Ukuqeqeshwa Kwezibikezelo Zezimpawu Eziningi
Esikhundleni sokubikezela ithokheni elandelayo nje, imodeli iqeqeshelwe ukubikezela amathokheni amaningana esikhathi esizayo ngesikhathi esisodwa.
Uhlolojikelele
This sharpens learning signals and unlocks faster inference through self-speculative decoding.
I-Deep Dive
Amamodeli olimi ajwayelekile aqeqeshwa ngokubikezela kwethokheni elandelayo: uma kunikezwe umongo, bikezela ithokheni eyodwa elandelayo. I-Multi-token prediction (MTP), eyaduma ngephepha lango-2024 Meta futhi yamukelwa ku-DeepSeek-V3, ingeza amakhanda okukhiphayo angasindi engeziwe ukuze imodeli ibikezele kanyekanye ithokheni elandelayo kanye ne-2nd, 3rd, kanye nethokheni yesi-4 ngaphambili kusukela kusimo esifihliwe esifanayo. Lokhu kuphoqa inethiwekhi ukuthi ihlele ngokuqhubekayo esikhathini esizayo futhi igxilisa isignali yokuqeqesha - indawo ngayinye manje inikela ngemibandela yokulahlekelwa eminingi. Meta ibike izinzuzo ezinkulu ikakhulukazi ekubhaleni ngekhodi nokucabanga okukhiqizayo, ngamamodeli amakhulu azuza kakhulu. Okubaluleke kakhulu, amakhanda engeziwe angalahlwa ngemuva kokuqeqeshwa, ngakho-ke usayizi wemodeli ekusetshenzisweni akufanele ukhule.
I-Technical Insight
I-MTP inamathisela n amakhanda okubikezela okuzimele phezu kwe-trunk ye-transformer eyabiwe; inhloko k ibikezela ithokheni endaweni t+k kusukela ekumeleleni endaweni t. Ukulahlekelwa kufingqwa ngesikhathi sokuqeqeshwa. Uma kucatshangelwa, amakhanda asizayo anika amandla ukuzichaza ngokwakho: imodeli ihlongoza amathokheni amaningana kuphasi eyodwa, bese iyawaqinisekisa, ifinyelele cishe kusizukulwane esisheshayo esingu-3x ngaphandle kokushintsha ukusatshalaliswa kokuphumayo.
I-Strategic Impact
Isivinini nesikali
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana.
Finyelela futhi ufinyelele
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana.
Izinqumo ezicacile
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda.
Ikusasa Lokuqeqeshwa Kwezibikezelo Zezimpawu Eziningi
I-MTP isiba yisithako esizenzakalelayo kumaresiphi okuqeqesha emngceleni ngoba ithuthukisa kokubili ikhwalithi nesivinini sokunquma ngezindleko ezincane. Lindela ukuhlanganiswa okuqinile nokuqopha okucatshangelwayo, ama-horizons okubikezela ajulile, futhi usebenzise njengenjongo eyinsiza ethuthukisa ukuhlela komkhathizwe omude. Kuhlanganiswe namamodeli okucabanga, ukubikezela izinyathelo eziningi ezizayo kungasiza amamodeli ngaphakathi alingise imiphumela ngaphambi kokuzibophezela empendulweni.
Ukuqaliswa Komhlaba Wangempela
I-DeepSeek-V3 isebenzisa inhloso ye-MTP ngesikhathi sokuqeqeshwa kusengaphambili ukuze kukhuliswe ukusebenza kahle kwedatha futhi inike amandla ukuqopha okucatshangelwayo
Meta amamodeli wokukhiqiza ikhodi abonisa izinzuzo zokunemba ku-HumanEval kanye ne-MBPP kusukela ekubikezeleni amathokheni amaningi
Ukubhala amakhodi okucabangela ngokwakho: ukubhala amathokheni angu-3-4 ngephasi ngayinye eya phambili bese kuqinisekisa ukuphuma okusheshayo, okugcina ukusabalalisa
Ukuqedela ngokuzenzakalela ngokushesha kubasizi bokubhala amakhodi lapho kuhlongozwa amathokheni amaningi abambekayo futhi ahlolwe ngesinyathelo esisodwa
Izingozi & Guardrails
Amaqiniso akhonjiwe angafaka ngokuthula imibiko, ukugeleza kosekelo, noma imiphumela yocwaningo.
Ukuzwela okusheshayo kungadala imiphumela engahambisani kuzo zonke izicelo ezifanayo.
Idatha yombhalo ebucayi ingase idalulwe uma izilawuli zokufinyelela zibuthakathaka.
Ukuqalisa Umhlahlandlela
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo.
Qhubeka Uhlole
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Umhlahlandlela olandelayo
Ukusakaza-bukhoma okuqagelayo kanye nokubikezela kwamathokheni amaningi
Imibuzo evame ukubuzwa
What is Multi-Token Prediction Training?
Esikhundleni sokubikezela ithokheni elandelayo nje, imodeli iqeqeshelwe ukubikezela amathokheni amaningana esikhathi esizayo ngesikhathi esisodwa. Lokhu kucija amasiginali okufunda futhi kuvule ukucatshangelwa okusheshayo ngokuziqopha ngokuzicabangela wena.
Yini engeza ukubikezela kwamathokheni amaningi uma kuqhathaniswa nokuqeqeshwa okujwayelekile kwethokheni elandelayo?
I-MTP yengeza amakhanda okukhiphayo engeziwe ukuze imodeli ibikezele ithokheni elandelayo kanye namathokheni amaningana phambili ukusuka esimweni esisodwa esifihliwe.
Iyiphi imodeli esetshenziswe ngokuphawulekayo inhloso yokubikezela yamathokheni amaningi ekuqeqesheni kusengaphambili?
I-DeepSeek-V3 yamukele inhloso yokuqeqeshwa ye-MTP ukuze kuthuthukiswe ukusebenza kahle kwedatha futhi inike amandla ukuqopha okucatshangelwayo.
Kungani i-MTP igxilisa isignali yokuqeqesha?
Ukubikezela amathokheni amaningana esikhathi esizayo kusho ukuthi indawo ngayinye yethokheni ikhiqiza ukulahlekelwa kokubikezela okuningana, ukunikeza isignali yokufunda eyengeziwe ngethokheni ngayinye.
Iyiphi inzuzo yokuqagela evumela izinhloko ezengeziwe zokubikezela?
Amakhanda asizayo angabhala amathokheni amaningi ngephasi ngalinye asuke aqinisekiswa, asheshise isizukulwane ngaphandle kokushintsha ukusatshalaliswa kokuphumayo.
Kwenzekani kumakhanda angabasizi ngemva kokuqeqeshwa uma ungawadingi ama-speed-ups?
Amakhanda engeziwe angokuzithandela ekusetshenzisweni; ukuwalahla kugcina imodeli ilingana nemodeli yethokheni evamile.