Chii chaitika
arXiv preprint inopa HIRA, yekudzidzira-yemahara, pane-nzvimbo AI sisitimu yekuisa magwaro mumaindasitiri ane hurongwa. Iyo inosanganisa kudzoreredza kwemazwi akakosha kubva kuOCR zvinyorwa, kudzika kwemavara akaomeswa uye mufananidzo-mwero unomiririra, wobva washandisa modhi yemutauro inogarwa munharaunda kuratidza nyaya dzisina chokwadi dzisati dzadzikwidza kune vanoongorora vanhu. Vanyori vanoshuma mhedzisiro pane yakazvimiririra 80-kirasi yekutengesa-mari corpus uye yakagadziriswa Tobacco-3482 benchmark.
Iro bepa rinotsanangura HIRA seyekudzidzira-yemahara, pane-nzvimbo yekudzoreredza-yakawedzera cascade yekuisa zvinyorwa. Danho rayo rekutanga rinosanganisa masaini matatu: BM25 kutsvaga pamusoro peOCR zvinyorwa, dense zvinyorwa zvakamisikidzwa uye mufananidzo-chikamu chinomiririra. Aya masaini anosanganisirwa achishandisa kugonesa-calibrated huremu reciprocal-rank fusion. Iyo sisitimu inoronga zvinyorwa zvakananga kana kudzoreredza kuvimba kwakakwira. Zvinyorwa zvinoonekwa sezvisina chokwadi kana kuvhiringika zvinopfuudzwa kune inogashirwa munharaunda yemodhi yemutauro mukuru, iyo inogamuchira zvinyorwa zveOCR, mienzaniso yakadzoserwa, tsananguro yemalebula uye mazwi ane chekuita nekunyongana. Kana iyo verifier ikaramba isina chokwadi, gwaro rinotumirwa kune munhu anoongorora.
Vanyori vanoti kururamisa kwevanhu kunochengetwa semienzaniso yekudzoreredza-yakaremerwa pane kushandiswa kugadzirisa ma paramita emhando. Izvo zvigadziriso zvakare zvinogadziridza Dirichlet-smoothed kuvhiringika girafu, iyo inoitirwa kubatsira iyo cascade kubata inodzokororwa yemhando ambiguities. Mune mazwi anoshanda, iyo yakashumwa dhizaini inoshandura kuchinjika kubva pakudzidzisazve modhi kuenda kunatsiridza sisitimu yekudzoreredza ndangariro uye kumiririra kwayo kwekuvhiringidzika kwakajairika. Sosi rinopa izvi senzira yekugadzirisa mashoma ekutanga-kutonhora mavara uye kushomeka kwekudzokorora kugona mukutumirwa kwakadzorwa, asi iyo abstract haipe ruzivo rwakakwana kuongorora mutoro wekuita kana maitiro ekutonga.
Pane yakazvimiririra 80-kirasi yekutengeserana-yemari corpus, bepa rinoshuma kugadzirisa makumi matatu nemazana maviri nemakumi matatu netatu-gwaro rekugadzira magwaro richikumbira kururamiswa kwevanhu kwemagwaro 1,945, kana 6.4% yerukova. Inoshuma kuti Macro-F1 yakawedzera kubva 0.6218 kusvika 0.8548. Pane yakagadziriswa Fodya-3482 bhenji, HIRA inonzi yakawana Macro-F1 ye0.9423 payaishandisa inogarwa munharaunda DeepSeek-R1-Distill-Qwen-32B verifier. Bepa iri rinoti iyi yaive 17.4 muzana mapoinzi pamusoro pe zero-pfuti yemutauro-modhi yekutanga, nepo mutsigiri akakumbirwa kuti angangoita makumi mana muzana ezvinyorwa uye yakazara mitauro-yemhando yekufona yakadonha neinosvika makumi matanhatu%. Sosi yacho inozivisa basa seshanduro yearXiv yakatumirwa muna Aug. 22, 2026 uye inonyora CIKM 2026 mumashoko ayo; haitsananguri mamiriro ekuongorora-vezera kana kusimbiswa kwekunze.
