Puna: Ko Lee Won-ji, Electronic Times
Te whakahua i te tuhinga katoa “Ko CLEVI, me tana tauira ake i hangaia mai i te pūtake (from scratch), 79.07% i GAIA... kei roto i te 2.5% runga rawa o ngā tauira 3,090”
Rā whakaputa: 2026-04-07
Hononga: https://www.etnews.com/20260407000203
Ko ngā māngai e 5 o te tāpae tauira motuhake cip-5.5-agent·cip-5.5-mm, i eke katoa ki runga ake i te 70 ngā piro
Neke atu i te 98% te tika ina whakaarohia te ngaronga pārongo, he nui ake i te tangata (92%)
I tuhia e te tīmatanga AI 'CLEVI' he 79.07% te tika i te tohu whakataetae a ngā māngai AI o te ao, a GAIA, mā te whakamahi i tana tauira ake i hangaia mai i te pūtake (from scratch), ā, i tau ki roto i te 2.5% runga rawa i roto i ngā tauira kua rēhitatia e 3,090.
E ai ki ngā whakamārama a te ahumahi, e kīia ana ko GAIA te tohu whakataetae e whakaata pono ana i te kaha o ngā ‘māngai AI whaihua’ i te mākete tohu whakataetae AI. I whakawhanake tahi tēnei tohu whakataetae e Meta AI, HuggingFace me te Whare Wānanga o Paris-Saclay, ā, i whakaputaina tuatahitia i Noema 2023.
E toru ngā āhuatanga matua e wehe ai a GAIA i ērā atu tohu whakataetae. Tuatahi, nā te mea kāore ngā whakautu tika i te tūmatanui, kāore e taea te overfitting. Tuarua, nā te mea me whai whakaaro matatini, arā, he multistep, he multimodal hoki, kāore e taea te whiwhi piro tiketike mā te taurite tauira noa iho. Tuatoru, mā te rārangi kaihautū whai mana a Hugging Face, neke atu i te 3,090 ngā tauira puta noa i te ao e whakataetae ana i raro i ngā tikanga ōrite.
E 301 ngā pātai o te huinga whakamātautau. Ko te Level 1 he whakamahi taputapu kotahi me te whakaaro māmā; ko te Level 2 he whakakotahi taputapu maha me te whakaaro taumata waenga; ko te Level 3 ngā pātai tino uaua, me whakamahere me te whakatinana a te māngai mō ngā hipanga e 5 neke atu rānei. I te wā i whakaputaina ai te tohu whakataetae, i tata ki te 15% noa iho te hua mō ngā tauira GPT (me ngā monomai), engari kua hiki ake ngā tīma o runga i tēnei wā ki te 70–80%.
I roto i tēnei horopaki, i kaha te CLEVI ki te tohu ko te mea tino nui hei tirotiro hangarau mō tēnei hua, kāore rawa i whakamahia ngā API LLM ā-waho pērā i GPT, Claude me Gemini. Ko te āhuatanga motuhake o CLEVI, i whakamahia e ia ngā tauira e rua i whakawhanake motuhaketia mā te ara hanga mai i te pūtake (from scratch).
Ko te cip-5.5-agent he tauira AI ā-kaihautū, ā, ko ia te roro matua o te ara tukanga kaihautū e whakamahere motuhake ana (planning), e whakatinana ana (execution), e manatoko ana hoki (verification) i ngā mahi uaua. Ko te cip-5.5-mm he tauira multimodal whānui tino kaha e mārama ana, e whakaaro ana hoki ki ngā momo kōnae maha, pēnei i te reo, ngā whakaahua me ngā ataata. I te mea he maha ngā pātai GAIA e whai ana i ngā whakaurunga kore-tuhi pēnei i ngā PDF, ngā whakaahua me ngā kōnae oro, ko tēnei āheinga multimodal tētahi take matua i eke ai ki te taumata teitei.
I runga i ēnei tauira ake e rua, i whakauru a CLEVI i ngā whirihoranga kaihautū rerekē e 5 ki GAIA, ā, i eke katoa ki runga ake i te 70.
E ai ki te whakamārama a te kamupene, i kitea he hua whakamere i roto i te arotake whai muri a CLEVI. Mai i ngā pātai e 301 katoa, kua ngaro ētahi o ngā pūtake whakautu i te tukutuku tūmatanui o nāianei. He kōrero ēnei i wātea i mua mā te ipurangi, mā ngā pūkaha rapu rānei, engari kua mukua, kua whakarerekētia rānei, ā, kua kore e taea te toro atu. I te wā i arotakehia anō i runga i te whānuitanga o ngā kōrero ka taea e te tangata te manatoko tūmatanui i tēnei wā, i kitea ko te ōrau tika a CLEVI kei runga ake i te 98%. He nui ake tēnei i te toharite tangata, arā, 92%.
I whakamārama tētahi māngai o CLEVI: “Kāore a CLEVI i whakaranu i ngā tauira o waho; mā ngā tauira ake i hangaia mai i te tīmatanga me ngā rongoā kaihautū AI ake anake, i eke katoa ngā kaihautū e 5 ki te 70+, ā, i uru ki te 2.5% o runga i te inenga whakataurite tūmatanui. E kitea ana ka taea tonu te whakapai ake i te kaute whai mana ā muri ake mā te whakapai ake i ā mātou tauira ake me ā mātou rongoā kaihautū. He tino whai tikanga tēnei putanga nā te mea i inehia i roto i tētahi inenga whakataurite tūmatanui o te ao, e whakaatu ana i te ‘whakawhirinakitanga kua manatoko’; he putanga hoki nā tētahi kaiwhakawhanake AI o roto i te motu i runga i ngā tauira ake i hangaia mai i te tīmatanga; he hua nō tētahi pūnaha tauira motuhake, ehara i te whakaranu tauira o waho; ā, nā te whakaaro ki te ngaronga o ngā kōrero i ētahi pātai, he nui ake tōna uara whakamāori i te kaute noa iho.”
