Ngamhla ziyi-3 Inyoni 2026, enkhomfeni ye-LEAP eRiyadh, i-HUMAIN yetfule i-humain-m3: imodeli yelulwimi lesemngceleni legcile kulwimi lwesi-Arabhu, lenema-parameter langemabhiliyoni langu-428 ekwakhiweni kwe-mixture-of-experts, lapho langemabhiliyoni langu-23 kuwo asebenta ku-token ngayinye. Inkampani itsi yececeshwa ngema-token langetulu kwelithriliyoni linye etintfo letibhalwe ngesi-Arabhu sangempela.

Loku kufanele kunakwe, ngobe sekuyiminyaka lesi-Arabhu lesibutsakatsaka emamodelini asemngceleni siyindzaba lesilungele kuchaza kwehluleka kwawo onkhe emaphrojekthi e-AI lamile emakethe yaseSaudi. Kodvwa ngembi kwekutsi wakhe sincumo phezu kwaso, imininingwane lemitsatfu lengekhatsi kwesimemetelo ngokwaso ishintja loko longakwenta ngempela ngaso lamuhla.

Lokumenyetelwe Ngempela

Ngekusho kwesimemetelo lesisemtsetfweni nelikhasi lemodeli:

  • Ema-parameter langemabhiliyoni langu-428 ekwakhiweni kwe-mixture-of-experts lokwakhelwe emndenini we-MiniMax-M3, lapho langemabhiliyoni langu-23 asebenta ku-token ngayinye.
  • Iyakhona tindlela letinyenti kusukela ekucaleni — yececeshwa ndzawonye ngembhalo, titfombe kanye nemavidiyo kusukela ekucaleni, hhayi kunamatselwa ngemuva.
  • Yakhelwe ema-agent — kusebentisa emathulusi nekusebentisa sikrini emisebentini lemide ngesi-Arabhu nangesiNgisi.
  • Njenganyalo itfolakala kuphela njengekubuka kwekucala kwelucwaningo nekuhlola, ngepulatifomu i-HUMAIN Node — hhayi njengelusito lwekusebenta lokuyikho.

Kunaliphuzu linye lelifanele kubhalwa phasi: inkampani ngokwayo ichaza sizatfu sayo ngekutsi lulwimi lwesi-Arabhu lukhulunywa ngemakhulu etigidzi tebantfu kodvwa lusamelwe kancane kakhulu emngceleni we-AI. Leso sihlatiyo silungile, futsi siso sizatfu salendzaba.

Tinombolo, Nekutsi Ngubani Lotishicilele

I-HUMAIN ibika silinganiso semaphesenti langu-89.37 ekuhlolweni kwemphakatsi kwesi-Arabhu lokulisikhombisa, lokuhlukaniswa kanje: i-AraTrust yekwetsembeka ngu-97.53, i-MadinahQA yelikhono lelulwimi ngu-95.44, i-ALRAGE ye-retrieval-augmented generation ngu-94.63, i-Translated MMLU ngu-93.20, i-ArabicMMLU yelwati lwendzabuko ngu-90.70, i-AlGhafa yekucondza lokusisekelo ngu-86.45, kanye ne-Arabic EXAMS yekucabanga kwetemfundvo ngu-67.67. Ibika kutsi yehlule emamodeli lancintisana nayo latfola ku-87.34 na-87.30 kulelo setha lelifanako.

Fundza lomehluko ngeliso lebhizinisi. Silinganiso sihamba embili ngalokungaphasi kwemaphuzu emaphesenti lamabili, futsi kuhlola kwetemfundvo lokulukhuni kakhulu kwehlela ku-67.67 — phasi kakhulu kunalokunye. Lokubaluleke kakhulu, leti timphumela letishicilelwe ngulabo labanayo imodeli, hhayi ngumuntfu wesitsatfu lotimele. Loko akutenti tingabi liciniso. Kutenta kube sisholo lokufanele siciniswe, hhayi umphumela lowesekiwe.

Imininingwane Lengakhulunywanga Tindzaba Letinyenti

Kubita lemodeli ngekutsi inema-weights lavulekile lamuhla kusesekuseni kakhulu. Simemetelo lesisemtsetfweni sitsi ema-weights kulindzeleke kutsi ashicilelwe ngaphasi kwe-MiniMax Community License nasewucedzile kucecesha kwekuphepha nekuvumelanisa, futsi njenganyalo kuhlelwe inyanga letako. Loko lokukhona lamuhla luhlelo lwesikhatsi lolwetsenjisiwe, hhayi lifayela longalidawunilodi bese uyalisebentisa.

