Chii chaitika
Iyo itsva arXiv preprint inoongorora kuti zvakashumwa zviwanikwa zveGPU zvine chekuita sei nehunyanzvi hwekuita mukutsvagisa mutauro wechisikigo. Vanyori vakaongorora 13,921 main-conference mapepa akaburitswa paACL, EMNLP neNAACL pakati pa2020 na2025, vachitora maGPU mamodheru uye kuverenga kubva mumagwaro akazara uye vachiabatanidza nekutaura, mubairo, musoro uye metadata yemasangano.
The preprint, yakatumirwa kuarXiv musi waNyamavhuvhu 22, 2026, inodzidza hukama huripo pakati pezviwanikwa zvemakomputa uye kukanganiswa kwehunyanzvi mukutsvagisa kugadzirwa kwemutauro wechisikigo. Dataset yaro ine 13,921 main-conference papers akabudiswa neACL, EMNLP neNAACL kubva 2020 kusvika 2025. Vanyori vanoshandisa GPU zviwanikwa sechiyero chekushanda kwavo kwezviwanikwa zvemakomputa, vozobatanidza zviyero izvozvo nekutaura, mubairo, musoro uye metadata yemasangano.
Vatsvagiri vakaburitsa akashumwa maGPU modhi uye kuverenga kubva pamapepa 'akazara zvinyorwa. Ivo vakamisa pepa rimwe nerimwe rakakura kutaurwa GPU kumisikidzwa kuita yakafanana hardware-yekugona chiyero. Iyi nzira inotarisirwa kuita zvizvarwa zvakasiyana zvehardware uye zvigadziriso zvinofananidzwa, asi zvinorevawo kuti kuongororwa kunoenderana nezvakaziviswa nevanyori uye pasarudzo yekumiririra bepa neyakakura yakashumwa dhizaini.
Kutaurwa kweGPU kwakawedzera kuwanda panguva yakadzidzwa, asi bepa rinoti kushuma kwakaramba kusina kukwana. Kugona kutaurwa kwakawedzera kunyanya kuburikidza nezvizvarwa zvitsva zvehardware uye zvepakati-mwero akawanda-GPU masisitimu. Pakati pemapepa ane zviwanikwa zveGPU zvinogona kuverengerwa, iyo yepamusoro pegore makumi maviri muzana nekutaurwa kweGPU kugona kwakaverengera 83.9% kusvika 89.9% yekutaurwa kweGPU kugona.
Kuisa pfungwa ikoko kwaisaenderana nekusangana kwakafanana kwemigumisiro yezvidzidzo. Iwo akafanana epamusoro makumi maviri muzana akaverengera chete 27% kusvika 32% yezvinyorwa uye 20% kusvika 33% yemapepa mibairo, maererano neabstract. Mumamodheru akagadziridzwa, kuwedzera kwakapetwa kagumi kweaggregate yakashumwa kugona kweGPU kwakabatana ne3.52-percentage-poindi yekuwedzera mukati-yemusoro-gore citation percentile, nepo modhi R-squared yakawedzera ne0.0042 chete. Vanyori vanogumisa kuti zvakashumwa GPU zviwanikwa zvine chekuita nekukanganisa asi zvinopa tsananguro shoma yakamira yekutsvagisa pesvedzero.
Nei zvichikosha
Chidzidzo ichi chinodenha fungidziro yakajairika mukutsvagisa kweAI: kuti kugovera simba rakawanda rekombuta kunoburitsa basa rine simba rakawanda. Zvayakawana zvinoratidza kuti komputa ine chekuita nekutsvagisa, asi kuti zviwanikwa zvehardware chete zvinotsanangura zvishoma mutsauko uripo pakati pemapepa.
Mhedzisiro yacho inoenderana nebasa rekuwedzera rekombuta mukutsvaga kweAI. Kuwana maGPU epamberi kunowanzobatwa semumiriri wehunyanzvi hwekutsvagisa, uye kushomeka kwehardware kunogona kuumba mibvunzo iyo zvikwata zvinogona kuferefeta. Ichi chidzidzo chinotaridza kuti kutariswa kwezviwanikwa uye kutariswa kwesimba hakuna kuenzana: boka diki remapepa rinogona kushandisa yakawanda yekugona kutaurwa pasina accounting kune akawanda akanyorwa kana mibairo.
