AI a cikin Gano Legal
AI yana zazzage ta hanyar ɗimbin kundi na imel, takardu, da taɗi don nemo kaɗan da suka dace da ƙara - wani tsari da ake kira e-discovery.
Dubawa
It matters because modern cases can involve millions of files, and manual review by lawyers is slow, costly, and error-prone.
Zurfafa nutsewa
A cikin shari'ar, sassan biyu dole ne su yi musayar takardun da suka dace yayin 'ganowa'. Yau wannan sau da yawa yana nufin neman terabytes na imel, saƙonnin Slack, kwangiloli, da maƙunsar bayanai. AI-powered 'technology-assisted review' (TAR) ya sa wannan za a iya gani. Lauyoyin lauyoyi suna ƙididdige samfurin takaddun kamar yadda ya dace ko a'a, kuma samfurin koyo na injin yana koyon tsarin, sannan ya ƙirƙira sauran miliyoyi ta wata ila dacewa - aikin aiki da ake kira tsinkaya coding. Kotuna sun yarda da TAR tun lokacin da aka yanke hukuncin Da Silva Moore na 2012. Bayan darajoji, AI ta tattara takardu iri ɗaya, suna gano kwafi kusa da zaren imel, kuma yana amfani da NLP don nemo ra'ayoyi (ba mahimmin kalmomi kawai) da tutocin lauya-abokin ciniki gata ba. Generative AI yanzu ya ci gaba, yana taƙaita takardu da amsa tambayoyi game da fayil ɗin shari'a a cikin harshe bayyananne. Sakamakon: bita cikin sauri, ƙananan farashi, kuma sau da yawa mafi girman daidaito fiye da gajiyayyu masu bitar ɗan adam.
Fahimtar Fasaha
Classic TAR yana amfani da masu rarraba rubutu da ake kulawa (samun koma baya, SVMs) akan fasalulluka; 'TAR 2.0' yana amfani da ci gaba da koyo mai ƙwazo, inda ƙirar ke ci gaba da sake yin kima da ba da mafi kyawun takaddun bayanai don bita har sai abin da ya dace ya ƙare. Binciken ra'ayi ya dogara ne akan abubuwan da aka haɗa da vector don haka takaddun kamanceceniya suna bayyana ko da ba tare da raba kalmomi ba. Generative AI yana ƙara taƙaitawar-dawowa - jawo ayoyin da aka ambata don lauyoyi su iya tabbatar da da'awar maimakon amincewa da akwatin baƙar fata.
Dabarun Tasiri
Mahallin da dokoki
Halin masana'antu yana ƙayyade ko ra'ayoyin AI sun tsira hulɗa da gaskiya.
Kula da inganci
Matsakaicin yanki yana tasiri karɓaɓɓun ƙimar kuskure da ƙirar sa ido.
Gina zaɓuɓɓuka
Nasarar tura kayan aiki sun daidaita iyawar fasaha tare da ayyukan aiki na gaba.
Makomar AI a cikin Binciken Shari'a
Generative AI yana sake fasalin bincike daga 'nemo takaddun da suka dace' zuwa 'amsa tambayoyi game da shaidar.' Yi tsammanin kayan aikin da za su tsara tarihin tarihi, gano manyan shaidu, da saɓani a cikin miliyoyin fayiloli. Amma hasashe babban haɗari ne: an ba da izini ga lauyoyi don yin la'akari da lamuran da suka haifar da AI na karya, don haka tabbatarwa, abubuwan da aka goyi bayan ambato da sa hannu na ɗan adam suna da mahimmanci. Kotuna za su ba da ƙarin jagora kan bayyana amfani da AI, kuma kariyar gata za ta ƙara haɓaka kamar yadda taɗi da saƙon da ba a saba gani ke rikitar da abin da dole ne a kiyaye shi.
Aiwatar da Gaskiyar Duniya
A cikin manyan shari'o'in rashin amincewa ko zamba, ƙididdige ƙididdigewa yana darajar miliyoyin imel don haka lauyoyi su sake duba mafi dacewa da farko, yanke sa'o'i na bita sosai.
Binciken ra'ayi na NLP yana samun takardu game da wani batu (misali, 'kayyade farashin') koda lokacin da basu taɓa amfani da waɗannan ainihin kalmomin ba.
Zaren imel da gano kusan kwafi ya ruguje dubunnan kwafi marasa yawa zuwa ɗimbin abubuwa na musamman don dubawa.
Tutocin gano gata na AI mai yiwuwa hanyoyin sadarwar lauya-abokin ciniki don kada a mika su da gangan ga bangaren adawa.
Hatsari & Tsare-tsare
Bukatun tsari na iya ɓata in ba haka ba ƙaƙƙarfan samfuri.
Bayanan tarihi na iya ɓoye son zuciya da ke cutar da takamaiman al'ummomi.
Tsarin gado na iya haifar da ƙullun haɗin kai da ɓoyayyun farashi.
Taswirar Hanya
Haɗa ƙwararrun yanki daga tsara matsala zuwa ƙima.
Zane hanyoyin duba da takaddun kafin ƙaddamarwa.
Tabbatar da yarda da wajibai na aminci da wuri.
Fitar a cikin matakai tare da bayyanannen ma'auni na tsayawa da juyawa.
Ci gaba da Bincike
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Jagora na gaba
AI a cikin Gano Drug
Tambayoyin da ake yawan yi
What is AI in Legal Discovery?
AI yana zazzage ta hanyar ɗimbin kundi na imel, takardu, da taɗi don nemo kaɗan da suka dace da ƙara - wani tsari da ake kira e-discovery. Yana da mahimmanci saboda shari'o'in zamani na iya haɗawa da miliyoyin fayiloli, kuma bita da hannu ta lauyoyi yana da jinkiri, mai tsada, kuma mai saurin kuskure.
Menene 'predictive codeing' ke yi a cikin e-discovery?
Lauyoyi suna lakafta samfurin kamar yadda ya dace ko a'a; samfurin ya koyi tsarin kuma ya ba da matsayi na sauran takardun don haka an fara duba mafi dacewa.
Menene mahimmanci game da hukuncin Da Silva Moore na 2012?
Da Silva Moore ya kasance farkon, hukunci mai tasiri wanda ke amincewa da yin amfani da bita na taimakon fasaha (TAR) a cikin binciken shari'a.
Ta yaya binciken ra'ayi ya bambanta da binciken mahimmin kalma?
Yin amfani da abubuwan da aka haɗa da vector, ra'ayi na binciken ra'ayi yana sanya takardu game da wani batu ko da ba su ƙunshi kalmomin bincike na zahiri ba.
Menene 'ci gaba da ilmantarwa' (TAR 2.0) ke yi?
TAR 2.0 akai-akai yana sake tsara takardu kuma yana shimfida mafi yawan bayanai don dubawa har sai abin da ya dace ya ƙare, yana haɓaka yayin da yake tafiya.
Me yasa hallucination ke da matukar damuwa yayin amfani da AI mai haɓakawa a cikin aikin doka?
Samfuran ƙira na iya ƙirƙira ambato; lauyoyi sun fuskanci takunkumi don shigar da taƙaitaccen bayani tare da wasu lokuta da AI ta ƙirƙira, yana tabbatar da mahimmanci.