Byagenze bite
Urupapuro rwa arXiv rutangiza J-Miner, uburyo bwo gucukura ubumenyi bwihariye bwibikorwa byubucukuzi buva mu rurimi rwerekana imiterere-yimiterere kandi ikabishyiraho amategeko akurikizwa. Abanditsi bavuga ko ari inyangamugayo zo mu rwego rwo hejuru mu bikorwa byinshi byo gutondekanya, ariko inyandiko yatanzwe ntisobanura imirimo, imibare, uburyo bwo gusuzuma, cyangwa kwemeza byigenga.
J. Abanditsi batangirana no kugabanya ibyo byiciro byihariye: nubwo bashobora guca imanza zitoroshye, mubisanzwe bagaragaza ibirango byabo byanyuma. J-Miner agerageza kwerekana igice cyubumenyi bwicyemezo cyize nkicyerekezo gisobanutse, gishyirwa mubikorwa. Inkomoko isobanura ibi nkubumenyi bwo murwego rushobora kugenzurwa, kwemezwa, no gukoreshwa birenze ibyiciro byambere. Ntabwo isobanura ibisubizo nka konte yuzuye ya buri kintu cyimbere cyatanze ubuhanuzi bwa buri muntu.
Uburyo bukora ku bimenyetso by'imbere aho gushingira gusa ku magambo yatanzwe ku cyinjijwe. Ukurikije ibisobanuro, J-Miner acukura inyandiko-urwego rwiswe amahame muguhuza amagambo-ahuza ibimenyetso byimbere imbere murwego rwimyanya. Ihita ikoresha ibyiciro byateganijwe kugirango yige amategeko yimikorere ikurikizwa kubyo bitekerezo. Inzira yavuyemo isobanurwa nko gutandukanya abasomyi b'imbere mu bumenyi bugaragara. Mu buryo bufatika, impapuro ziragerageza guhindura ibimenyetso byatanzwe imbere muburyo bunoze bwo gutondekanya muburyo bwimikorere ishobora gukoreshwa no kugenzurwa ukwayo. Inkomoko ntabwo itanga amategeko ngengamikorere, ibarura ry'ibitekerezo, ingero z'amategeko ku giti cye, cyangwa ibisobanuro bya tekinike bihagije kugira ngo hamenyekane uko urubanza rw'abantu rukenewe kugira ngo rusobanurwe.
Abanditsi batanga ibisubizo mubikorwa byinshi byo gutondeka. Amategeko ya J-Miner yerekana kugeza kuri 98.3% byibyemezo byafashwe nabatondekanya inkomoko, kandi impapuro zivuga ko zigera ku manota 6.0 kugeza 29.5 ku ijana hejuru yubudahemuka bwimyitwarire kuruta amategeko ahuriweho yize biturutse kumagambo yinjiye. Uru rupapuro ruvuga kandi ko ubumenyi bwakuwe mu bumenyi bwimurirwa mu banyeshuri boroheje bonyine. Abo banyeshuri bakoresha ibipimo bigera kuri makumyabiri na kane nkibipimo nkomoko yabatondekanya, mugihe bagumana 99.8% byamasoko yatondekanye bisobanura akazi neza.
Iyi mibare isabwa mubisobanuro bya arXiv: inyandiko ntisobanura kuvanga imirimo, ingano yikitegererezo, imiterere nyayo yo kugereranya, kugabana amakosa, cyangwa niba imibare ihanitse ikoreshwa mugari cyangwa gusa kubikorwa runaka.
Ibisobanuro birambuye: arxiv.org ↗
Impamvu ari ngombwa
Niba byigenga byigenga, inzira irashobora gutuma ururimi rwihariye-rwerekana ibyiciro byoroshye kugenzura, kwemeza, no gukoresha. Irerekana kandi ko imyitwarire imwe n'imwe yihariye ishobora kwimurwa muri moderi ntoya cyane nta gihombo kinini cyatangajwe neza. Ibyagaragaye ntabwo byerekana ko amategeko yakuweho asobanura neza imyitwarire yicyitegererezo cyangwa yiteguye koherezwa.
Ubushakashatsi bukemura ikibazo gishobora gukoreshwa mugukoresha imvugo yihariye. Itondekanya rishobora kuba impamo mugihe uhishura bike kubimenyetso biri inyuma yibirango byayo, bigatuma bigora kugenzura, kwemeza, cyangwa guhuza. Guhagararirwa kwa J-Miner bishobora gutanga ikintu gifatika kuri ibyo bikorwa: aho gusuzuma umusaruro wicyitegererezo gusa, uwasuzumaga ashobora kugenzura amazina yitiriwe namategeko akurikizwa uburyo bwakuyemo. Ibyo bishoboka bihujwe neza nintego zimpapuro zavuzwe, ariko isoko yatanzwe ishyiraho uburyo nubushakashatsi bwatangajwe, ntabwo byerekanwe koherezwa murwego rwo hejuru.
Raporo yagabanijwe irashobora kuba ikintu cyoroshye kandi igenzura niba ikora ibirenze ubushakashatsi. Umunyeshuri wicyitegererezo ukoresheje hafi makumyabiri na kane nkibipimo byinshi birashobora koroha gukora, gusuzuma, cyangwa kuvugurura kuruta umwimerere mwiza watunganijwe neza. Inkomoko ivuga kandi ko umunyeshuri agumana 99.8% yinkomoko yabatondekanya bivuze ko akazi gakwiye, byerekana ko guhagararirwa byakuweho bishobora kurinda imyitwarire myinshi yibikorwa mubikorwa bito. Igisubizo ntigikwiye gusomwa nkikimenyetso cyubwizerwe bungana: impuzandengo yukuri irashobora guhisha imikorere idahwitse mumasomo, abaturage, ingero, nubwoko bwikosa, kandi abstract ntabwo ivuga niba umunyeshuri agaragaza amakosa amwe cyangwa akagera gusa kumanota rusange.
