Kwiga ikarita yerekana indimi 46 zubatswe nigiportigale

Byagenze bite

Abashakashatsi basohoye icapiro rya arXiv ryerekana ubushakashatsi bwerekana ikarita yerekana imiterere y’ururimi rwakozwe mu Giporutugali. Uru rupapuro rwerekana ibyitegererezo 46, rusuzuma uburyo bifitanye isano, kandi rugaragaza icyuho cyubushakashatsi hamwe nicyerekezo kizaza. Nubushakashatsi bwibidukikije aho gusohora icyitegererezo gishya, ibipimo ngenderwaho, cyangwa itangazo ryoherejwe.

Dukurikije inyandiko arXiv ivuga, Jhessica Silva, Carlos Caetano, Helena Maia, Breno Bernard Nicolau de França, Sandra Avila, na Helio Pedrini batanze urupapuro rwabigenewe ku ya 3 Kanama 2026. Uru rupapuro rwanditswe ku mibare irindwi hamwe n’impapuro umunani. Ibikoresho byatanzwe byerekana ko ari arXiv; ntabwo ishyiraho urungano-rusubiramo imiterere cyangwa ubugororangingo nyuma.

Urupapuro rwibanze rwurupapuro, nkuko byasobanuwe mubusobanuro bwarwo, ni ikarita itunganijwe yerekana imiterere yindimi yatunganijwe mu Giporutugali. Abanditsi batanze raporo 46 zose hamwe bakayiranga bakoresheje ibipimo byinshi: icyitegererezo shingiro, ubwubatsi, ibikoresho byo kubara, imibare yamahugurwa, gutanga uruhushya, kuboneka kode, kuboneka kwamakuru, hamwe nuburemere-uburemere buboneka. Ibi nibisabwa kubyerekeranye nubushakashatsi bwakozwe. Inkomoko yatanzwe ntabwo itanga urutonde rwicyitegererezo, ibipimo ngenderwaho, ibisubizo bigereranya, cyangwa ibimenyetso byakoreshejwe mukugenzura buri kintu kiranga.

Abanditsi bavuga kandi ko basuzumye ubwihindurize n'imibanire hagati y'icyitegererezo bakoresheje phylogeneque. Batanga raporo yerekana icyuho cyubushakashatsi n'amahirwe baganira ku cyerekezo kizaza cyo guteza imbere icyitegererezo cy'ururimi rw'igiportigale. Ibisobanuro ntibisobanura isano isesengura ryabonye, ​​niba icyitegererezo gisangira amakuru yimyitozo cyangwa uburemere, uburyo ubushakashatsi busobanura icyitegererezo cyigiportigale, cyangwa niba gikubiyemo ubwoko butandukanye bwakarere, domaine, hamwe nibisabwa kimwe. Ibyo bisobanuro bikomeza kuba ibintu bitazwi kugeza impapuro zuzuye zisuzumwe.

Ubushakashatsi rero bukora cyane cyane nka konti itegura imirimo isanzwe. Ibyiciro byatangajwe bitanga amagambo ahuriweho yo gusobanura ibyitegererezo, mugihe urutonde rwicyitegererezo rwabuze hamwe nibimenyetso byo kugenzura bigabanya ibishobora gusozwa bivuye muri abstract yonyine. Igisobanuro icyo ari cyo cyose cya 46-icyitegererezo cyuzuye, umubano watanzwe, cyangwa icyuho cyagaragaye ugomba guhuzwa nubusobanuro nuburyo bukoreshwa mu mpapuro zuzuye hamwe ninkomoko y'ibikoresho ishyigikira ibyanditswe ku giti cye.

Ibisobanuro birambuye: arxiv.org ↗

Impamvu ari ngombwa

Ubushakashatsi bushobora guha abashakashatsi, abiteza imbere, n’ibigo kurushaho guhuza icyerekezo cy’ibidukikije cy’ururimi rw’igiporutugali. Kwitondera imibare, ibikoresho byo kubara, gutanga uruhushya, kode, hamwe nuburemere bwikitegererezo bifitanye isano no kubyara no kongera gukoresha. Inkomoko yatanzwe ntabwo yerekana ko icyitegererezo cyemewe cyane, irushanwa, ikoreshwa mubucuruzi, cyangwa isuzumwa ryigenga.

Inkomoko isobanura urwego amakuru akwirakwizwa mu bitabo bya siyansi, raporo za tekiniki, ububiko bw'icyitegererezo, hamwe n'inyandiko z'umushinga. Ikarita ihuriweho irashobora kugabanya imbaraga zikenewe kugirango tumenye akazi kambere kandi byoroshye kubona imiterere yubaka kuri sisitemu shingiro. Ibyo nibikorwa remezo byingirakamaro mubushakashatsi, cyane cyane iyo urusobe rwibinyabuzima rwururimi rurimo imishinga myinshi ariko ikabura ibarura rimwe ryumvikanyweho. Inkomoko ishyigikira kubaho n'intego yo gushushanya amakarita, ntabwo ari umwanzuro ko ikemura ibyo bibazo byamakuru burundu.

Ibyiciro byatoranijwe nabanditsi bifite ingaruka zifatika. Imyubakire yicyitegererezo nicyitegererezo fatizo bigira ingaruka kuburyo ishobora guhuzwa cyangwa kugereranywa. Amahugurwa yamakuru hamwe nibikoresho byo kubara bifasha kubyara no gusobanukirwa ubwoko bwamakuru nibikorwa remezo byagize ibisubizo. Amakuru yerekeye kode, amakuru, uburemere, hamwe nimpushya zirashobora gufasha abakoresha kumenya niba icyitegererezo gishobora kugenzurwa, kubyara, guhindurwa, cyangwa koherezwa. Nyamara, ibisobanuro ntibitanga uburenganzira bwumuntu ku giti cye, amahuza yinjira, igenzura ryiza, cyangwa ibimenyetso byerekana ko haboneka kode, amakuru, cyangwa uburemere buriho.