Imininingwane yesibili: imodeli yatfutfukiswa yi-MiniMax, labhorethri yaseShayina, ngekucelwa yi-HUMAIN. Loku akusiko kuphikisa kwebuchwepheshe, kodvwa kusho kutsi ligama lelitsi kutibusa lapha lichaza bunikati, kusebentisa kanye nekugcina emaseveni — hhayi lonkhe luchungechunge lwekwakha. Nangabe sincumo sakho sincike ekutsini buchwepheshe buvelaphi, lolu lwati lolidzingako.

Umbono we-Origami

Lesimemetelo sisifundza njengesibonakaliso semakethe, hhayi njengemkhicito lophelele. Lesibonakaliso sitsi lulwimi lwesi-Arabhu ekugcineni selungene emncintiswaneni wemngcele njengeliphutsi lelisezingeni lekucala, hhayi njengelulwimi lolwengetiwe, futsi umtselela wako lobonakalako kuwe ushesha: akusemukeleki kutsi umhlinzeki achaze imiphumela lebutsakatsaka yesi-Arabhu ngekutsi buchwepheshe ngokwabo bubutsakatsaka esi-Arabhini. Phakamisa lizinga kuletiphakamiso letifika kuwe.

Nanobe kunjalo, sincumo ngokwaso asishintji lamuhla. Sisachubeka nekwakha tinhlelo temakhasimende ngendlela yekutsi ingcenye yemodeli ihlale ingashintjwa: sixhumanisi sinye phambi kwemhlinzeki we-AI, kanye nekuhlola ngedatha yakho ngembi kwanobe nguyiphi inguculo. Libhizinisi lelakhiwe ngaleyo ndlela lingalinga i-humain-m3 ngekhatsi kwemalanga lambalwa ema-weights akhishiwe. Libhizinisi lelibophe umcondvo walo wekusebenta kumhlinzeki munye litawudzinga liphrojekthi lelipheleko kute lente intfo lefanako, futsi litawukhokha umehluko kabili — kanye nyalo, kanye futsi nakufika imodeli lelandzelako.

Lokufanele Ukwente Kulenyanga

  • Ungamisi liphrojekthi lelichubekako ulindzele yona. Imodeli isesigabeni sekubuka kwekucala kwelucwaningo; kulindza kukulahlekisela tinyanga ngenzuzo lengakacinisekiswa.
  • Yakha lisetha lekuhlola ngedatha yakho. Timo tangempela letisemashumini lasihlanu kuya kulikhulu letivela etincwadzini takho, etinkontilekeni kanye nasemibutweni yemakhasimende, ngasinye sinemphendvulo lelungile. Loku kubaluleke kakhulu kuwe kunanobe ngukuphi kuhlola kwemphakatsi, ngobe kukala lulwimi lwakho lwesigodzi nemagama akho ebuchwepheshe.
  • Hlukanisa ingcenye yemodeli ekwakhiweni kwesistimu yakho nangabe ingakahlukaniswa, kute kushintja umhlinzeki kube kulungisa sicondziso nje, hhayi kwakha kabusha.
  • Landzelela kukhishwa kwema-weights kanye nelayisensi yawo. Imibandzela yekusebentisa kwekuhweba ngiyo lenca kutsi kuyisebentisa ngekhatsi kwengalasizinda yakho kuyindlela lesemtsetfweni yini kuwe.
  • Cela bufakazi, hhayi sisholo. Nangabe umhlinzeki akwetfulela imodeli ngekutsi incono kakhulu esi-Arabhini, mcele ayisebentise etimeni takho esikhatsini sinye phambi kwakho.

Sigcino

I-humain-m3 tindzaba letinhle kulwimi lwesi-Arabhu, futsi tinombolo tayo tifanele kucinisekiswa, hhayi kwemukelwa nje. Lamuhla kubuka kwekucala kwelucwaningo lokunema-weights letsenjiswe inyanga letako. Kulungiselela kahle akucali ngemodeli — kucala ngekwakhiwa kwesistimu yakho: ingcenye longayishintja, kanye nelisetha lekuhlola ngelulwimi lwakho nangedatha yakho. Loyo lonako kokubili uyazuza kunobe nguyiphi imodeli lefika ngemuva. Loyo longenako nakunye utawuchubeka afundza simemetelo ngasinye njengendzaba ledlulako, hhayi litfuba lekufanele alibambe.

Imitfombo