AI mubuvumbuzi bwemewe
AI ishungura mubice byinshi bya imeri, inyandiko, n'ibiganiro kugirango ubone intoki zijyanye nurubanza - inzira yitwa e-kuvumbura.
Incamake
It matters because modern cases can involve millions of files, and manual review by lawyers is slow, costly, and error-prone.
Kwibira cyane
Mu manza, impande zombi zigomba guhana inyandiko zijyanye no 'kuvumbura.' Uyu munsi ibyo akenshi bisobanura gushakisha terabaýt ya imeri, ubutumwa bworoheje, amasezerano, hamwe nimpapuro. AI ikoreshwa na AI 'tekinoroji ifashwa nisubiramo' (TAR) ituma iyi nzira ikurikirana. Abavoka bandika icyitegererezo cyinyandiko nkibyingenzi cyangwa bidakenewe, kandi moderi yiga imashini yiga icyitegererezo, hanyuma igashyira miriyoni zisigaye muburyo bushoboka - ibikorwa byakazi byitwa coding predictive. Inkiko zemeye TAR kuva amateka ya 2012 Da Silva Moore yafashe icyemezo. Kurenza urutonde, AI ikusanya inyandiko zisa, ikamenya hafi-duplicates hamwe nu murongo wa imeri, kandi ikoresha NLP kugirango ibone ibitekerezo (ntabwo ari ijambo ryibanze gusa) hamwe nibendera ryitumanaho ryavoka-abakiriya. Generative AI ubu iragenda ikomeza, incamake yinyandiko kandi isubiza ibibazo bijyanye na dosiye y'urubanza mururimi rworoshye. Igisubizo: gusubiramo byihuse, ibiciro biri hasi, kandi akenshi birenze ukuri kurenza abasesengura abantu bananiwe.
Ubushishozi
Classic TAR ikoresha inyandiko ikurikiranwa (logistic regression, SVMs) kubiranga inyandiko; 'TAR 2.0' ikoresha imyigishirize idahwema kwiga, aho icyitegererezo gikomeza kongera gutondekanya no gutanga ibyangombwa byinshi kugirango bisuzumwe kugeza ibikoresho bifatika birangiye. Gushakisha gushakisha gushingira kuri vector yashyizwemo kuburyo busa ninyandiko zisa naho zidafite ijambo ryibanze. Generative AI yongeraho incamake-yongerewe incamake - gukurura ibice byavuzwe kugirango abanyamategeko bashobore kugenzura ibirego aho kwizera agasanduku kirabura.
Ingaruka z'Ingamba
Context and rules
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri.
Kugenzura ubuziranenge
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura.
Build choices
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere.
Kazoza ka AI mubuvumbuzi bwemewe
AI ikora ibishoboka byose kugira ngo ivumbure 'gushakisha inyandiko zijyanye' no gusubiza ibibazo bijyanye n'ibimenyetso. ' Tegereza ibikoresho bitegura ibihe, kumenya abatangabuhamya b'ingenzi, no kwivuguruza hejuru ya miliyoni. Ariko salusiyo ni akaga gakomeye: abanyamategeko bahawe ibihano kubera kuvuga imanza mpimbano zatewe na AI, bityo rero bikaba byemezwa, ibisubizo bishyigikiwe n’ibisobanuro hamwe no gusinya abantu ni ngombwa. Inkiko zizatanga ubundi buyobozi ku kumenyekanisha imikoreshereze ya AI, kandi kurinda uburenganzira bizarushaho kuba ingorabahizi kuko kuganira no kohereza ubutumwa bugoye bigomba kubikwa.
Gushyira mu bikorwa Isi
Mu manza nini zirwanya ruswa cyangwa uburiganya, kodegisi ziteganijwe zandika miriyoni za imeri bityo abavoka basubiramo ibyashoboka cyane mbere, bagabanya amasaha yo gusuzuma.
Ishakisha rya NLP risanga inyandiko zerekeye ingingo (urugero, 'kugena ibiciro') nubwo batigera bakoresha ayo magambo nyayo.
Imeri yoherejwe hamwe na hafi-duplicate detection isenyuka ibihumbi byamakopi yumurengera mubice bike byihariye byo gusuzuma.
Ibendera rya AI amahirwe-yo gutahura amabendera birashoboka ko itumanaho ryaba avoka-abakiriya bityo ntirishyikirizwe impanuka kuruhande.
Ingaruka & Kurinda
Ibisabwa kugenzurwa birashobora gutesha agaciro ubundi prototypes ikomeye.
Amakuru yamateka arashobora gushiramo kubogama byangiza abaturage.
Sisitemu yumurage irashobora gushiraho uburyo bwo kwishyira hamwe nibiciro byihishe.
Igishushanyo mbonera
Shyiramo abahanga ba domaine kuva ibibazo bitegura gusuzuma.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira.
Emeza kubahiriza inshingano z'umutekano hakiri kare.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
AI mu kuvumbura ibiyobyabwenge
Ibibazo bikunze kubazwa
What is AI in Legal Discovery?
AI ishungura mubice byinshi bya imeri, inyandiko, n'ibiganiro kugirango ubone intoki zijyanye nurubanza - inzira yitwa e-kuvumbura. Nibyingenzi kuko imanza zigezweho zishobora kuba zirimo amamiriyoni yama dosiye, kandi gusubiramo intoki nabavoka biratinda, birahenze, kandi bikunze kwibeshya.
Niki 'guhanura coding' ikora muri e-kuvumbura?
Abavoka bandika icyitegererezo nkibyingenzi cyangwa sibyo; icyitegererezo cyiga icyitegererezo kandi kigatondekanya inyandiko zisigaye kugirango ibyingenzi bisuzumwe mbere.
Ni iki cyari gikomeye ku cyemezo cya Da Silva Moore 2012?
Da Silva Moore yari icyemezo cya kare, gikomeye cyemeza ko hakoreshwa isuzuma rishingiye ku ikoranabuhanga (TAR) mu kuvumbura imanza.
Nigute gushakisha ibitekerezo bitandukanye no gushakisha ijambo ryibanze?
Ukoresheje icyerekezo cya vector, igitekerezo cyo gushakisha hejuru yinyandiko zijyanye ninsanganyamatsiko niyo itaba irimo amagambo ashakisha bisanzwe.
Niki 'gukomeza kwiga bigahoraho' (TAR 2.0) ikora iki?
TAR 2.0 itondekanya yongeye gutondekanya inyandiko kandi igaragara hejuru yamakuru asubirwamo kugeza igihe ibintu bifatika birangiye, bikagenda neza uko bigenda.
Ni ukubera iki salusiyo ihangayikishijwe cyane no gukoresha AI ibyara inyungu mu mategeko?
Moderi yibyara irashobora guhimba imirongo; abavoka bahuye n’ibihano byo gutanga imyanzuro y’imanza zitabaho zahimbwe na AI, bigatuma igenzura ari ngombwa.