Incamake
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.
AI muri Legal Discovery ikoresha AI mubidukikije byihariye aho amabwiriza, ibikorwa, no kwihanganira ingaruka bigira uruhare runini muburyo bwo guhitamo.
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 no gusubiza 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.
Kumenya AI mubuvumbuzi bwemewe
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. AI muri Legal Discovery ikoresha AI mubidukikije byihariye aho amabwiriza, ibikorwa, no kwihanganira ingaruka bigira uruhare runini muburyo bwo guhitamo. Kugira ngo usobanukirwe byimbitse, fata AI muri Legal Discovery nk'icyitegererezo 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 AI muri Legal Discovery ahuza ubushobozi bwa tekiniki na politiki ya domaine, ubugenzuzi, no gufata ibyemezo imbere. 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.
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri. Mugihe kimwe, ibisabwa byubuyobozi birashobora gutesha agaciro ubundi prototypes ikomeye. 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
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri.
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura.
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere.
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere. 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
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 yohereza imeri hamwe na-duplicate detection isenyuka ibihumbi byamakopi yumurengera mubice bike byihariye byo gusuzuma.
Ibendera rya AI amahirwe-yo gutahura amabendera birashoboka ko itumanaho ryabavoka-abakiriya kugirango badahabwa impanuka kubwimpande.
Uburyo bwo Gushyira mu bikorwa
AI mubuvumbuzi bwemewe mubikorwa
Mu manza nini zirwanya ruswa cyangwa uburiganya, kodegisi ziteganijwe zandika miriyoni za imeri bityo abavoka basubiramo ibyashoboka cyane mbere, bagabanya amasaha yo gusuzuma.
Mu manza nini zirwanya ruswa cyangwa uburiganya, kodegisi ziteganijwe zandika miriyoni za imeri bityo abavoka bagasuzuma mbere bishoboka cyane ko ari ngombwa, bagabanya amasaha yo gusuzuma mu buryo butangaje Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
AI mubuvumbuzi bwemewe mubikorwa
Ishakisha rya NLP risanga inyandiko zerekeye ingingo (urugero, 'kugena ibiciro') nubwo batigera bakoresha ayo magambo nyayo.
Ishakisha rya NLP risanga inyandiko zijyanye ninsanganyamatsiko (urugero, 'kugena ibiciro') niyo batigera bakoresha ayo magambo nyayo Amakipe akunze kubona ibisubizo byiza mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
AI mubuvumbuzi bwemewe mubikorwa
Imeri yohereza imeri hamwe na-duplicate detection isenyuka ibihumbi byamakopi yumurengera mubice bike byihariye byo gusuzuma.
Imeri yoherejwe hamwe na hafi-duplicate detection isenyuka ibihumbi byikopi yikirenga mubintu bike byihariye kugirango isubiremo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
AI mubuvumbuzi bwemewe mubikorwa
Ibendera rya AI amahirwe-yo gutahura amabendera birashoboka ko itumanaho ryabavoka-abakiriya kugirango badahabwa impanuka kubwimpande.
Ibendera rya AI amahirwe-yo gutahura birashoboka ko itumanaho ryabavoka-abakiriya bityo ntibahite bashyikirizwa impanuka kuruhande rwamakipe ubusanzwe abona ibisubizo byiza mugihe basobanuye ibipimo byujuje ubuziranenge imbere, bagakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
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.
Shyiramo abahanga ba domaine kuva ibibazo bitegura gusuzuma. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Emeza kubahiriza inshingano z'umutekano hakiri kare.
Emeza kubahiriza inshingano z'umutekano hakiri kare. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.