{"id":27897,"date":"2025-11-30T20:37:53","date_gmt":"2025-11-30T13:37:53","guid":{"rendered":"https:\/\/vbee.vn\/blog\/?p=27897"},"modified":"2025-11-30T20:37:53","modified_gmt":"2025-11-30T13:37:53","slug":"llama-la-gi","status":"publish","type":"post","link":"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/","title":{"rendered":"LLaMA l\u00e0 g\u00ec? Kh\u00e1m ph\u00e1 m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn c\u1ee7a Meta AI"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 ez-toc-grey ez-toc-container-direction\"><div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">N\u1ed9i dung ch\u00ednh<\/p><span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#1_Gioi_thieu_ve_LLaMA\" >1. Gi\u1edbi thi\u1ec7u v\u1ec1 LLaMA<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#11_Dinh_nghia_LLaMA_la_gi\" >1.1 \u0110\u1ecbnh ngh\u0129a LLaMA l\u00e0 g\u00ec<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#12_Tong_quan_ve_qua_trinh_phat_trien\" >1.2 T\u1ed5ng quan v\u1ec1 qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#2_Nguyen_ly_va_cach_hoat_dong_cua_LLaMA\" >2. Nguy\u00ean l\u00fd v\u00e0 c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a LLaMA<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#21_Kien_truc_Transformer\" >2.1 Ki\u1ebfn tr\u00fac Transformer<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#22_Huan_luyen_tren_bo_du_lieu_lon_da_dang\" >2.2 Hu\u1ea5n luy\u1ec7n tr\u00ean b\u1ed9 d\u1eef li\u1ec7u l\u1edbn \u0111a d\u1ea1ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#23_Kha_nang_du_doan_tu_tiep_theo_auto-regressive\" >2.3 Kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n t\u1eeb ti\u1ebfp theo (auto-regressive)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#24_Ho_tro_da_ngon_ngu\" >2.4 H\u1ed7 tr\u1ee3 \u0111a ng\u00f4n ng\u1eef<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#3_Cac_phien_ban_va_quy_mo_cua_LLaMA\" >3. C\u00e1c phi\u00ean b\u1ea3n v\u00e0 quy m\u00f4 c\u1ee7a LLaMA<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#31_LLaMA_1_Tu_7_den_65_ty_tham_so\" >3.1 LLaMA 1: T\u1eeb 7 \u0111\u1ebfn 65 t\u1ef7 tham s\u1ed1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#32_Su_ra_mat_cua_LLaMA_2\" >3.2 S\u1ef1 ra m\u1eaft c\u1ee7a LLaMA 2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#33_Tiem_nang_cua_LLaMA_3_Tu_8_ty_den_70_ty_tham_so\" >3.3 Ti\u1ec1m n\u0103ng c\u1ee7a LLaMA 3: T\u1eeb 8 t\u1ef7 \u0111\u1ebfn 70 t\u1ef7 tham s\u1ed1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#34_LLaMA_4_Kien_truc_MoE_va_kha_nang_da_phuong_thuc\" >3.4 LLaMA 4: Ki\u1ebfn tr\u00fac MoE v\u00e0 kh\u1ea3 n\u0103ng \u0111a ph\u01b0\u01a1ng th\u1ee9c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#4_Nhung_diem_noi_bat_va_thach_thuc\" >4. Nh\u1eefng \u0111i\u1ec3m n\u1ed5i b\u1eadt v\u00e0 th\u00e1ch th\u1ee9c<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#41_Nhung_diem_noi_bat\" >4.1 Nh\u1eefng \u0111i\u1ec3m n\u1ed5i b\u1eadt<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#43_Thach_thuc_cua_LLaMA\" >4.3 Th\u00e1ch th\u1ee9c c\u1ee7a LLaMA<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#5_Ung_dung_thuc_tien_cua_LLaMA\" >5. \u1ee8ng d\u1ee5ng th\u1ef1c ti\u1ec5n c\u1ee7a LLaMA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#6_Vi_the_va_tuong_lai_cua_LLaMA\" >6. V\u1ecb th\u1ebf v\u00e0 t\u01b0\u01a1ng lai c\u1ee7a LLaMA<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#61_So_sanh_voi_cac_mo_hinh_khac_nhu_GPT-4_va_Claude\" >6.1 So s\u00e1nh v\u1edbi c\u00e1c m\u00f4 h\u00ecnh kh\u00e1c nh\u01b0 GPT-4 v\u00e0 Claude<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#62_Du_doan_ve_tuong_lai_cua_AI_mo_nguon_va_LLaMA\" >6.2 D\u1ef1 \u0111o\u00e1n v\u1ec1 t\u01b0\u01a1ng lai c\u1ee7a AI m\u1edf ngu\u1ed3n v\u00e0 LLaMA<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#7_Nhung_cau_hoi_thuong_gap_ve_LLaMA_FAQ\" >7. Nh\u1eefng c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 LLaMA (FAQ)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#71_LLaMA_co_mien_phi_de_su_dung_khong\" >7.1 LLaMA c\u00f3 mi\u1ec5n ph\u00ed \u0111\u1ec3 s\u1eed d\u1ee5ng kh\u00f4ng?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#72_LLaMA_co_an_toan_de_su_dung_cho_cac_ung_dung_thuong_mai_khong\" >7.2 LLaMA c\u00f3 an to\u00e0n \u0111\u1ec3 s\u1eed d\u1ee5ng cho c\u00e1c \u1ee9ng d\u1ee5ng th\u01b0\u01a1ng m\u1ea1i kh\u00f4ng?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#73_LLaMA_co_the_chay_tren_may_tinh_ca_nhan_khong\" >7.3 LLaMA c\u00f3 th\u1ec3 ch\u1ea1y tr\u00ean m\u00e1y t\u00ednh c\u00e1 nh\u00e2n kh\u00f4ng?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#74_LLaMA_co_gioi_tieng_Viet_khong\" >7.4 LLaMA c\u00f3 gi\u1ecfi ti\u1ebfng Vi\u1ec7t kh\u00f4ng?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/vbee.vn\/blog\/chia-se\/llama-la-gi\/#75_Lam_the_nao_de_toi_co_the_bat_dau_su_dung_LLaMA\" >7.5 L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 t\u00f4i c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u s\u1eed d\u1ee5ng LLaMA?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div><p><strong>B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 v\u1ec1 LLaMA Meta AI l\u00e0 g\u00ec, c\u00e1ch ho\u1ea1t \u0111\u1ed9ng, c\u00e1c phi\u00ean b\u1ea3n, \u01b0u nh\u01b0\u1ee3c \u0111i\u1ec3m cho \u0111\u1ebfn c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c ti\u1ec5n.<\/strong><\/p><p style=\"text-align: center;\"><p><iframe style=\"position: relative; top: 0px; border: none;\" title=\"H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng\" src=\"https:\/\/vbee.vn\/demo\" width=\"100%\" height=\"320\"><\/iframe><\/p><h2><span class=\"ez-toc-section\" id=\"1_Gioi_thieu_ve_LLaMA\"><\/span>1. Gi\u1edbi thi\u1ec7u v\u1ec1 LLaMA<span class=\"ez-toc-section-end\"><\/span><\/h2><h3><span class=\"ez-toc-section\" id=\"11_Dinh_nghia_LLaMA_la_gi\"><\/span>1.1 \u0110\u1ecbnh ngh\u0129a LLaMA l\u00e0 g\u00ec<span class=\"ez-toc-section-end\"><\/span><\/h3><p>LLaMA (Large Language Model Meta AI) l\u00e0 m\u1ed9t d\u00f2ng m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn do Meta Platforms nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n. Kh\u00f4ng nh\u01b0 nhi\u1ec1u m\u00f4 h\u00ecnh AI kh\u00e1c, m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn LLaMA \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf v\u1edbi m\u1ee5c \u0111\u00edch ch\u00ednh l\u00e0 \u0111\u1ea1t hi\u1ec7u su\u1ea5t cao trong khi s\u1eed d\u1ee5ng \u00edt t\u00e0i nguy\u00ean t\u00ednh to\u00e1n h\u01a1n so v\u1edbi c\u00e1c \u0111\u1ed1i th\u1ee7 c\u1ea1nh tranh. \u0110\u00e2y l\u00e0 m\u1ed9t b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 quan tr\u1ecdng trong vi\u1ec7c l\u00e0m cho AI ti\u00ean ti\u1ebfn tr\u1edf n\u00ean d\u1ec5 ti\u1ebfp c\u1eadn h\u01a1n v\u1edbi c\u1ed9ng \u0111\u1ed3ng nghi\u00ean c\u1ee9u v\u00e0 c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n.