Byagenze bite
Abashakashatsi Olga Manakina na Igor Bogdanov barasaba ko hakoreshwa umugenzuzi w’amabandi witwaje intwaro kugira ngo ahitemo ingamba zihuse zo gutanga amanota mu buryo bwikora. Mu bushakashatsi bwakozwe kuri IELTS Kwandika Task 2, ibice bivugwa ko byahujwe nubushakashatsi bwuzuye bwa gride kubushakashatsi bwerekana neza mugihe ukoresheje 78.4% bike byahamagaye LLM kugirango umenye inzira nziza.
Uru rupapuro rufata buri cyiciro cyo gutondekanya amanota nk '“ukuboko” mu kibazo cy’amabandi menshi. Aho kugirango ugerageze ibishoboka byose byateganijwe muburyo bumwe, umugenzuzi uhuza LLM guhamagarira ibisubizo bigaragara cyane. Abanditsi bashyize mubikorwa bine: intambwe-nyinshi hamwe nisuzuma ryintambwe imwe, buri hamwe cyangwa idafite ingero za kalibrasi. Ibisobanuro bivuga ko inzira-ntambwe nyinshi hamwe ningero byatanze ibisobanuro byukuri muburyo bwo kugerageza.
Ibi bituma guhitamo byihuse ikibazo cyo kwiga kumurongo mugihe cyo gufata umwanzuro, aho gushakisha ya interineti ikorwa mbere yambere. Ubushakashatsi bwatangajwe bwakoresheje IELTS yo Kwandika Umukoro 2 inyandiko, uburyo bwihariye bwo kwandika-gusuzuma. Abanditsi bavuga ko uburyo bw'amabandi bwageze ku manota agereranywa no gushakisha urusobe rwinshi mu gihe hagabanywa umubare wa LLM wahamagaye kugira ngo ubone uburyo bwiza bwo gutanga amanota 78.4%.
Ubushakashatsi bwakurikiranye kandi ibimenyetso bikoreshwa nubukererwe hamwe nuburinganire bwamasezerano. Kuri iyo shingiro, irerekana icyo yita ikiguzi-cyizewe cyo kwiga umurongo, igamije kwerekana uburyo amafaranga yimikorere ahinduka nkuko sisitemu ishakisha ibiciro byizewe. Inkomoko ntivuga umubare winyandiko, ururimi-rwerekana abatanga cyangwa verisiyo, ibirimo byihuse, cyangwa ukuri kwuzuye nindangagaciro zamasezerano.
Uru rupapuro rusobanura uruhare rwarwo nkuburyo bwa mbere bwuburyo bwo kugenzura kumurongo kugirango uhitemo byihuse muguhitamo amanota yatanzwe. Ibyo biranga "ubanza" nicyo abanditsi basaba inkomoko, ntabwo ari ukuri kwigenga. Inyandiko igaragaza imirimo nka arXiv: 2608.23814, yatanzwe ku ya 24 Kanama 2026, ikanavuga ko yemerewe nk'ikiganiro mu mahugurwa ya EDM 2025 yerekeranye n'ubucukuzi bw'amabuye y'agaciro mu burezi mu kwandika no kwigisha gusoma no kwandika. Inkomoko ntisobanura isano iri hagati yiyo mahugurwa 2025 n’itariki yo gutanga 2026, hasigara amateka yo gutangaza no kwerekana.
Ibisobanuro birambuye: arxiv.org ↗
Impamvu ari ngombwa
Igisubizo kireba ikibazo gifatika mugusuzuma gufashwa na AI: gushaka ingamba zihuse zuzuye bihagije utabajije inshuro nyinshi icyitegererezo cyururimi ruhenze. Niba raporo y’ubucuruzi irenze ubushakashatsi, abatanga ikoranabuhanga mu burezi barashobora kugabanya ibiciro byerekana mugihe bagumana urwego rumwe rwamasezerano yo gutanga amanota.
Ikibazo gifatika ni ugusuzuma neza. Gutanga amanota byikora birashobora gusaba guhamagarwa kwicyitegererezo mugihe sisitemu igereranya ibisobanuro, igasaba intambwe nyinshi zo gusuzuma, cyangwa ikoresha ingero kugirango ihindure ibisubizo. Uburyo bwiga resept ifite akamaro kanini birashobora kugabanya igeragezwa ryakozwe kandi bigatuma amanota ashingiye ku cyitegererezo ahendutse gukora.
Raporo yagabanijwe 78.4% ihamagarwa ikoreshwa mugushakisha uburyo bwiza bwo gutanga amanota, ntabwo byanze bikunze igiciro cyose cyo gutanga amanota buri nyandiko. Itandukaniro rifite akamaro: sisitemu yo gutoranya irashobora kuzigama amafaranga mugihe cyiboneza mugihe ugikeneye guhamagarwa cyane kugirango utange amanota. Urwego kandi ruhuza ibiciro no kwizerwa aho gufata ukuri nkintego yonyine.