Nei zvichikosha
Iro bepa rinogadzirisa dambudziko rekutumira rinoshanda: masangano anodzorwa anogona kunge aine mavara mashoma, akaganhurirwa kufamba kwedata, kushomeka kweanoongorora uye anodhura emhando-yekutonga maitiro. Mhedzisiro yaro yakashumwa inoratidza kuti kudzoreredza ndangariro uye sarudzo yakasarudzika yemunhu inogona kuvandudza kupatsanura pasina kudzokorodza kuchinja maremu emuenzaniso. Zvakawanikwa zvinoramba zviri zvirevo kubva kuarXiv preprint uye hazviratidze kuti HIRA ichaita zvakafanana kune mamwe masangano, marudzi ezvinyorwa kana mamiriro ekushanda.
Zvinonyanya kukosha ndezvekuti masangano haafanire kutumira gwaro rega rega kuburikidza nemhando yemutauro mukuru kana kudzokorodza kudzokorora mugadziri kuti avandudze kushanda pamakesi akareba-muswe. HIRA's yakashumwa cascade inochengetedza inodhura zvakanyanya kana ongororo-yakadzama matanho emagwaro anoita seakaoma. Kana mibairo ikawanda, izvo zvinogona kuderedza huwandu hwezvinhu zvinonzwisisika zvakagadziriswa nemhando yemutauro, kudzikamisa mitsetse yevaongorori uye kuita kuti kuwedzera kuve nyore kunyora. Aya ndiwo maitiro anogona kuitika echigadzirwa chakashumwa, kwete mhedzisiro yakazvimiririra.
Iyo yemunhu-in-the-loop chimiro yakakoshawo pakuzvidavirira. Iyo sisitimu haibati chimiro chemutauro sechiremera chekupedzisira mune yese isina chokwadi nyaya: nyaya dzisina kugadziriswa dzinokwidziridzwa kuongororo yevanhu, uye izvo zvigadziriso zvinova chikamu chekuyeuka chekudzorera. Padziva reFodya-3482, bepa rinoshuma kuti 518 kururamisa kwevanhu, inomiririra 24.8% yedziva, yaikwana kuti HIRA ienderane neyakazara yakanyorwa-dziva oracle umo magwaro ese zviuru zviviri nemazana masere nemazana masere nemazana masere nemazana matanhatu akanyorwa nemavara echokwadi. Ichi chigumisiro chinoratidza kuti mhinduro yakasarudzwa inogona kupa zvakawanda zvekukosha kwekunyora zvakakwana mukuedza ikoko, kunyange zvazvo kuenzanisa kunoenderana nepepa rakasarudzwa oracle uye evaluation setup.
Iro basa rakakodzera kune akadzorwa marongero nekuti vanyori vanonyatso dhizaini kutenderedza data rekugara uye yemuno kutambira. Muongorori wepanzvimbo anogona kuita kuti mamwe marongero ekutumira ave nyore pane kutumira magwaro kune sevhisi yekunze, asi kwazvinoita hakuburitse kutevedzana kwemutemo, chengetedzo, kugona-kudzora kugona kana kuramba kuburitswa kwedata. Izvo zvakare hazviratidze kuti sisitimu inobvisa kusarerekera kana kurongedza kukanganisa. Macro-F1 inopfupisa mashandiro mumakirasi ese, saka haingoratidze yega kuti ndeapi mapoka ezvinyorwa anoramba asina simba, angave makirasi asingawanzo kuvandudza, kana zvikanganiso zvine mhedzisiro isina kuenzana. Izvo zvipingamupinyi zvine basa kana zvikamu zvichikanganisa kugadzirisa kwemari, ongororo yekuteedzera kana zvimwe zvakakoshera mafambiro ebasa.