<\/p><p>LLaMA Meta AI \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u v\u0103n b\u1ea3n, cho ph\u00e9p n\u00f3 hi\u1ec3u v\u00e0 t\u1ea1o ra ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean theo c\u00e1ch c\u00f3 \u00fd ngh\u0129a v\u00e0 li\u00ean quan \u0111\u1ebfn ng\u1eef c\u1ea3nh. \u0110i\u1ec1u n\u00e0y l\u00e0m cho m\u00f4 h\u00ecnh c\u00f3 kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n nhi\u1ec1u nhi\u1ec7m v\u1ee5 kh\u00e1c nhau, t\u1eeb tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi, d\u1ecbch thu\u1eadt, t\u00f3m t\u1eaft v\u0103n b\u1ea3n \u0111\u1ebfn t\u1ea1o n\u1ed9i dung s\u00e1ng t\u1ea1o.<\/p><h3><span class=\"ez-toc-section\" id=\"12_Tong_quan_ve_qua_trinh_phat_trien\"><\/span>1.2 T\u1ed5ng quan v\u1ec1 qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n<span class=\"ez-toc-section-end\"><\/span><\/h3><p>Large Language Model Meta \u0111\u01b0\u1ee3c ra m\u1eaft l\u1ea7n \u0111\u1ea7u v\u00e0o \u0111\u1ea7u n\u0103m 2023, v\u1edbi m\u1ee5c ti\u00eau kh\u00f4ng ch\u1ec9 c\u1ea1nh tranh v\u1ec1 m\u1eb7t kh\u1ea3 n\u0103ng m\u00e0 c\u00f2n th\u00fac \u0111\u1ea9y nghi\u00ean c\u1ee9u AI m\u1edf v\u00e0 minh b\u1ea1ch. Quan \u0111i\u1ec3m c\u1ee7a Meta l\u00e0 vi\u1ec7c m\u1edf r\u1ed9ng quy\u1ec1n truy c\u1eadp v\u00e0o c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn s\u1ebd d\u1eabn \u0111\u1ebfn s\u1ef1 \u0111\u1ed5i m\u1edbi nhanh h\u01a1n v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng AI c\u00f3 tr\u00e1ch nhi\u1ec7m h\u01a1n.<\/p><figure id=\"attachment_27922\" aria-describedby=\"caption-attachment-27922\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-27922\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/tong-quan-ve-qua-trinh-phat-trien.webp\" alt=\"Large Language Model Meta \u0111\u01b0\u1ee3c ra m\u1eaft l\u1ea7n \u0111\u1ea7u v\u00e0o \u0111\u1ea7u n\u0103m 2023.\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/tong-quan-ve-qua-trinh-phat-trien.webp 768w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/tong-quan-ve-qua-trinh-phat-trien-300x200.webp 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-27922\" class=\"wp-caption-text\">Large Language Model Meta \u0111\u01b0\u1ee3c ra m\u1eaft l\u1ea7n \u0111\u1ea7u v\u00e0o \u0111\u1ea7u n\u0103m 2023.<\/figcaption><\/figure><p>M\u1ed9t trong nh\u1eefng m\u1ee5c ti\u00eau ch\u00ednh c\u1ee7a vi\u1ec7c ph\u00e1t tri\u1ec3n LLaMA l\u00e0 t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 ch\u1ea1y hi\u1ec7u qu\u1ea3 tr\u00ean c\u00e1c thi\u1ebft b\u1ecb ph\u1ea7n c\u1ee9ng th\u00f4ng th\u01b0\u1eddng, l\u00e0m cho c\u00f4ng ngh\u1ec7 AI ti\u00ean ti\u1ebfn tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn h\u01a1n v\u00e0 d\u1ec5 ti\u1ebfp c\u1eadn h\u01a1n \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n v\u00e0 nh\u00e0 nghi\u00ean c\u1ee9u kh\u1eafp n\u01a1i tr\u00ean th\u1ebf gi\u1edbi.<\/p><h2><span class=\"ez-toc-section\" id=\"2_Nguyen_ly_va_cach_hoat_dong_cua_LLaMA\"><\/span>2. Nguy\u00ean l\u00fd v\u00e0 c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a LLaMA<span class=\"ez-toc-section-end\"><\/span><\/h2><h3><span class=\"ez-toc-section\" id=\"21_Kien_truc_Transformer\"><\/span>2.1 Ki\u1ebfn tr\u00fac Transformer<span class=\"ez-toc-section-end\"><\/span><\/h3><p>LLaMA \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng ki\u1ebfn tr\u00fac Transformer, m\u1ed9t b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 trong l\u0129nh v\u1ef1c <a href=\"https:\/\/vbee.vn\/blog\/ai\/xu-ly-ngon-ngu-tu-nhien-nlp\/\">x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/a>. Ki\u1ebfn tr\u00fac n\u00e0y s\u1eed d\u1ee5ng c\u01a1 ch\u1ebf t\u1ef1 ch\u00fa \u00fd (self-attention) cho ph\u00e9p m\u00f4 h\u00ecnh t\u1eadp trung v\u00e0o c\u00e1c v\u1ecb tr\u00ed kh\u00e1c nhau trong chu\u1ed7i d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o, \u0111\u1eb7c bi\u1ec7t ch\u00fa tr\u1ecdng \u0111\u1ebfn nh\u1eefng ph\u1ea7n quan tr\u1ecdng nh\u1ea5t c\u1ee7a v\u0103n b\u1ea3n.<\/p><p>Thay v\u00ec x\u1eed l\u00fd d\u1eef li\u1ec7u theo th\u1ee9 t\u1ef1 tu\u1ea7n t\u1ef1 nh\u01b0 c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef truy\u1ec1n th\u1ed1ng, LLaMA s\u1eed d\u1ee5ng c\u01a1 ch\u1ebf t\u1ef1 ch\u00fa \u00fd \u0111\u1ec3 xem x\u00e9t t\u1ea5t c\u1ea3 c\u00e1c t\u1eeb trong m\u1ed9t c\u00e2u c\u00f9ng m\u1ed9t l\u00fac. \u0110i\u1ec1u n\u00e0y gi\u00fap m\u00f4 h\u00ecnh hi\u1ec3u \u0111\u01b0\u1ee3c m\u1ed1i quan h\u1ec7 ph\u1ee9c t\u1ea1p gi\u1eefa c\u00e1c t\u1eeb trong v\u0103n b\u1ea3n, b\u1ea5t k\u1ec3 kho\u1ea3ng c\u00e1ch gi\u1eefa ch\u00fang.<\/p><p>Khi x\u1eed l\u00fd m\u1ed9t chu\u1ed7i v\u0103n b\u1ea3n, LLaMA t\u1ea1o ra c\u00e1c vector bi\u1ec3u di\u1ec5n cho m\u1ed7i t\u1eeb, sau \u0111\u00f3 s\u1eed d\u1ee5ng c\u00e1c vector n\u00e0y \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n t\u1eeb ti\u1ebfp theo d\u1ef1a tr\u00ean ng\u1eef c\u1ea3nh. Qu\u00e1 tr\u00ecnh n\u00e0y l\u1eb7p \u0111i l\u1eb7p l\u1ea1i, cho ph\u00e9p m\u00f4 h\u00ecnh t\u1ea1o ra v\u0103n b\u1ea3n m\u1ea1ch l\u1ea1c v\u00e0 c\u00f3 \u00fd ngh\u0129a.<\/p><figure id=\"attachment_27926\" aria-describedby=\"caption-attachment-27926\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-27926\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/kien-truc-transformer.webp\" alt=\"LLaMA \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng ki\u1ebfn tr\u00fac Transformer, m\u1ed9t b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 trong l\u0129nh v\u1ef1c x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/kien-truc-transformer.webp 768w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/kien-truc-transformer-300x200.webp 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-27926\" class=\"wp-caption-text\">LLaMA \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng ki\u1ebfn tr\u00fac Transformer, m\u1ed9t b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 trong l\u0129nh v\u1ef1c x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/figcaption><\/figure><h3><span class=\"ez-toc-section\" id=\"22_Huan_luyen_tren_bo_du_lieu_lon_da_dang\"><\/span>2.2 Hu\u1ea5n luy\u1ec7n tr\u00ean b\u1ed9 d\u1eef li\u1ec7u l\u1edbn \u0111a d\u1ea1ng<span class=\"ez-toc-section-end\"><\/span><\/h3><p>M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn LLaMA \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean m\u1ed9t b\u1ed9 d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 v\u00e0 \u0111a d\u1ea1ng, bao g\u1ed3m nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau. C\u00e1c ngu\u1ed3n n\u00e0y c\u00f3 th\u1ec3 t\u1eeb trang web, di\u1ec5n \u0111\u00e0n tr\u1ef1c tuy\u1ebfn, b\u00e0i b\u00e1o khoa h\u1ecdc, s\u00e1ch, t\u00e0i li\u1ec7u ph\u00e1p l\u00fd v\u00e0 nhi\u1ec1u lo\u1ea1i v\u0103n b\u1ea3n kh\u00e1c. S\u1ef1 \u0111a d\u1ea1ng n\u00e0y \u0111\u1ea3m b\u1ea3o r\u1eb1ng m\u00f4 h\u00ecnh ti\u1ebfp x\u00fac v\u1edbi nhi\u1ec1u phong c\u00e1ch vi\u1ebft, ch\u1ee7 \u0111\u1ec1 v\u00e0 ki\u1ebfn th\u1ee9c kh\u00e1c nhau.