Gukurikirana ibimenyetso nubukererwe birashobora gufasha umuyobozi wuburezi-tekinoloji guhitamo niba inyungu nkeya mubyumvikanyweho bifite ishingiro ryo kubara cyangwa gutegereza. Ihame, ibi birashobora gushyigikira ingingo zitandukanye zikorwa kubikorwa bito, ubufasha bwabarimu, hamwe nisuzuma ryemewe. Inkomoko ariko, ntisobanura ko ubwo buryo bukwiriye gufata ibyemezo byinshi, ko amanota yabyo ari meza mu matsinda y’abanyeshuri, cyangwa ko ibisubizo byayo byemejwe ku banyeshuri babishoboye babishoboye mu mikorere.
Igisubizo kirashobora kuba ingirakamaro kuko guhitamo byihuse birashobora kugira ingaruka muburyo LLM isuzuma inyandiko imwe. Igishushanyo cy'impapuro gitanga uburyo bwo guhuza iryo hitamo aho gutekereza ko resept imwe ihamye ikomeza kuba nziza. Nubwo bimeze bityo ariko, ibimenyetso ni bike. Inkomoko itanga raporo imwe yingingo hamwe nibisubizo bine, ntabwo rero yerekana ko umugenzuzi ashobora gukemura impinduka nini za rubric, indimi zitandukanye, ibisubizo bigufi, kwandika guhanga, cyangwa ibisobanuro byateguwe kubintu bitandukanye. Kugereranya kwukuri kubushakashatsi bwibanze nabwo ntabwo ari kimwe no kwerekana amanota nyayo cyangwa yemewe mumagambo yuzuye.
Uburyo bukoreshwa: Uburyo bukora
Shakisha ikoranabuhanga ryihishe inyuma yiri terambere.
crm_get_transaction(id='4092').Which component of an AI application is the machine-learning model itself?
Ibyo kureba
Inkomoko ni arXiv idasobanutse kandi ntabwo itanga ingano yamakuru, imibare nyayo yukuri, icyitegererezo nigitekerezo cyibiciro, ibisubizo byamasezerano yabantu, cyangwa ibimenyetso bivuye mubindi byanditswe. Isuzuma ryigenga rigomba gusuzuma niba kuzigama bikomeje mu ndimi, ibisobanuro, icyitegererezo, amanota ya rubrics, hamwe nigenamigambi ryinshi.
Icyambere cyambere nukwigana hamwe nibisobanuro byuzuye byubushakashatsi. Igenzura ryingirakamaro ryaba rikubiyemo umubare ninkomoko yinyandiko za IELTS, ibirango byerekana amanota, kugereranya abantu-kugereranya, urugero rwururimi rwakoreshejwe, umubare wabaterefona muri buri kintu, hamwe n’imibare idashidikanywaho hafi y’ukuri no kugabanuka kwa 78.4%. Hatariho ibisobanuro birambuye, ubunini n'akamaro bifatika by'inyungu zavuzwe ntibishobora gusuzumwa byigenga bivuye mu magambo yonyine.
Isuzuma rigomba kandi gusuzuma niba umugenzuzi rusange arenze resept enye hamwe na IELTS yo kwandika Task 2. Politiki yo guhitamo byihuse irashobora kurenza dataset imwe, rubric, icyitegererezo, cyangwa gukwirakwiza inyandiko. Kwipimisha mu ndimi, urwego rwubumenyi, injyana yingingo, ibipimo ngenderwaho, hamwe nimiryango yicyitegererezo byerekana niba yiga amategeko yingirakamaro yo gutoranya cyangwa gushaka gusa iboneza rikora kubipimo bimwe.
Abashakashatsi bagomba gupima gutandukanya kalibrasi, itsinda ridahoraho, hamwe ningaruka zinyandiko zidasanzwe cyangwa zanditswe nabi. Hanyuma, ibyemezo byo kohereza bigomba gutandukanya kuzigama kuzigama no gutanga amanota yizewe. Ibigo byuburezi byakenera ibimenyetso byerekeranye ninshuro umugenzuzi ahindura amahitamo, uko yongeramo ubukererwe, uko yitwara mugihe imikorere yicyitegererezo ihindutse, kandi niba resept ihendutse itanga amakosa yibyiciro.
Inkomoko nayo isiga 2025 yo kwakira amahugurwa yerekanwe idasobanuwe nubwo itariki yo gutanga 2026 arXiv. Gutomora iyo ngengabihe, gusohora kode hamwe namakuru yo gusuzuma aho byemewe, no gutanga ibisubizo kubanyeshuri barangije byoroha kubisuzuma byoroshye.