Dubawa
Matsakaicin Matsakaicin Matsayi (MMR) hanya ce ta sake-daraja wacce ke daidaita yadda sakamakon ya kasance daidai da yadda ya bambanta da sakamakon da aka zaɓa. Yana da mahimmanci saboda ƙimar dacewa mai tsabta sau da yawa yakan dawo kusa-kwafin wurare waɗanda ke ɓata sarari a cikin taga mahallin RAG.
Matsakaicin Matsakaicin Dace wani ɓangare ne na tarin harshe-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli.
Zurfafa nutsewa
Lokacin da tsarin bincike ya ƙididdige takardu ta hanyar dacewa da tambaya, babban sakamakon da ake samu akai-akai - sassa biyar duk suna faɗin abu ɗaya. MMR, wanda Carbonell da Goldstein suka gabatar a cikin 1998, yana gyara wannan ta zaɓin sakamako ɗaya bayan ɗaya. A kowane mataki tana zaɓar ɗan takarar da ya ƙara girman gauraya mai nauyi: lambda yana sau dacewar sa ga tambayar, rage (1 debe lambda) ya ninka mafi girman kamanni da duk abin da aka zaɓa. Lambda kusa da 1 yana ba da kyakkyawar dacewa; kusa da 0 yana son bambancin. A cikin ƙarni da aka haɓaka, MMR ya shahara don ɗauko ɓangarorin ɓangarorin daban-daban don haka ƙirar harshe yana ganin ƙarin shaida maimakon gaskiyar da aka maimaita, inganta ɗaukar hoto ba tare da faɗaɗa mahallin ba.
Fahimtar Fasaha
MMR wani algorithm ne mai hadama, mai maimaitawa. Dukansu dacewa da kamancen takardu na tsaka-tsaki yawanci ana lissafta su azaman kamancen cosine tsakanin shigar da vectors. Ƙididdigar ƙira ita ce: MMR = argmax a kan ragowar takardun [lambda * sim (doc, query) - (1 - lambda) * max sim (doc, zaba)]. Saboda yana sake kimanta saitin girma na kowane zagaye, yana dogara ga tsari kuma yana gudana a cikin kwatancen O(k*n) kwatankwacin kwatancen k zaɓaɓɓun daga n yan takara.
Jagoran Matsakaicin Matsakaicin Mahimmanci
Matsakaicin Matsakaicin Matsayi (MMR) hanya ce ta sake-daraja wacce ke daidaita yadda sakamakon ya kasance daidai da yadda ya bambanta da sakamakon da aka zaɓa. Yana da mahimmanci saboda ƙimar dacewa mai tsabta sau da yawa yakan dawo kusa-kwafin wurare waɗanda ke ɓata sarari a cikin taga mahallin RAG. Matsakaicin Matsakaicin Dace wani ɓangare ne na tarin harshe-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli. Don gina fahimta mai zurfi, bi da Matsakaicin Matsakaicin Maɗaukaki azaman ƙirar aiki, ba sifa ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu ke buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi suna amfani da Matsakaicin Matsakaicin Mahimmancin ƙira na haɓakawa, dawowa, da sake duba madaukai azaman tsarin sadarwa mai haɗaɗɗiya. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. A lokaci guda, abubuwan da ba a iya gani ba na iya shigar da rahotanni cikin nutsuwa, kwararar goyan baya, ko abubuwan bincike. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
RAG chatbot yana amfani da dawo da MMR don haka manyan ɓangarorinsa guda 5 sun rufe bangarori daban-daban na manufa maimakon fassarori biyar na sakin layi ɗaya.
Kayan aikin taƙaitawa na bincike yana amfani da MMR don zaɓar sassan da ke rage juzu'i, samar da fa'ida, taƙaitaccen taƙaitaccen bayani.
Mai tara labarai ya ba da matsayi na labarai tare da MMR don nuna bambance-bambancen ɗaukar hoto na taron maimakon shaguna goma masu maimaita labarin waya ɗaya.
Mai dawo da kantin sayar da vector na LangChain yana fallasa search_type='mmr' tare da fetch_k da lambda_mult don rarrabuwar takaddun da aka dawo dasu.
Hanyoyin Aiwatarwa
Matsakaicin Matsakaicin Dace a aikace
RAG chatbot yana amfani da dawo da MMR don haka manyan ɓangarorinsa guda 5 sun rufe bangarori daban-daban na manufa maimakon fassarori biyar na sakin layi ɗaya.
A RAG chatbot yana amfani da dawo da MMR don haka manyan ɓangarorin 5 ɗin sa suna rufe bangarori daban-daban na manufofin maimakon fassarori biyar na rukunin sakin layi guda ɗaya yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Matsakaicin Matsakaicin Dace a aikace
Kayan aikin taƙaitawa na bincike yana amfani da MMR don zaɓar sassan da ke rage juzu'i, samar da fa'ida, taƙaitaccen taƙaitaccen bayani.
Kayan aikin taƙaitawa na bincike yana amfani da MMR don ɗaukar sassan da ke rage juzu'i, samar da fa'ida, ƙarancin taƙaitaccen taƙaitawa Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da kuma bin diddigin ribar yawan aiki da ƙimar kuskure akan lokaci.
Matsakaicin Matsakaicin Dace a aikace
Mai tara labarai ya ba da matsayi na labarai tare da MMR don nuna bambance-bambancen ɗaukar hoto na taron maimakon shaguna goma masu maimaita labarin waya ɗaya.
Mai tara labarai ya ba da matsayi na labarai tare da MMR don nuna bambance-bambancen ɗaukar hoto na taron maimakon shaguna goma da ke maimaita labarin waya ɗaya Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da tsadar kurakurai a kan lokaci.
Matsakaicin Matsakaicin Dace a aikace
Mai dawo da kantin sayar da vector na LangChain yana fallasa search_type='mmr' tare da fetch_k da lambda_mult don rarrabuwar takaddun da aka dawo dasu.
LangChain's vector retriever retriever yana fallasa search_type = 'mmr' tare da fetch_k da lambda_mult don rarraba takaddun da aka dawo da su Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin abubuwan da ake samu da kuma kashe kuɗi na lokaci.
Hatsari & Tsare-tsare
Abubuwan da aka ruɗe suna iya shigar da rahotanni cikin nutsuwa, kwararar tallafi, ko abubuwan bincike.
Hankali na gaggawa na iya ƙirƙirar sakamako mara daidaituwa a cikin buƙatun iri ɗaya.
Za a iya fallasa bayanan rubutu mai ma'ana idan ikon samun dama yana da rauni.
Taswirar Hanya
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa.
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.