<\/p><p>Quy tr\u00ecnh hu\u1ea5n luy\u1ec7n bao g\u1ed3m vi\u1ec7c cho m\u00f4 h\u00ecnh \u0111\u1ecdc qua h\u00e0ng ngh\u00ecn t\u1ef7 token (\u0111\u01a1n v\u1ecb v\u0103n b\u1ea3n), gi\u00fap n\u00f3 h\u1ecdc c\u00e1ch hi\u1ec3u ng\u1eef c\u1ea3nh, ng\u1eef ph\u00e1p, v\u00e0 \u00fd ngh\u0129a c\u1ee7a ng\u00f4n ng\u1eef. Qu\u00e1 tr\u00ecnh n\u00e0y \u0111\u00f2i h\u1ecfi s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n kh\u1ed5ng l\u1ed3 v\u00e0 th\u1eddi gian d\u00e0i, nh\u01b0ng k\u1ebft qu\u1ea3 l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 &#8220;hi\u1ec3u&#8221; ng\u00f4n ng\u1eef \u1edf m\u1ee9c \u0111\u1ed9 s\u00e2u s\u1eafc.<\/p><h3><span class=\"ez-toc-section\" id=\"23_Kha_nang_du_doan_tu_tiep_theo_auto-regressive\"><\/span>2.3 Kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n t\u1eeb ti\u1ebfp theo (auto-regressive)<span class=\"ez-toc-section-end\"><\/span><\/h3><p>LLaMA ho\u1ea1t \u0111\u1ed9ng theo ph\u01b0\u01a1ng ph\u00e1p auto-regressive, c\u00f3 ngh\u0129a l\u00e0 n\u00f3 d\u1ef1 \u0111o\u00e1n t\u1eeb ti\u1ebfp theo d\u1ef1a tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c t\u1eeb \u0111\u00e3 xu\u1ea5t hi\u1ec7n tr\u01b0\u1edbc \u0111\u00f3. \u0110\u00e2y l\u00e0 nguy\u00ean l\u00fd c\u01a1 b\u1ea3n gi\u00fap m\u00f4 h\u00ecnh t\u1ea1o ra v\u0103n b\u1ea3n li\u00ean t\u1ee5c v\u00e0 c\u00f3 \u00fd ngh\u0129a. M\u1ed7i khi m\u1ed9t t\u1eeb m\u1edbi \u0111\u01b0\u1ee3c t\u1ea1o ra, n\u00f3 ngay l\u1eadp t\u1ee9c tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n c\u1ee7a ng\u1eef c\u1ea3nh \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n t\u1eeb ti\u1ebfp theo.<\/p><p>Khi \u0111\u01b0\u1ee3c cung c\u1ea5p m\u1ed9t \u0111o\u1ea1n v\u0103n b\u1ea3n l\u00e0m \u0111\u1ea7u v\u00e0o (th\u01b0\u1eddng \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 prompt), LLaMA s\u1ebd ph\u00e2n t\u00edch ng\u1eef c\u1ea3nh, hi\u1ec3u \u00fd ngh\u0129a v\u00e0 d\u1ef1 \u0111o\u00e1n c\u00e1c t\u1eeb ti\u1ebfp theo ph\u00f9 h\u1ee3p nh\u1ea5t. Qu\u00e1 tr\u00ecnh n\u00e0y di\u1ec5n ra h\u00e0ng ngh\u00ecn l\u1ea7n trong m\u1ed9t gi\u00e2y, cho ph\u00e9p m\u00f4 h\u00ecnh t\u1ea1o ra c\u00e2u tr\u1ea3 l\u1eddi li\u00ean t\u1ee5c v\u00e0 t\u1ef1 nhi\u00ean.<\/p><h3><span class=\"ez-toc-section\" id=\"24_Ho_tro_da_ngon_ngu\"><\/span>2.4 H\u1ed7 tr\u1ee3 \u0111a ng\u00f4n ng\u1eef<span class=\"ez-toc-section-end\"><\/span><\/h3><p>LLaMA c\u00f3 kh\u1ea3 n\u0103ng h\u1ed7 tr\u1ee3 \u0111a ng\u00f4n ng\u1eef, m\u1ed9t \u0111\u1eb7c \u0111i\u1ec3m quan tr\u1ecdng trong th\u1eddi \u0111\u1ea1i to\u00e0n c\u1ea7u h\u00f3a. M\u1eb7c d\u00f9 ban \u0111\u1ea7u t\u1eadp trung v\u00e0o ti\u1ebfng Anh, LLaMA \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ng\u00f4n ng\u1eef kh\u00e1c nhau nh\u01b0: ti\u1ebfng Anh, \u0110\u1ee9c, Ph\u00e1p, T\u00e2y Ban Nha, Nga, \u00dd,\u2026 cho ph\u00e9p n\u00f3 hi\u1ec3u v\u00e0 t\u1ea1o ra n\u1ed9i dung b\u1eb1ng nhi\u1ec1u ng\u00f4n ng\u1eef.<\/p><figure id=\"attachment_27925\" aria-describedby=\"caption-attachment-27925\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-27925\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/ho-tro-da-ngon-ngu.webp\" alt=\"LLaMA c\u00f3 kh\u1ea3 n\u0103ng h\u1ed7 tr\u1ee3 \u0111a ng\u00f4n ng\u1eef, m\u1ed9t \u0111\u1eb7c \u0111i\u1ec3m quan tr\u1ecdng trong th\u1eddi \u0111\u1ea1i to\u00e0n c\u1ea7u h\u00f3a.\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/ho-tro-da-ngon-ngu.webp 768w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/ho-tro-da-ngon-ngu-300x200.webp 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-27925\" class=\"wp-caption-text\">LLaMA c\u00f3 kh\u1ea3 n\u0103ng h\u1ed7 tr\u1ee3 \u0111a ng\u00f4n ng\u1eef, m\u1ed9t \u0111\u1eb7c \u0111i\u1ec3m quan tr\u1ecdng trong th\u1eddi \u0111\u1ea1i to\u00e0n c\u1ea7u h\u00f3a.<\/figcaption><\/figure><h2><span class=\"ez-toc-section\" id=\"3_Cac_phien_ban_va_quy_mo_cua_LLaMA\"><\/span>3. C\u00e1c phi\u00ean b\u1ea3n v\u00e0 quy m\u00f4 c\u1ee7a LLaMA<span class=\"ez-toc-section-end\"><\/span><\/h2><h3><span class=\"ez-toc-section\" id=\"31_LLaMA_1_Tu_7_den_65_ty_tham_so\"><\/span>3.1 LLaMA 1: T\u1eeb 7 \u0111\u1ebfn 65 t\u1ef7 tham s\u1ed1<span class=\"ez-toc-section-end\"><\/span><\/h3><p>LLaMA phi\u00ean b\u1ea3n \u0111\u1ea7u ti\u00ean \u0111\u01b0\u1ee3c Meta gi\u1edbi thi\u1ec7u v\u1edbi b\u1ed1n k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh kh\u00e1c nhau: 7 t\u1ef7, 13 t\u1ef7, 33 t\u1ef7 v\u00e0 65 t\u1ef7 tham s\u1ed1. M\u1ed7i k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh \u0111\u1ec1u c\u00f3 \u0111i\u1ec3m m\u1ea1nh v\u00e0 y\u1ebfu ri\u00eang, ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng kh\u00e1c nhau d\u1ef1a tr\u00ean y\u00eau c\u1ea7u v\u1ec1 hi\u1ec7u su\u1ea5t v\u00e0 t\u00e0i nguy\u00ean.<\/p><p>M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn LLaMA phi\u00ean b\u1ea3n nh\u1ecf nh\u1ea5t (7B) \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 c\u00f3 th\u1ec3 ch\u1ea1y tr\u00ean c\u00e1c thi\u1ebft b\u1ecb c\u00f3 t\u00e0i nguy\u00ean h\u1ea1n ch\u1ebf, nh\u01b0 m\u00e1y t\u00ednh c\u00e1 nh\u00e2n ho\u1eb7c th\u1eadm ch\u00ed l\u00e0 thi\u1ebft b\u1ecb di \u0111\u1ed9ng m\u1ea1nh. Trong khi \u0111\u00f3, phi\u00ean b\u1ea3n l\u1edbn nh\u1ea5t (65B) mang l\u1ea1i hi\u1ec7u su\u1ea5t cao nh\u1ea5t, c\u1ea1nh tranh v\u1edbi c\u00e1c m\u00f4 h\u00ecnh h\u00e0ng \u0111\u1ea7u kh\u00e1c, nh\u01b0ng \u0111\u00f2i h\u1ecfi ph\u1ea7n c\u1ee9ng m\u1ea1nh m\u1ebd h\u01a1n.<\/p><p>\u0110i\u1ec3m \u0111\u00e1ng ch\u00fa \u00fd c\u1ee7a LLaMA 1 l\u00e0 kh\u1ea3 n\u0103ng \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t \u1ea5n t\u01b0\u1ee3ng v\u1edbi s\u1ed1 l\u01b0\u1ee3ng tham s\u1ed1 th\u1ea5p h\u01a1n so v\u1edbi c\u00e1c \u0111\u1ed1i th\u1ee7. V\u00ed d\u1ee5, LLaMA 13B c\u00f3 th\u1ec3 v\u01b0\u1ee3t tr\u1ed9i h\u01a1n m\u1ed9t s\u1ed1 m\u00f4 h\u00ecnh c\u00f3 k\u00edch th\u01b0\u1edbc l\u1edbn h\u01a1n trong nhi\u1ec1u nhi\u1ec7m v\u1ee5. \u0110i\u1ec1u n\u00e0y th\u1ec3 hi\u1ec7n s\u1ef1 hi\u1ec7u qu\u1ea3 trong ki\u1ebfn tr\u00fac v\u00e0 quy tr\u00ecnh hu\u1ea5n luy\u1ec7n c\u1ee7a m\u00f4 h\u00ecnh.