Kwibanda ku Giportigale kandi bituma ubushakashatsi bujyanye nibibazo byo gukwirakwiza ururimi muri sisitemu ya AI. Ikarita irashobora kwerekana niba iterambere ryibanda ku mubare muto wimiryango yicyitegererezo, niba umutungo ukoreshwa, kandi aho isuzuma cyangwa amahugurwa ashobora kuba make. Izo ngaruka nugukoresha muburyo bwimikorere yubushakashatsi, ariko ntabwo aribisubizo byavuzwe mubitekerezo byatanzwe. Inkomoko ntisobanura ibyavuye mubakoresha, kunoza imikorere, igipimo cyo kohereza, imirenge ya leta, cyangwa ingaruka kubavuga Igiporutugali.

Itandukaniro ni ngombwa mugihe ukoresheje kataloge kubyemezo. Gutondeka icyitegererezo cyangwa gufata amajwi ko umutungo ubaho ntabwo byonyine byerekana ko ibikoresho byuzuye, bigerwaho, byororoka, bikwiranye numurimo runaka, cyangwa byemewe gukoreshwa runaka. Agaciro k’ubushakashatsi kazaterwa nuburyo buri gihe abanditsi bashyize mu bikorwa ibyiciro byabo nuburyo abasomyi byoroshye bashobora gukurikirana buri cyinjira mugushigikira ibitabo, ububiko, cyangwa inyandiko zumushinga. Izo cheque zafasha gutandukanya ibarura nisuzuma ryikitegererezo ubwazo.

Ibyo kureba

Impapuro zuzuye zigomba kugenzurwa kugirango zishyirwemo ibipimo, gukwirakwiza ubwoko bwimirimo n’igiportigale, kuvura amakuru yerekanwe, hamwe nibimenyetso byerekana isesengura rya phylogeneque. Igikorwa cyo gukurikirana kizagaragaza niba ikarita iganisha ku bipimo byiza, uburemere bworoshye bw'icyitegererezo hamwe na kode, impushya zisobanutse, cyangwa imiterere mishya. Ibisobanuro ntabwo byerekana imiterere ikomeye, ifite umutekano, iraboneka cyane, cyangwa ikoreshwa cyane.

Ikibazo cya mbere cyo kugenzura ni urugero. Ubushakashatsi bwuzuye bugomba kwerekana uburyo abanditsi bashakishije ibitabo nububiko, amatariki batwikiriye, uko bakoze imishinga itarasohoka cyangwa itagerwaho, nicyo cyabaruwe nkimwe muri 46. Igomba kandi gusobanura niba ikarita itandukanya imiterere yabigenewe, icyitegererezo cyateganijwe, imiterere, adapt, kugenzura, hamwe na sisitemu yindimi nyinshi zirimo Igiporutugali. Hatariho ibyo bisobanuro, igiteranyo kiratanga amakuru ariko biragoye kugereranya nububiko buzaza.

Kuvura imvugo itandukanye nabyo bizagira akamaro. Ibisobanuro byatanzwe bivuga cyane cyane Igiporutugali ariko ntivuga niba ubushakashatsi bwita ku bwoko butandukanye bwo mu karere, amasezerano y’imyandikire, itandukaniro ry’imvugo, guhinduranya kode, cyangwa ururimi rwihariye. Ntabwo nayo igaragaza imirimo ikoreshwa mugusobanukirwa akamaro ka moderi. Abasomyi bagomba gushakisha ibimenyetso bijyanye na dataset igizwe, kuyungurura, gutanga uruhushya, kwanduza, hamwe nigishushanyo mbonera mbere yo gufata imyanzuro kubyerekeranye cyangwa ubwiza.

Hanyuma, inzira yumurima ifatika igomba gukurikiranwa nyuma yo gutangazwa. Ibimenyetso byingirakamaro bikubiyemo moderi ivuguruye hamwe niyandikwa rya dataset, amahugurwa yimyororokere cyangwa code yisuzuma, uburemere bwanditse neza, impushya abakoresha bashobora gusobanukirwa, hamwe nibipimo bipima ubwoko bwinshi bwigiportigale hamwe nakazi keza kwisi. Ubushakashatsi bushobora gufasha gutunganya izo mbaraga, ariko isoko yatanzwe ntabwo yerekana ko gukurikirana byakabaye. Ntabwo itanga ishingiro ryo gutondekanya icyitegererezo 46, guhanura kwakirwa, cyangwa kuvuga ko urusobe rw'ibinyabuzima rugeze ku murongo hamwe n'akazi mu zindi ndimi.

Basomyi bagomba kandi kugereranya ibyiciro byubushakashatsi nibikoresho byibanze aho gufata ikirango nkisuzuma ryanyuma. Guhindura mububiko, impushya, imibare, hamwe nuburemere birashobora gutuma ibarura rihamye ridahinduka mugihe runaka. Ibisobanuro bishyiraho intego yubushakashatsi hamwe nubunini bwatanzwe, ariko imyanzuro yubuziranenge bwikitegererezo, kuyigeraho, umutekano, cyangwa akamaro gakomeye bisaba ibimenyetso birenze incamake. Uburyo bwuzuye bwimpapuro nuburyo bwo gushyigikira bizaba hagati kugirango harebwe uburyo ikarita yayo iramba.

Ibijyanye nuyobora & ibibazo