Zvakawanikwa hazviratidzi kuti simba rekombuta harina kukosha. Kushamwaridzana kwakataurwa kwaive kwakanaka, uye nhamba yeGPU yaive nehukama hwakanyanya hunoenderana neinodudzwa uye mibairo mibairo pane kushandiswa kwezvizvarwa zvitsva zvehardware. Mhedziso yakatetepa ndeyekuti yekuwedzera kana nyowani Hardware, yega, haitsananguri kuti sei mamwe mapepa eNLP achive ane simba kupfuura mamwe.
Kune mamaneja ekutsvagisa uye vanopa mari, humbowo hunotsigira kuongorora komputa pamwe chete nezvimwe zvinopinda uye mhedzisiro. Iyo abstract hairatidze kuti ndezvipi zvinhu zvinokonzeresa misiyano yasara, saka haigone kuratidza kuti nzira, dhatabhesi, hunyanzvi hwekutsvagisa, kushandirapamwe, kunyora, nguva kana kupinda kwemasangano kwakakonzera kuti bepa rive nemhedzisiro yakakura. Zvinoita, zvisinei, yambiro pamusoro pekubata mabhajeti makuru ehardware senzira yakakwana yepesvedzero yevadzidzi.
Ongororo iyi zvakare yakakosha pamakakatanwa nezve kugona uye kuwana mukutsvaga kweAI. Kana komputa yakanyudzwa asi hukama hwayo nekukanganisa husina kusimba, kuwana kwakafara kune zviwanikwa zvine mwero kungangove kwakakosha, kunyanya kumapoka asingakwanise kuwana zvishandiso zvitsva. Kureva ikoko hakuna kuedzwa zvakananga nebepa, zvisinei. Zviyero zvekudzidza zvakashuma zviwanikwa uye zvakabuda muzvidzidzo; haifungidzire mhedzisiro yekugoverazve maGPU kana kuderedza zvipingamupinyi mukuyedza.
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
Mibvunzo mikuru ndeyekuti zvakawanikwa zvibate here kunze kwemisangano iyi uye kuti zvirinani zviyereso zvekushuma zvingashandura mhedzisiro. Basa remangwana rinofanirwawo kuongorora mhando yekutsvagisa, mutengo, kushandiswa kwesimba, data, nzira uye maitiro echikwata pane kuvimba zvakanyanya neakanyorwa uye mibairo.
A central limitation is incomplete reporting. Mapepa asingabudise maGPU modhi kana kuverenga anogona kusabatanidzwa muongororo inogoneka kana kumiririrwa zvisina kunyatsojeka. Migumisiro saka inotsanangura zvakashumwa computational zviwanikwa, kwete hazvo zviwanikwa zvese zvinoshandiswa. Iyo abstract zvakare haitsanangure kuti mishumo yakashaikwa, zvivakwa zvakagovaniswa, zviedzo zvakakundikana, kuremerwa kwemabasa kana komputa yakashandiswa kunze kweiyo huru gadziriro yakabatwa.
Chidzidzo ichi chinoshandisa zvinyorwa uye mibairo yepepa sezviratidzo zvehunyanzvi hwekuita. Matanho iwayo anogona kubatsira pachiyero, asi haasi matanho akananga emhando yehunyanzvi, kuberekana, kushanda kunobatsira, chokwadi chesainzi kana kubatsira munharaunda. Iyo abstract haitauri kana mhedziso dzichichinja kana zvimwe zvabuda zvichishandiswa, uye hazviratidze kuti kugona kweGPU kunokonzera akakwira citation percentiles kana mibairo.
Kudzokorora kuchave kwakakosha. Iyo dataset inovhara matatu anotungamira NLP makonferensi uye matanhatu ekushambadzira makore, saka zvakawanikwa zvinogona kusaenderana kune dzimwe nzvimbo dzeAI, minda, yakavhurika-sosi mapurojekiti, kutsvagisa kwemaindasitiri, kusimudzira modhi kana mashandisirwo esainzi. Iro bepa ndeye arXiv preprint, uye kwainopa hakuna ruzivo nezve mamiriro ekuongorora-vezera kupfuura kunyorwa kwaro seEMNLP 2026 main-chidzidzo bepa.
Kumwe kutsvagurudza kunogona kuyedza kana kutsanangurwa kwakawanda komputa kuburitswa kuchichinja hukama, enzanisa kushandiswa kweGPU nemhando yedata uye algorithmic sarudzo, uye kuongorora mutengo, mashandisiro esimba uye kuberekazve. Zvingabatsirawo kupatsanura kudzidziswa, kufungidzira uye kuongorora komputa uye kudzidza kana komputa ichikanganisa mukana wekuwana pundutso kunyangwe isingafanofembera zvine simba zvinotorwa kana mibairo. Hapana wemibvunzo iyoyo inopindurwa nekwakabva.