<\/p><h3><span class=\"ez-toc-section\" id=\"32_Su_ra_mat_cua_LLaMA_2\"><\/span>3.2 S\u1ef1 ra m\u1eaft c\u1ee7a LLaMA 2<span class=\"ez-toc-section-end\"><\/span><\/h3><p>LLaMA 2 \u0111\u01b0\u1ee3c Meta c\u00f4ng b\u1ed1 v\u00e0o gi\u1eefa n\u0103m 2023, \u0111\u00e1nh d\u1ea5u m\u1ed9t b\u01b0\u1edbc ti\u1ebfn l\u1edbn so v\u1edbi phi\u00ean b\u1ea3n \u0111\u1ea7u ti\u00ean. Phi\u00ean b\u1ea3n n\u00e0y \u0111\u00e3 \u0111\u01b0\u1ee3c c\u1ea3i ti\u1ebfn \u0111\u00e1ng k\u1ec3 v\u1ec1 c\u1ea3 hi\u1ec7u su\u1ea5t v\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd ng\u00f4n ng\u1eef, \u0111\u1ed3ng th\u1eddi \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i v\u1edbi gi\u1ea5y ph\u00e9p th\u01b0\u01a1ng m\u1ea1i m\u1edf, cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh trong c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf.<\/p><p>LLaMA Meta AI phi\u00ean b\u1ea3n 2 c\u00f3 ba k\u00edch th\u01b0\u1edbc ch\u00ednh: 7 t\u1ef7, 13 t\u1ef7 v\u00e0 70 t\u1ef7 tham s\u1ed1. Ngo\u00e0i ra, Meta c\u0169ng gi\u1edbi thi\u1ec7u c\u00e1c phi\u00ean b\u1ea3n &#8220;chat&#8221; \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a \u0111\u1eb7c bi\u1ec7t cho c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u1ed1i tho\u1ea1i, \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n v\u1edbi k\u1ef9 thu\u1eadt h\u1ecdc t\u0103ng c\u01b0\u1eddng t\u1eeb ph\u1ea3n h\u1ed3i c\u1ee7a con ng\u01b0\u1eddi (RLHF).<\/p><p>M\u1ed9t trong nh\u1eefng c\u1ea3i ti\u1ebfn quan tr\u1ecdng trong LLaMA 2 l\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd ng\u1eef c\u1ea3nh d\u00e0i h\u01a1n, cho ph\u00e9p m\u00f4 h\u00ecnh duy tr\u00ec s\u1ef1 nh\u1ea5t qu\u00e1n trong c\u00e1c cu\u1ed9c tr\u00f2 chuy\u1ec7n ho\u1eb7c v\u0103n b\u1ea3n d\u00e0i. Phi\u00ean b\u1ea3n n\u00e0y c\u0169ng c\u00f3 kh\u1ea3 n\u0103ng gi\u1ea3m thi\u1ec3u tr\u1ea3 l\u1eddi \u0111\u1ed9c h\u1ea1i ho\u1eb7c kh\u00f4ng ph\u00f9 h\u1ee3p, l\u00e0m cho n\u00f3 an to\u00e0n h\u01a1n cho c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf.<\/p><figure id=\"attachment_27921\" aria-describedby=\"caption-attachment-27921\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-27921\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/su-ra-mat-cua-LLaMA-2.webp\" alt=\"LLaMA 2 \u0111\u01b0\u1ee3c Meta c\u00f4ng b\u1ed1 v\u00e0o gi\u1eefa n\u0103m 2023, \u0111\u00e1nh d\u1ea5u m\u1ed9t b\u01b0\u1edbc ti\u1ebfn l\u1edbn so v\u1edbi phi\u00ean b\u1ea3n \u0111\u1ea7u ti\u00ean.\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/su-ra-mat-cua-LLaMA-2.webp 768w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/su-ra-mat-cua-LLaMA-2-300x200.webp 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-27921\" class=\"wp-caption-text\">LLaMA 2 \u0111\u01b0\u1ee3c Meta c\u00f4ng b\u1ed1 v\u00e0o gi\u1eefa n\u0103m 2023, \u0111\u00e1nh d\u1ea5u m\u1ed9t b\u01b0\u1edbc ti\u1ebfn l\u1edbn so v\u1edbi phi\u00ean b\u1ea3n \u0111\u1ea7u ti\u00ean.<\/figcaption><\/figure><h3><span class=\"ez-toc-section\" id=\"33_Tiem_nang_cua_LLaMA_3_Tu_8_ty_den_70_ty_tham_so\"><\/span>3.3 Ti\u1ec1m n\u0103ng c\u1ee7a LLaMA 3: T\u1eeb 8 t\u1ef7 \u0111\u1ebfn 70 t\u1ef7 tham s\u1ed1<span class=\"ez-toc-section-end\"><\/span><\/h3><p>LLaMA 3 l\u00e0 phi\u00ean b\u1ea3n m\u1edbi nh\u1ea5t \u0111\u01b0\u1ee3c Meta ph\u00e1t tri\u1ec3n, h\u1ee9a h\u1eb9n mang l\u1ea1i nh\u1eefng c\u1ea3i ti\u1ebfn \u0111\u00e1ng k\u1ec3 v\u1ec1 hi\u1ec7u su\u1ea5t v\u00e0 kh\u1ea3 n\u0103ng. D\u1ef1 ki\u1ebfn LLaMA 3 s\u1ebd c\u00f3 c\u00e1c phi\u00ean b\u1ea3n t\u1eeb 8 t\u1ef7 \u0111\u1ebfn 70 t\u1ef7 tham s\u1ed1, ti\u1ebfp t\u1ee5c truy\u1ec1n th\u1ed1ng cung c\u1ea5p nhi\u1ec1u k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c nhu c\u1ea7u v\u00e0 r\u00e0ng bu\u1ed9c t\u00e0i nguy\u00ean kh\u00e1c nhau.<\/p><p>Large Language Model Meta phi\u00ean b\u1ea3n m\u1edbi nh\u1ea5t \u0111\u01b0\u1ee3c k\u1ef3 v\u1ecdng s\u1ebd c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 kh\u1ea3 n\u0103ng hi\u1ec3u ng\u1eef c\u1ea3nh, t\u1ea1o n\u1ed9i dung ch\u1ea5t l\u01b0\u1ee3ng cao, v\u00e0 x\u1eed l\u00fd c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p. Ngo\u00e0i ra, LLaMA 3 c\u0169ng d\u1ef1 ki\u1ebfn s\u1ebd c\u00f3 kh\u1ea3 n\u0103ng \u0111a ph\u01b0\u01a1ng th\u1ee9c t\u1ed1t h\u01a1n, c\u00f3 th\u1ec3 hi\u1ec3u v\u00e0 t\u1ea1o ra n\u1ed9i dung k\u1ebft h\u1ee3p v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, v\u00e0 c\u00f3 th\u1ec3 l\u00e0 \u00e2m thanh.<\/p><p>V\u1edbi LLaMA 3, Meta \u0111\u1eb7t m\u1ee5c ti\u00eau kh\u00f4ng ch\u1ec9 c\u1ea1nh tranh v\u1edbi c\u00e1c m\u00f4 h\u00ecnh h\u00e0ng \u0111\u1ea7u nh\u01b0 GPT-4 c\u1ee7a <a href=\"https:\/\/vbee.vn\/blog\/openai\/\">OpenAI<\/a> v\u00e0 <a href=\"https:\/\/vbee.vn\/blog\/google\/gemini\/\">Gemini c\u1ee7a Google<\/a>, m\u00e0 c\u00f2n ti\u1ebfp t\u1ee5c th\u00fac \u0111\u1ea9y AI m\u1edf b\u1eb1ng c\u00e1ch cung c\u1ea5p m\u1ed9t m\u00f4 h\u00ecnh m\u1ea1nh m\u1ebd m\u00e0 c\u1ed9ng \u0111\u1ed3ng nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng, \u0111i\u1ec1u ch\u1ec9nh v\u00e0 c\u1ea3i ti\u1ebfn.<\/p><h3><span class=\"ez-toc-section\" id=\"34_LLaMA_4_Kien_truc_MoE_va_kha_nang_da_phuong_thuc\"><\/span>3.4 LLaMA 4: Ki\u1ebfn tr\u00fac MoE v\u00e0 kh\u1ea3 n\u0103ng \u0111a ph\u01b0\u01a1ng th\u1ee9c<span class=\"ez-toc-section-end\"><\/span><\/h3><p>LLaMA 4 \u0111\u01b0\u1ee3c Meta gi\u1edbi thi\u1ec7u v\u00e0o n\u0103m 2025, \u0111\u00e1nh d\u1ea5u s\u1ef1 chuy\u1ec3n \u0111\u1ed5i sang ki\u1ebfn tr\u00fac Chuy\u00ean gia H\u1ed7n h\u1ee3p (MoE) nh\u1eb1m t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t v\u00e0 hi\u1ec7u qu\u1ea3 t\u00ednh to\u00e1n. Phi\u00ean b\u1ea3n n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 tr\u1edf th\u00e0nh m\u00f4 h\u00ecnh \u0110a ph\u01b0\u01a1ng th\u1ee9c B\u1ea9m sinh (Natively Multimodal), c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd \u0111\u1ed3ng th\u1eddi v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh v\u00e0 (trong m\u1ed9t s\u1ed1 phi\u00ean b\u1ea3n) \u00e2m thanh, c\u1ea1nh tranh tr\u1ef1c ti\u1ebfp v\u1edbi c\u00e1c m\u00f4 h\u00ecnh h\u00e0ng \u0111\u1ea7u th\u1ecb tr\u01b0\u1eddng.<\/p><p>LLaMA 4 c\u00f3 hai phi\u00ean b\u1ea3n \u0111\u00e3 ph\u00e1t h\u00e0nh v\u1edbi ki\u1ebfn tr\u00fac MoE: Scout (109 t\u1ef7 tham s\u1ed1 t\u1ed5ng, 17 t\u1ef7 k\u00edch ho\u1ea1t) v\u00e0 Maverick (400 t\u1ef7 tham s\u1ed1 t\u1ed5ng, 17 t\u1ef7 k\u00edch ho\u1ea1t). S\u1ef1 \u0111\u1ed9t ph\u00e1 n\u00e0y cho ph\u00e9p m\u00f4 h\u00ecnh \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t m\u1ea1nh m\u1ebd v\u1edbi chi ph\u00ed suy lu\u1eadn th\u1ea5p h\u01a1n.<\/p><p>M\u1ed9t \u0111i\u1ec3m n\u1ed5i b\u1eadt kh\u00e1c l\u00e0 kh\u1ea3 n\u0103ng h\u1ed7 tr\u1ee3 ng\u1eef c\u1ea3nh c\u1ef1c d\u00e0i, \u0111\u1eb7c bi\u1ec7t l\u00e0 LLaMA 4 Scout v\u1edbi c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh l\u00ean t\u1edbi 10 tri\u1ec7u token, m\u1edf ra kh\u1ea3 n\u0103ng x\u1eed l\u00fd v\u00e0 t\u1ed5ng h\u1ee3p c\u00e1c t\u1eadp <a href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/\">d\u1eef li\u1ec7u l\u1edbn<\/a>. LLaMA 4 c\u0169ng \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 v\u1ec1 kh\u1ea3 n\u0103ng x\u1eed l\u00fd \u0111a ng\u00f4n ng\u1eef v\u00e0 ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c cung c\u1ea5p d\u01b0\u1edbi d\u1ea1ng m\u00e3 ngu\u1ed3n m\u1edf (open-weight), c\u1ee7ng c\u1ed1 cam k\u1ebft c\u1ee7a Meta \u0111\u1ed1i v\u1edbi AI m\u1edf.