Interactive Mechanism: Iyo Inonyatsoshanda
Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.
Which component of an AI application is the machine-learning model itself?
Zvekutarisa zvinotevera
Iyo inonyanya kukosha yekutevera ndeyeyedzo yakazvimirira pane yekuwedzera yakadzorwa-gwaro kuunganidzwa, nekutaura kwakajeka pamusoro pezvikanganiso, latency, mutengo wekushandisa, zvidzoreso zvekuvanzika uye basa remuongorori. Kunobva hakuburitse dhizaini yakazara yehurongwa, kugoverwa kwemazita uye kukanganisa, kana kuti mashandiro anochinja sei kana zvinyorwa zvichisiyana nemuenzaniso wakachengetwa mundangariro yekudzosa. Izvo zvakare hazviratidze kana nzira yacho yakaiswa munzvimbo yakagadziriswa yekugadzira kupfuura iyo yakashumwa yekugadzira rwizi.
Kudzokorodza kwakazvimirira kunofanirwa kuyedza kana izvo zvakaburitswa zvichirarama kunze kwegwara rekutengeserana rezvemari revanyori uye yakagadziriswa Tobacco-3482 benchmark. Zvikamu zvakakosha zvinosanganisira mhando yegwaro, zvikanganiso zveOCR, kusaenzana kwekirasi, shanduko mumatemplate egwaro, zvinyorwa zvemitauro yakawanda uye zvikamu zvisati zvamboonekwa. Kwakabva hakutauri kuti mienzaniso mingani yaivepo mhinduro isati yatanga, kuti data rekusimbisa rakapatsanurwa sei kubva padziva rekudzoreredza, kana kuti chero ruzivo rwakaburitswa rwaigona kukanganisa mhedzisiro. Iwo mameseji achave akakodzera kutonga kuti huwandu hunoshanda sei.
Operational reporting mumwe mubvunzo wakavhurika. Iyo abstract inopa chikamu chezvinyorwa zvakatumirwa kururamiswa kwevanhu uye kuderedzwa kwemutauro-modhi yekufona, asi haina kupa kupera-kusvika-kumagumo latency, compute zvinodiwa, kuchengetedza kukura, muongorori nguva pane imwe nyaya kana mutengo wakakwana. Izvo zvakare hazvienzanise nhandare nemaitiro akareruka ekudzoreredza, vagara vachitariswa vagadzirise kana mamwe mamodheru emitauro yemuno. Nekuti HIRA inochengetedza zvigadziriso semienzaniso yekudzosa, ongororo dzenguva yemberi dzinofanira kuongorora kana kukanganisa kwekutanga kana mavara akarerekera achigona kudzokororwa uye kusimbiswa, uye kuti vatungamiri vanobvisa sei mienzaniso yechinyakare kana isiriyo.
Zvichemo zvekutonga kwebepa zvinodawo kuongororwa kunoshanda. Kutumirwa kwakadzorwa kwaizoda marekodhi ehumbowo hwaitsigira kupatsanurwa kwega kwega, nei gwaro rakakwidziridzwa, zvakapindurwa nemutsigiri uye kuti kururamisa kwevanhu kwakachinja sei sarudzo dzakazotevera. Tsime rinoti HIRA inoshandisa chivimbo, kuvhiringika-chaiwo mazwi uye kudzokororwa kwemunhu, asi haitaure kuti zvikumbaridzo zvinosarudzwa sei, kangani vaongorori vanokunda sisitimu, kana chii chinoitika kana humbowo hwekudzosa huchipesana neanosimbisa. Kusvikira iyo mibvunzo yapindurwa uye mhedzisiro yadzokororwa, mhedziso yakasimba yakatsigirwa ine shoma: iyi preprint inoshuma yakasarudzika-yekuongorora zvivakwa uye mhedzisiro yakakura pane maviri akataurwa marongero ekuongorora, kwete yakasimbiswa yakajairika mhinduro yekurongwa kwegwaro rakadzorwa.