, na Apache Lucene / Solr
Icyiciro cya mbere cyabakandida kugarura kugaburira buhoro buhoro imitekerereze ya shakisha ibyiciro bibiri
Shakisha kode hamwe nogushakisha aho ibiranga neza na kode yamakosa bigomba guhura neza
Gucukura ingero zikomeye zo guhugura ibyinshi nka DPR
Uburyo bwo Gushyira mu bikorwa
BM25 hamwe no gusubiramo amagambo mubikorwa
Urutonde rusanzwe rufite akamaro muri Elasticsearch, Gushakisha, na Apache Lucene / Solr.
Urutonde rusanzwe rwibanze muri Elasticsearch, OpenSearch, na Apache Lucene / Solr Amakipe mubisanzwe 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.
BM25 hamwe no gusubiramo amagambo mubikorwa
Icyiciro cya mbere cyabakandida kugarura kugaburira buhoro buhoro imitekerereze ya shakisha ibyiciro bibiri.
Icyiciro cya mbere cyabakandida kugarura kugaburira gahoro gahoro mungingo zibiri zishakisha Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
BM25 hamwe no gusubiramo amagambo mubikorwa
Shakisha kode hamwe nogushakisha aho ibiranga neza na kode yamakosa bigomba guhura neza.
Gushakisha kode hamwe nogushakisha aho ibimenyekanisha hamwe namakosa agomba guhura neza namakipe ubusanzwe abona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
BM25 hamwe no gusubiramo amagambo mubikorwa
Gucukura ingero zikomeye zo guhugura ibyinshi nka DPR.
Gucukura ingero zikomeye zo guhugura abaguzi benshi nka Amakipe ya DPR mubusanzwe babona umusaruro ushimishije mugihe basobanuye ibipimo ngenderwaho byimbere, bagakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi bagakurikirana 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.