<\/p><figure id=\"attachment_27927\" aria-describedby=\"caption-attachment-27927\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-27927\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/LLamA-4-kien-truc-MoE-kha-nang-da-phuong-thuc.webp\" alt=\"LLaMA 4 \u0111\u01b0\u1ee3c Meta gi\u1edbi thi\u1ec7u v\u00e0o n\u0103m 2025, \u0111\u00e1nh d\u1ea5u s\u1ef1 chuy\u1ec3n \u0111\u1ed5i sang ki\u1ebfn tr\u00fac Chuy\u00ean gia H\u1ed7n h\u1ee3p (MoE).\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/LLamA-4-kien-truc-MoE-kha-nang-da-phuong-thuc.webp 768w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/LLamA-4-kien-truc-MoE-kha-nang-da-phuong-thuc-300x200.webp 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-27927\" class=\"wp-caption-text\">LLaMA 4 \u0111\u01b0\u1ee3c Meta gi\u1edbi thi\u1ec7u v\u00e0o n\u0103m 2025, \u0111\u00e1nh d\u1ea5u s\u1ef1 chuy\u1ec3n \u0111\u1ed5i sang ki\u1ebfn tr\u00fac Chuy\u00ean gia H\u1ed7n h\u1ee3p (MoE).<\/figcaption><\/figure><h2><span class=\"ez-toc-section\" id=\"4_Nhung_diem_noi_bat_va_thach_thuc\"><\/span>4. Nh\u1eefng \u0111i\u1ec3m n\u1ed5i b\u1eadt v\u00e0 th\u00e1ch th\u1ee9c<span class=\"ez-toc-section-end\"><\/span><\/h2><h3><span class=\"ez-toc-section\" id=\"41_Nhung_diem_noi_bat\"><\/span>4.1 Nh\u1eefng \u0111i\u1ec3m n\u1ed5i b\u1eadt<span class=\"ez-toc-section-end\"><\/span><\/h3><ul><li>Tri\u1ebft l\u00fd m\u1edf v\u00e0 minh b\u1ea1ch c\u1ee7a LLaMA: Meta ph\u00e1t h\u00e0nh LLaMA theo h\u01b0\u1edbng m\u1edf, cho ph\u00e9p c\u1ed9ng \u0111\u1ed3ng nghi\u00ean c\u1ee9u truy c\u1eadp, ki\u1ec3m tra, t\u00f9y ch\u1ec9nh v\u00e0 c\u1ea3i ti\u1ebfn m\u00f4 h\u00ecnh. \u0110i\u1ec1u n\u00e0y t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho vi\u1ec7c th\u1eed nghi\u1ec7m v\u00e0 \u0111\u1ed5i m\u1edbi m\u00e0 c\u00e1c m\u00f4 h\u00ecnh \u0111\u1ed9c quy\u1ec1n th\u01b0\u1eddng kh\u00f4ng cho ph\u00e9p, gi\u00fap LLaMA nhanh ch\u00f3ng lan r\u1ed9ng trong gi\u1edbi nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n AI.<\/li><li>T\u1ed1i \u01b0u t\u00e0i nguy\u00ean, d\u1ec5 ch\u1ea1y tr\u00ean ph\u1ea7n c\u1ee9ng ph\u1ed5 th\u00f4ng: C\u00e1c phi\u00ean b\u1ea3n LLaMA \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf hi\u1ec7u qu\u1ea3 h\u01a1n nhi\u1ec1u m\u00f4 h\u00ecnh c\u00f9ng hi\u1ec7u su\u1ea5t. V\u00ed d\u1ee5, LLaMA 13B ch\u1ea1y \u0111\u01b0\u1ee3c tr\u00ean m\u1ed9t GPU ti\u00eau chu\u1ea9n, trong khi c\u00e1c m\u00f4 h\u00ecnh t\u01b0\u01a1ng \u0111\u01b0\u01a1ng y\u00eau c\u1ea7u h\u1ec7 th\u1ed1ng nhi\u1ec1u GPU m\u1ea1nh. \u0110i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3m r\u00e0o c\u1ea3n k\u1ef9 thu\u1eadt, gi\u00fap nhi\u1ec1u nh\u00f3m nh\u1ecf ho\u1eb7c c\u00e1 nh\u00e2n v\u1eabn c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn m\u00f4 h\u00ecnh m\u1ea1nh m\u00e0 kh\u00f4ng c\u1ea7n h\u1ea1 t\u1ea7ng \u0111\u1eaft \u0111\u1ecf.<\/li><li>Gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh v\u00e0 ti\u1ebft ki\u1ec7m n\u0103ng l\u01b0\u1ee3ng: Nh\u1edd t\u1ed1i \u01b0u h\u00f3a c\u1ea5u tr\u00fac m\u00f4 h\u00ecnh, LLaMA y\u00eau c\u1ea7u \u00edt t\u00e0i nguy\u00ean t\u00ednh to\u00e1n h\u01a1n, t\u1eeb \u0111\u00f3 gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh khi tri\u1ec3n khai th\u1ef1c t\u1ebf.<\/li><li>\u0110\u01b0\u1ee3c c\u1ed9ng \u0111\u1ed3ng AI \u0111\u00f3n nh\u1eadn v\u00e0 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd: LLaMA nhanh ch\u00f3ng tr\u1edf th\u00e0nh n\u1ec1n t\u1ea3ng trung t\u00e2m cho r\u1ea5t nhi\u1ec1u d\u1ef1 \u00e1n ngu\u1ed3n m\u1edf. Nh\u1edd t\u00ednh linh ho\u1ea1t, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u d\u1ec5 d\u00e0ng th\u1eed nghi\u1ec7m c\u00e1c \u00fd t\u01b0\u1edfng m\u1edbi v\u00e0 chia s\u1ebb k\u1ebft qu\u1ea3, t\u1ea1o n\u00ean h\u1ec7 sinh th\u00e1i phong ph\u00fa xung quanh LLaMA.<\/li><li>H\u1ed7 tr\u1ee3 fine-tuning m\u1ea1nh m\u1ebd cho c\u00e1c l\u0129nh v\u1ef1c chuy\u00ean bi\u1ec7t: LLaMA r\u1ea5t ph\u00f9 h\u1ee3p \u0111\u1ec3 tinh ch\u1ec9nh (fine-tune) tr\u00ean c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111\u1eb7c th\u00f9 nh\u01b0 y khoa, ph\u00e1p l\u00fd ho\u1eb7c t\u00e0i ch\u00ednh. \u0110i\u1ec1u n\u00e0y gi\u00fap x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh AI chuy\u00ean ng\u00e0nh c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 ph\u00f9 h\u1ee3p cao h\u01a1n m\u00e0 kh\u00f4ng c\u1ea7n hu\u1ea5n luy\u1ec7n l\u1ea1i t\u1eeb \u0111\u1ea7u.<\/li><li>T\u01b0\u01a1ng th\u00edch r\u1ed9ng v\u1edbi c\u00e1c th\u01b0 vi\u1ec7n v\u00e0 c\u00f4ng c\u1ee5 NLP hi\u1ec7n c\u00f3: LLaMA ho\u1ea1t \u0111\u1ed9ng t\u1ed1t v\u1edbi nhi\u1ec1u h\u1ec7 sinh th\u00e1i AI nh\u01b0 PyTorch, Hugging Face. Kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p thu\u1eadn ti\u1ec7n n\u00e0y gi\u00fap r\u00fat ng\u1eafn th\u1eddi gian tri\u1ec3n khai v\u00e0 gi\u00fap c\u00e1c <a href=\"https:\/\/vbee.vn\/blog\/doi-ngu\/\">\u0111\u1ed9i ng\u0169<\/a> k\u1ef9 thu\u1eadt d\u1ec5 d\u00e0ng \u0111\u01b0a m\u00f4 h\u00ecnh v\u00e0o \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf.<\/li><\/ul><figure id=\"attachment_27920\" aria-describedby=\"caption-attachment-27920\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-27920\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/nhung-diem-noi-bat.webp\" alt=\"Gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh v\u00e0 ti\u1ebft ki\u1ec7m n\u0103ng l\u01b0\u1ee3ng.\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/nhung-diem-noi-bat.webp 768w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/nhung-diem-noi-bat-300x200.webp 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-27920\" class=\"wp-caption-text\">Gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh v\u00e0 ti\u1ebft ki\u1ec7m n\u0103ng l\u01b0\u1ee3ng.<\/figcaption><\/figure><h3><span class=\"ez-toc-section\" id=\"43_Thach_thuc_cua_LLaMA\"><\/span>4.3 Th\u00e1ch th\u1ee9c c\u1ee7a LLaMA<span class=\"ez-toc-section-end\"><\/span><\/h3><p>M\u1eb7c d\u00f9 c\u00f3 nhi\u1ec1u \u01b0u \u0111i\u1ec3m, LLaMA v\u1eabn ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi nh\u1eefng <a href=\"https:\/\/vbee.vn\/blog\/chuyen-van-ban-thanh-giong-noi\/thach-thuc-han-che\/\">th\u00e1ch th\u1ee9c<\/a> \u0111\u00e1ng k\u1ec3. M\u1ed9t v\u1ea5n \u0111\u1ec1 quan tr\u1ecdng l\u00e0 s\u1ef1 thi\u00ean l\u1ec7ch ti\u1ec1m \u1ea9n trong d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n. M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn LLaMA, gi\u1ed1ng nh\u01b0 t\u1ea5t c\u1ea3 c\u00e1c LLM, h\u1ecdc t\u1eeb d\u1eef li\u1ec7u internet v\u00e0 v\u0103n b\u1ea3n con ng\u01b0\u1eddi t\u1ea1o ra, c\u00f3 th\u1ec3 k\u1ebf th\u1eeba v\u00e0 th\u1eadm ch\u00ed khu\u1ebfch \u0111\u1ea1i c\u00e1c th\u00e0nh ki\u1ebfn v\u00e0 \u0111\u1ecbnh ki\u1ebfn hi\u1ec7n c\u00f3 trong c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u n\u00e0y.