Umusanzu w'ingenzi ushobora gutangwa ni igitekerezo kimwe kandi gifatika. Ibisubizo bya J-Miner byerekana ko imyitwarire yingirakamaro yimikorere yihariye ishobora guhagararirwa kuburyo buhagije kugirango ikore hanze yicyitegererezo cyayibonye. Niba byemejwe, ibyo birashobora gushyigikira uburyo bugufi bwo kugenzura icyitegererezo, guhererekanya ubumenyi, no guhindura gukurikirana. Ariko guhuza ibyemezo bya ntabwo ari kimwe no kwerekana ko ibitekerezo byakuweho aribyo byukuri cyangwa byuzuye bitera ibyo byemezo. Uru rupapuro ruvuga ko isesengura ryarwo risanga ibitekerezo byerekana ibimenyetso by'imbere bifitanye isano no gufata ibyemezo; inyandiko yatanzwe ntabwo ishyiraho impamvu zuzuye, kurwanya amasano ayobya, cyangwa niba umuntu ashobora kumva neza amategeko adafite ibikoresho byihariye. Izi mbogamizi zituma ibyagaragaye mubyiciro byubushakashatsi aho kubigaragaza nkibisobanuro byakemuwe.
Uburyo bukoreshwa: Uburyo bukora
Shakisha ikoranabuhanga ryihishe inyuma yiri terambere.
In AI, what are a model's "parameters"?
Ibyo kureba
Impapuro zuzuye zigomba gusobanura imibare, ibyingenzi, imiterere yamategeko, igabanywa ryisuzuma, amafaranga yo gukuramo, nibibazo byatsinzwe inyuma yibisubizo byatangajwe. Kwigana kwigenga birakenewe, hamwe nibizamini biri munsi yo kugabura no ku nyongeramusaruro bitandukanye namakuru yamahugurwa. Kugeza ubu ntiharamenyekana niba J-Miner asanzwe arenze ibyanditswe byashyizwe ahagaragara cyangwa afite code na moderi biboneka kumugaragaro.
Igenzura ryambere ryambere nigishushanyo cyuzuye cyo gusuzuma. Inyandiko yatanzwe ntabwo ivuga imirimo yo gutondekanya cyangwa imibare, gusobanura inkomoko yinkomoko, kwerekana uburyo ibitekerezo byatoranijwe, cyangwa gusobanura uburyo ubudahemuka bwimyitwarire hamwe nukuri kubikorwa bibarwa. Basomyi bagomba gushakisha gari ya moshi, kwemeza, hamwe nuburyo bwo gukora ibizamini; umubare n'ubwoko bwa labels; ingano nuburemere bwamategeko yakuweho; n'ibisobanuro nyabyo bikoreshwa mukwinjiza-ijambo kugereranya. Raporo ntarengwa ya 98.3% kandi intera ya 6.0 kugeza 29.5 ku ijana ikeneye iyo miterere mbere yuko igereranywa nimirimo cyangwa ifatwa nkuhagarariye.
Ibizamini byo gukomera no gusobanura bizagaragaza uburyo ikizere gifatika uburyo bukwiye. Ibimenyetso bifatika byo gukurikirana byakubiyemo kwigana byigenga, gusuzuma amakuru mashya, no gusesengura ibyananiranye aho guhuriza hamwe gusa. Inkomoko ntisobanura uko J-Miner yitwara mugihe ururimi ruhindutse, mugihe ingero ziguye hanze yikwirakwizwa ryamahugurwa, cyangwa mugihe ibimenyetso bigaragara byerekana ibyerekana byerekana isano iri hagati. Ntabwo ivuga kandi niba amazina yitiriwe aguma ahamye murwego rwicyitegererezo, imbuto zidasanzwe, imirimo, cyangwa imibare yamakuru. Sisitemu y'amategeko yigana cyane ibyiciro bimwe mubisuzuma byayo birashobora kuba byoroshye cyangwa bigoye kubisobanura mubindi bihe.
Ingano yikirego nayo ikeneye kwipimisha. Impapuro zatanzwe zireba ururimi-rwerekana imiterere-karemano hamwe na raporo zoherejwe kubanyeshuri boroheje bonyine biyubaka kandi bagashyira mubikorwa kuva mumyandiko mbisi. Ntabwo ishyiraho ibisekuruza byafunguwe birangiye, moderi nyinshi, sisitemu yo gufata ibyemezo kumurongo, cyangwa ibikorwa byakazi. Inyandiko nayo ntivuga kode rusange, igenzura ryikitegererezo, uruhushya, ubukererwe bwikigereranyo, amafaranga yo gukuramo, cyangwa uburyo bwo kubungabunga. Ibisobanuro birambuye bizerekana niba J-Miner ari igeragezwa ryo gusobanurwa, uburyo bwo guhagarika ibyiciro, cyangwa igikoresho cyakoreshwa mumashyirahamwe akeneye sisitemu yo gufata ibyemezo kandi byoroshye.