<\/p><p>M\u1eb7c d\u00f9 LLaMA \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 h\u01a1n so v\u1edbi c\u00e1c \u0111\u1ed1i th\u1ee7 c\u1ea1nh tranh, c\u00e1c phi\u00ean b\u1ea3n l\u1edbn h\u01a1n c\u1ee7a m\u00f4 h\u00ecnh v\u1eabn y\u00eau c\u1ea7u t\u00e0i nguy\u00ean t\u00ednh to\u00e1n \u0111\u00e1ng k\u1ec3. M\u00f4 h\u00ecnh 65B ho\u1eb7c 70B \u0111\u00f2i h\u1ecfi thi\u1ebft b\u1ecb ph\u1ea7n c\u1ee9ng m\u1ea1nh m\u1ebd v\u00e0 ti\u00eau th\u1ee5 nhi\u1ec1u n\u0103ng l\u01b0\u1ee3ng, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong giai \u0111o\u1ea1n hu\u1ea5n luy\u1ec7n.<\/p><p>M\u1ed9t th\u00e1ch th\u1ee9c kh\u00e1c l\u00e0 qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh n\u00e0y v\u00f4 c\u00f9ng t\u1ed1n k\u00e9m v\u1ec1 m\u1eb7t t\u00ednh to\u00e1n v\u00e0 t\u00e0i ch\u00ednh. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 gi\u1edbi h\u1ea1n kh\u1ea3 n\u0103ng c\u1ea1nh tranh trong l\u0129nh v\u1ef1c n\u00e0y \u0111\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c nh\u1ecf h\u01a1n ho\u1eb7c c\u00e1c nh\u00f3m nghi\u00ean c\u1ee9u c\u00f3 ng\u00e2n s\u00e1ch h\u1ea1n ch\u1ebf.<\/p><h2><span class=\"ez-toc-section\" id=\"5_Ung_dung_thuc_tien_cua_LLaMA\"><\/span>5. \u1ee8ng d\u1ee5ng th\u1ef1c ti\u1ec5n c\u1ee7a LLaMA<span class=\"ez-toc-section-end\"><\/span><\/h2><ul><li>T\u1ea1o n\u1ed9i dung v\u00e0 h\u1ed7 tr\u1ee3 <a href=\"https:\/\/vbee.vn\/blog\/chia-se\/chatbot-la-gi\/\">chatbot<\/a>: LLaMA \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i \u0111\u1ec3 x\u00e2y d\u1ef1ng chatbot v\u00e0 <a href=\"https:\/\/vbee.vn\/blog\/chia-se\/tro-ly-ao-la-gi\/\">tr\u1ee3 l\u00fd \u1ea3o<\/a> nh\u1edd kh\u1ea3 n\u0103ng hi\u1ec3u ng\u1eef c\u1ea3nh v\u00e0 t\u1ea1o v\u0103n b\u1ea3n t\u1ef1 nhi\u00ean. Nhi\u1ec1u doanh nghi\u1ec7p \u1ee9ng d\u1ee5ng m\u00f4 h\u00ecnh n\u00e0y \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a <a href=\"https:\/\/vbee.vn\/blog\/usecase\/ai-trong-cham-soc-khach-hang\/\">ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng<\/a>, gi\u00fap chatbot tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi, x\u1eed l\u00fd v\u1ea5n \u0111\u1ec1 v\u00e0 h\u01b0\u1edbng d\u1eabn ng\u01b0\u1eddi d\u00f9ng 24\/7. C\u00e1c phi\u00ean b\u1ea3n m\u1edbi nh\u01b0 LLaMA 3 c\u00f2n m\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng t\u1ea1o n\u1ed9i dung ch\u1ea5t l\u01b0\u1ee3ng cao nh\u01b0 b\u00e0i vi\u1ebft, b\u00e1o c\u00e1o, k\u1ecbch b\u1ea3n ho\u1eb7c th\u1eadm ch\u00ed m\u00e3 l\u1eadp tr\u00ecnh, gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 t\u0103ng n\u0103ng su\u1ea5t trong nhi\u1ec1u l\u0129nh v\u1ef1c.<\/li><li>Ph\u00e2n t\u00edch ng\u00f4n ng\u1eef: LLaMA c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch v\u0103n b\u1ea3n, tr\u00edch xu\u1ea5t th\u00f4ng tin, t\u00f3m t\u1eaft n\u1ed9i dung v\u00e0 nh\u1eadn di\u1ec7n c\u1ea3m x\u00fac, gi\u00fap x\u1eed l\u00fd d\u1eef li\u1ec7u ng\u00f4n ng\u1eef nhanh v\u00e0 ch\u00ednh x\u00e1c.<\/li><li>D\u1ecbch thu\u1eadt \u0111a ng\u00f4n ng\u1eef: Trong d\u1ecbch thu\u1eadt, m\u00f4 h\u00ecnh h\u1ed7 tr\u1ee3 nhi\u1ec1u ng\u00f4n ng\u1eef v\u00e0 li\u00ean t\u1ee5c \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n, tr\u1edf n\u00ean h\u1eefu \u00edch cho c\u00e1c nhu c\u1ea7u giao ti\u1ebfp \u0111a ng\u00f4n ng\u1eef. \u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf bao g\u1ed3m ph\u00e2n t\u00edch ph\u1ea3n h\u1ed3i kh\u00e1ch h\u00e0ng, d\u1ecbch t\u00e0i li\u1ec7u v\u00e0 website, c\u0169ng nh\u01b0 t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh x\u1eed l\u00fd v\u0103n b\u1ea3n trong c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 nhi\u1ec1u ng\u00f4n ng\u1eef l\u00e0m vi\u1ec7c.<\/li><\/ul><figure id=\"attachment_27923\" aria-describedby=\"caption-attachment-27923\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-27923\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/ung-dung-thuc-tien-cua-LLaMA.webp\" alt=\"Trong d\u1ecbch thu\u1eadt, m\u00f4 h\u00ecnh h\u1ed7 tr\u1ee3 nhi\u1ec1u ng\u00f4n ng\u1eef v\u00e0 li\u00ean t\u1ee5c \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n.\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/ung-dung-thuc-tien-cua-LLaMA.webp 768w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/ung-dung-thuc-tien-cua-LLaMA-300x200.webp 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-27923\" class=\"wp-caption-text\">Trong d\u1ecbch thu\u1eadt, m\u00f4 h\u00ecnh h\u1ed7 tr\u1ee3 nhi\u1ec1u ng\u00f4n ng\u1eef v\u00e0 li\u00ean t\u1ee5c \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n.<\/figcaption><\/figure><h2><span class=\"ez-toc-section\" id=\"6_Vi_the_va_tuong_lai_cua_LLaMA\"><\/span>6. V\u1ecb th\u1ebf v\u00e0 t\u01b0\u01a1ng lai c\u1ee7a LLaMA<span class=\"ez-toc-section-end\"><\/span><\/h2><h3><span class=\"ez-toc-section\" id=\"61_So_sanh_voi_cac_mo_hinh_khac_nhu_GPT-4_va_Claude\"><\/span>6.1 So s\u00e1nh v\u1edbi c\u00e1c m\u00f4 h\u00ecnh kh\u00e1c nh\u01b0 GPT-4 v\u00e0 Claude<span class=\"ez-toc-section-end\"><\/span><\/h3><table style=\"border-collapse: collapse; width: 100%; height: 147px;\">\n<tbody>\n<tr style=\"height: 21px;\">\n<td style=\"width: 17.6141%; height: 21px; text-align: center;\"><strong>Ti\u00eau ch\u00ed<\/strong><\/td>\n<td style=\"width: 28.0412%; height: 21px; text-align: center;\"><strong>LLaMA<\/strong><\/td>\n<td style=\"width: 29.3447%; height: 21px; text-align: center;\"><strong>GPT-4 (OpenAI<\/strong><\/td>\n<td style=\"width: 25%; height: 21px; text-align: center;\"><strong>Claude (Anthropic)<\/strong><\/td>\n<\/tr>\n<tr style=\"height: 21px;\">\n<td style=\"width: 17.6141%; height: 21px;\"><strong>Hi\u1ec7u su\u1ea5t<\/strong><\/td>\n<td style=\"width: 28.0412%; height: 21px;\">C\u1ea1nh tranh v\u1edbi c\u00e1c m\u00f4 h\u00ecnh h\u00e0ng \u0111\u1ea7u, hi\u1ec7u su\u1ea5t t\u1ed1t trong nhi\u1ec1u nhi\u1ec7m v\u1ee5, nh\u01b0ng GPT-4 th\u01b0\u1eddng v\u01b0\u1ee3t tr\u1ed9i trong c\u00e1c b\u00e0i ki\u1ec3m tra ph\u1ee9c t\u1ea1p nh\u1ea5t.<\/td>\n<td style=\"width: 29.3447%; height: 21px;\">D\u1eabn \u0111\u1ea7u trong c\u00e1c b\u00e0i ki\u1ec3m tra ph\u1ee9c t\u1ea1p, t\u1ed1i \u01b0u cho nhi\u1ec1u t\u00e1c v\u1ee5 kh\u00e1c nhau.<\/td>\n<td style=\"width: 25%; height: 21px;\">T\u1ed1t trong c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p, nh\u01b0ng th\u01b0\u1eddng kh\u00f4ng v\u01b0\u1ee3t tr\u1ed9i b\u1eb1ng GPT-4.<\/td>\n<\/tr>\n<tr style=\"height: 21px;\">\n<td style=\"width: 17.6141%; height: 21px;\"><strong>Kh\u1ea3 n\u0103ng truy c\u1eadp<\/strong><\/td>\n<td style=\"width: 28.0412%; height: 21px;\">M\u00e3 ngu\u1ed3n m\u1edf, c\u00f3 th\u1ec3 t\u1ea3i xu\u1ed1ng v\u00e0 ch\u1ea1y c\u1ee5c b\u1ed9, d\u1ec5 d\u00e0ng t\u00f9y ch\u1ec9nh.<\/td>\n<td style=\"width: 29.3447%; height: 21px;\">Ch\u1ec9 truy c\u1eadp qua API ho\u1eb7c d\u1ecbch v\u1ee5 c\u00f3 ki\u1ec3m so\u00e1t.<\/td>\n<td style=\"width: 25%; height: 21px;\">Ch\u1ec9 truy c\u1eadp qua API ho\u1eb7c d\u1ecbch v\u1ee5 c\u00f3 ki\u1ec3m so\u00e1t.<\/td>\n<\/tr>\n<tr style=\"height: 21px;\">\n<td style=\"width: 17.6141%; height: 21px;\"><strong>T\u00ednh linh ho\u1ea1t v\u00e0 t\u00f9y ch\u1ec9nh<\/strong><\/td>\n<td style=\"width: 28.0412%; height: 21px;\">Cung c\u1ea5p kh\u1ea3 n\u0103ng t\u00f9y ch\u1ec9nh cao cho c\u00e1c nhu c\u1ea7u c\u1ee5 th\u1ec3.<\/td>\n<td style=\"width: 29.3447%; height: 21px;\">Kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng t\u00f9y ch\u1ec9nh d\u1ec5 d\u00e0ng ngo\u00e0i vi\u1ec7c s\u1eed d\u1ee5ng API.<\/td>\n<td style=\"width: 25%; height: 21px;\">H\u1ea1n ch\u1ebf t\u00f9y ch\u1ec9nh, ch\u1ee7 y\u1ebfu th\u00f4ng qua API.<\/td>\n<\/tr>\n<tr style=\"height: 21px;\">\n<td style=\"width: 17.6141%; height: 21px;\"><strong>B\u1ea3o m\u1eadt v\u00e0 quy\u1ec1n ri\u00eang t\u01b0<\/strong><\/td>\n<td style=\"width: 28.0412%; height: 21px;\">Qu\u1ea3n l\u00fd v\u00e0 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u cao khi ch\u1ea1y c\u1ee5c b\u1ed9.<\/td>\n<td style=\"width: 29.3447%; height: 21px;\">D\u1eef li\u1ec7u qua API, kh\u00f4ng d\u1ec5 ki\u1ec3m so\u00e1t v\u00e0 c\u00f3 r\u1ee7i ro b\u1ea3o m\u1eadt.<\/td>\n<td style=\"width: 25%; height: 21px;\">D\u1eef li\u1ec7u qua API, c\u1ea7n ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a Anthropic.<\/td>\n<\/tr>\n<tr style=\"height: 21px;\">\n<td style=\"width: 17.6141%; height: 21px;\"><strong>Y\u00eau c\u1ea7u t\u00e0i nguy\u00ean t\u00ednh to\u00e1n<\/strong><\/td>\n<td style=\"width: 28.0412%; height: 21px;\">Y\u00eau c\u1ea7u \u00edt t\u00e0i nguy\u00ean t\u00ednh to\u00e1n h\u01a1n \u0111\u1ec3 \u0111\u1ea1t hi\u1ec7u su\u1ea5t t\u01b0\u01a1ng \u0111\u01b0\u01a1ng c\u00e1c \u0111\u1ed1i th\u1ee7.<\/td>\n<td style=\"width: 29.3447%; height: 21px;\">Y\u00eau c\u1ea7u t\u00e0i nguy\u00ean t\u00ednh to\u00e1n l\u1edbn, \u0111\u1eb7c bi\u1ec7t \u0111\u1ed1i v\u1edbi c\u00e1c phi\u00ean b\u1ea3n l\u1edbn.<\/td>\n<td style=\"width: 25%; height: 21px;\">Y\u00eau c\u1ea7u t\u00e0i nguy\u00ean t\u00ednh to\u00e1n cao, nh\u01b0ng kh\u00f4ng b\u1eb1ng GPT-4.<\/td>\n<\/tr>\n<tr style=\"height: 21px;\">\n<td style=\"width: 17.6141%; height: 21px;\"><strong>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/strong><\/td>\n<td style=\"width: 28.0412%; height: 21px;\">H\u1ed7 tr\u1ee3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao, d\u1ec5 d\u00e0ng t\u00f9y ch\u1ec9nh v\u00e0 tri\u1ec3n khai \u1edf quy m\u00f4 l\u1edbn.<\/td>\n<td style=\"width: 29.3447%; height: 21px;\">Ph\u1ee5 thu\u1ed9c v\u00e0o h\u1ea1 t\u1ea7ng c\u1ee7a OpenAI, kh\u00f3 m\u1edf r\u1ed9ng t\u1ef1 do.<\/td>\n<td style=\"width: 25%; height: 21px;\">Ph\u1ee5 thu\u1ed9c v\u00e0o h\u1ea1 t\u1ea7ng c\u1ee7a Anthropic, h\u1ea1n ch\u1ebf m\u1edf r\u1ed9ng t\u1ef1 do.<\/td>\n<\/tr>\n<\/tbody>\n<\/table><h3><span class=\"ez-toc-section\" id=\"62_Du_doan_ve_tuong_lai_cua_AI_mo_nguon_va_LLaMA\"><\/span>6.2 D\u1ef1 \u0111o\u00e1n v\u1ec1 t\u01b0\u01a1ng lai c\u1ee7a AI m\u1edf ngu\u1ed3n v\u00e0 LLaMA<span class=\"ez-toc-section-end\"><\/span><\/h3><p>T\u01b0\u01a1ng lai c\u1ee7a LLaMA v\u00e0 AI m\u1edf ngu\u1ed3n n\u00f3i chung \u0111\u1ea7y h\u1ee9a h\u1eb9n. V\u1edbi cam k\u1ebft li\u00ean t\u1ee5c c\u1ee7a Meta \u0111\u1ed1i v\u1edbi m\u00f4 h\u00ecnh m\u1edf, LLaMA c\u00f3 th\u1ec3 ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n v\u00e0 c\u1ea3i thi\u1ec7n th\u00f4ng qua c\u1ea3 n\u1ed7 l\u1ef1c ch\u00ednh th\u1ee9c t\u1eeb Meta v\u00e0 \u0111\u00f3ng g\u00f3p t\u1eeb c\u1ed9ng \u0111\u1ed3ng r\u1ed9ng l\u1edbn h\u01a1n.<\/p><p>LLaMA 2 \u0111\u00e3 ch\u1ee9ng ki\u1ebfn s\u1ef1 \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i trong ng\u00e0nh c\u00f4ng nghi\u1ec7p, v\u00e0 LLaMA 3 d\u1ef1 ki\u1ebfn s\u1ebd m\u1edf r\u1ed9ng xu h\u01b0\u1edbng n\u00e0y. C\u00e1c doanh nghi\u1ec7p ng\u00e0y c\u00e0ng quan t\u00e2m \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh m\u1edf nh\u01b0 LLaMA \u0111\u1ec3 x\u00e2y d\u1ef1ng gi\u1ea3i ph\u00e1p AI t\u00f9y ch\u1ec9nh m\u00e0 kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c nh\u00e0 cung c\u1ea5p <a href=\"https:\/\/vbee.vn\/blog\/chia-se\/api-la-gi\/\">API<\/a> b\u00ean th\u1ee9 ba.<\/p><figure id=\"attachment_27924\" aria-describedby=\"caption-attachment-27924\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-27924\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/du-doan-ve-tuong-lai.webp\" alt=\"LLaMA c\u00f3 th\u1ec3 ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n v\u00e0 c\u1ea3i thi\u1ec7n th\u00f4ng qua c\u1ea3 n\u1ed7 l\u1ef1c ch\u00ednh th\u1ee9c t\u1eeb Meta v\u00e0 \u0111\u00f3ng g\u00f3p t\u1eeb c\u1ed9ng \u0111\u1ed3ng.\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/du-doan-ve-tuong-lai.webp 768w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/du-doan-ve-tuong-lai-300x200.webp 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-27924\" class=\"wp-caption-text\">LLaMA c\u00f3 th\u1ec3 ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n v\u00e0 c\u1ea3i thi\u1ec7n th\u00f4ng qua c\u1ea3 n\u1ed7 l\u1ef1c ch\u00ednh th\u1ee9c t\u1eeb Meta v\u00e0 \u0111\u00f3ng g\u00f3p t\u1eeb c\u1ed9ng \u0111\u1ed3ng.<\/figcaption><\/figure><p>S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh \u0111a ph\u01b0\u01a1ng th\u1ee9c, c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c v\u1edbi v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh v\u00e0 c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u kh\u00e1c, c\u00f3 kh\u1ea3 n\u0103ng l\u00e0 h\u01b0\u1edbng \u0111i ti\u1ebfp theo cho LLaMA. Ngo\u00e0i ra, c\u00e1c c\u1ea3i ti\u1ebfn trong hi\u1ec7u qu\u1ea3 t\u00ednh to\u00e1n c\u00f3 th\u1ec3 cho ph\u00e9p ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh m\u1ea1nh m\u1ebd h\u01a1n tr\u00ean c\u00e1c thi\u1ebft b\u1ecb c\u1ea1nh v\u00e0 thi\u1ebft b\u1ecb di \u0111\u1ed9ng, m\u1edf ra c\u00e1c \u1ee9ng d\u1ee5ng AI m\u1edbi kh\u00f4ng y\u00eau c\u1ea7u k\u1ebft n\u1ed1i \u0111\u00e1m m\u00e2y.<\/p><h2><span class=\"ez-toc-section\" id=\"7_Nhung_cau_hoi_thuong_gap_ve_LLaMA_FAQ\"><\/span>7. Nh\u1eefng c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 LLaMA (FAQ)<span class=\"ez-toc-section-end\"><\/span><\/h2><h3><span class=\"ez-toc-section\" id=\"71_LLaMA_co_mien_phi_de_su_dung_khong\"><\/span>7.1 LLaMA c\u00f3 mi\u1ec5n ph\u00ed \u0111\u1ec3 s\u1eed d\u1ee5ng kh\u00f4ng?<span class=\"ez-toc-section-end\"><\/span><\/h3><p>LLaMA \u0111\u01b0\u1ee3c Meta ph\u00e1t h\u00e0nh v\u1edbi gi\u1ea5y ph\u00e9p nghi\u00ean c\u1ee9u cho phi\u00ean b\u1ea3n \u0111\u1ea7u ti\u00ean v\u00e0 gi\u1ea5y ph\u00e9p th\u01b0\u01a1ng m\u1ea1i m\u1edf cho LLaMA 2. M\u1eb7c d\u00f9 v\u1eady, \u0111i\u1ec1u n\u00e0y kh\u00f4ng ho\u00e0n to\u00e0n &#8220;mi\u1ec5n ph\u00ed&#8221; theo ngh\u0129a truy\u1ec1n th\u1ed1ng. B\u1ea1n v\u1eabn c\u1ea7n \u0111\u0103ng k\u00fd v\u00e0 ch\u1ea5p nh\u1eadn \u0111i\u1ec1u kho\u1ea3n s\u1eed d\u1ee5ng \u0111\u1ec3 truy c\u1eadp m\u00f4 h\u00ecnh. Ngo\u00e0i ra, chi ph\u00ed t\u00ednh to\u00e1n \u0111\u1ec3 ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh l\u1edbn h\u01a1n v\u1eabn c\u00f3 th\u1ec3 \u0111\u00e1ng k\u1ec3.<\/p><h3><span class=\"ez-toc-section\" id=\"72_LLaMA_co_an_toan_de_su_dung_cho_cac_ung_dung_thuong_mai_khong\"><\/span>7.2 LLaMA c\u00f3 an to\u00e0n \u0111\u1ec3 s\u1eed d\u1ee5ng cho c\u00e1c \u1ee9ng d\u1ee5ng th\u01b0\u01a1ng m\u1ea1i kh\u00f4ng?<span class=\"ez-toc-section-end\"><\/span><\/h3><p>C\u00f3, LLaMA 2 \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh v\u1edbi gi\u1ea5y ph\u00e9p cho ph\u00e9p s\u1eed d\u1ee5ng th\u01b0\u01a1ng m\u1ea1i trong h\u1ea7u h\u1ebft c\u00e1c tr\u01b0\u1eddng h\u1ee3p. Tuy nhi\u00ean, c\u00f3 m\u1ed9t s\u1ed1 h\u1ea1n ch\u1ebf \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty c\u00f3 h\u01a1n 700 tri\u1ec7u ng\u01b0\u1eddi d\u00f9ng h\u00e0ng th\u00e1ng, nh\u1eefng c\u00f4ng ty n\u00e0y c\u1ea7n ph\u1ea3i c\u00f3 th\u1ecfa thu\u1eadn ri\u00eang v\u1edbi Meta.<\/p><figure id=\"attachment_27918\" aria-describedby=\"caption-attachment-27918\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-27918\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/LLaMA-co-an-toan-de-su-dung-cho-cac-ung-dung-thuong-mai-khong.webp\" alt=\"LLaMA 2 \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh v\u1edbi gi\u1ea5y ph\u00e9p cho ph\u00e9p s\u1eed d\u1ee5ng th\u01b0\u01a1ng m\u1ea1i trong h\u1ea7u h\u1ebft c\u00e1c tr\u01b0\u1eddng h\u1ee3p.\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/LLaMA-co-an-toan-de-su-dung-cho-cac-ung-dung-thuong-mai-khong.webp 768w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2025\/11\/LLaMA-co-an-toan-de-su-dung-cho-cac-ung-dung-thuong-mai-khong-300x200.webp 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-27918\" class=\"wp-caption-text\">LLaMA 2 \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh v\u1edbi gi\u1ea5y ph\u00e9p cho ph\u00e9p s\u1eed d\u1ee5ng th\u01b0\u01a1ng m\u1ea1i trong h\u1ea7u h\u1ebft c\u00e1c tr\u01b0\u1eddng h\u1ee3p.<\/figcaption><\/figure><h3><span class=\"ez-toc-section\" id=\"73_LLaMA_co_the_chay_tren_may_tinh_ca_nhan_khong\"><\/span>7.3 LLaMA c\u00f3 th\u1ec3 ch\u1ea1y tr\u00ean m\u00e1y t\u00ednh c\u00e1 nh\u00e2n kh\u00f4ng?<span class=\"ez-toc-section-end\"><\/span><\/h3><p>Phi\u00ean b\u1ea3n nh\u1ecf h\u01a1n c\u1ee7a LLaMA (7B v\u00e0 13B) c\u00f3 th\u1ec3 ch\u1ea1y tr\u00ean m\u00e1y t\u00ednh c\u00e1 nh\u00e2n hi\u1ec7n \u0111\u1ea1i c\u00f3 GPU t\u1ed1t. C\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 llama.cpp \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t tr\u00ean ph\u1ea7n c\u1ee9ng th\u00f4ng th\u01b0\u1eddng. Tuy nhi\u00ean, c\u00e1c phi\u00ean b\u1ea3n l\u1edbn h\u01a1n (33B, 65B, 70B) th\u01b0\u1eddng y\u00eau c\u1ea7u ph\u1ea7n c\u1ee9ng chuy\u00ean d\u1ee5ng m\u1ea1nh m\u1ebd h\u01a1n.<\/p><h3><span class=\"ez-toc-section\" id=\"74_LLaMA_co_gioi_tieng_Viet_khong\"><\/span>7.4 LLaMA c\u00f3 gi\u1ecfi ti\u1ebfng Vi\u1ec7t kh\u00f4ng?<span class=\"ez-toc-section-end\"><\/span><\/h3><p>LLaMA c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd <a href=\"https:\/\/vbee.vn\/blog\/chuyen-van-ban-thanh-giong-noi\/vietnamese-vi\/\">ti\u1ebfng Vi\u1ec7t<\/a>, nh\u01b0ng hi\u1ec7u su\u1ea5t c\u1ee7a n\u00f3 v\u1edbi ng\u00f4n ng\u1eef kh\u00f4ng ph\u1ea3i ti\u1ebfng Anh th\u01b0\u1eddng kh\u00f4ng m\u1ea1nh b\u1eb1ng. Tuy nhi\u00ean, c\u00f3 nhi\u1ec1u d\u1ef1 \u00e1n c\u1ed9ng \u0111\u1ed3ng \u0111\u00e3 tinh ch\u1ec9nh LLaMA \u0111\u1eb7c bi\u1ec7t cho ti\u1ebfng Vi\u1ec7t, c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 hi\u1ec7u su\u1ea5t c\u1ee7a n\u00f3 v\u1edbi ng\u00f4n ng\u1eef n\u00e0y.<\/p><h3><span class=\"ez-toc-section\" id=\"75_Lam_the_nao_de_toi_co_the_bat_dau_su_dung_LLaMA\"><\/span>7.5 L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 t\u00f4i c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u s\u1eed d\u1ee5ng LLaMA?<span class=\"ez-toc-section-end\"><\/span><\/h3><p>\u0110\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi LLaMA, b\u1ea1n c\u1ea7n \u0111\u0103ng k\u00fd quy\u1ec1n truy c\u1eadp th\u00f4ng qua trang web c\u1ee7a Meta AI. Sau khi \u0111\u01b0\u1ee3c ph\u00ea duy\u1ec7t, b\u1ea1n c\u00f3 th\u1ec3 t\u1ea3i xu\u1ed1ng m\u00f4 h\u00ecnh v\u00e0 s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Hugging Face Transformers, llama.cpp ho\u1eb7c c\u00e1c giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng nh\u01b0 text-generation-webui \u0111\u1ec3 t\u01b0\u01a1ng t\u00e1c v\u1edbi m\u00f4 h\u00ecnh. Ngo\u00e0i ra, nhi\u1ec1u nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y AI b\u00e2y gi\u1edd c\u0169ng cung c\u1ea5p c\u00e1c phi\u00ean b\u1ea3n c\u1ee7a LLaMA th\u00f4ng qua c\u00e1c API c\u1ee7a h\u1ecd.<\/p><p>M\u1eb7c d\u00f9 c\u00f2n c\u00f3 nh\u1eefng th\u00e1ch th\u1ee9c, \u0111\u1eb7c bi\u1ec7t l\u00e0 li\u00ean quan \u0111\u1ebfn thi\u00ean ki\u1ebfn d\u1eef li\u1ec7u v\u00e0 y\u00eau c\u1ea7u t\u00ednh to\u00e1n, tri\u1ec3n v\u1ecdng t\u01b0\u01a1ng lai c\u1ee7a LLaMA Meta AI r\u1ea5t s\u00e1ng s\u1ee7a. Khi c\u1ed9ng \u0111\u1ed3ng ti\u1ebfp t\u1ee5c x\u00e2y d\u1ef1ng v\u00e0 c\u1ea3i ti\u1ebfn tr\u00ean n\u1ec1n t\u1ea3ng n\u00e0y, ch\u00fang ta c\u00f3 th\u1ec3 k\u1ef3 v\u1ecdng th\u1ea5y c\u00e1c \u1ee9ng d\u1ee5ng AI m\u1edbi v\u00e0 th\u00fa v\u1ecb xu\u1ea5t hi\u1ec7n, mang l\u1ea1i l\u1ee3i \u00edch cho x\u00e3 h\u1ed9i r\u1ed9ng l\u1edbn h\u01a1n.<\/p>","protected":false},"excerpt":{"rendered":"<p>B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 v\u1ec1 LLaMA Meta AI l\u00e0 g\u00ec, c\u00e1ch ho\u1ea1t \u0111\u1ed9ng, c\u00e1c phi\u00ean b\u1ea3n, \u01b0u nh\u01b0\u1ee3c \u0111i\u1ec3m cho \u0111\u1ebfn c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c ti\u1ec5n.1. Gi\u1edbi thi\u1ec7u v\u1ec1 LLaMA1.1 \u0110\u1ecbnh ngh\u0129a LLaMA l\u00e0 g\u00ecLLaMA (Large Language Model Meta AI) l\u00e0 m\u1ed9t d\u00f2ng m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn do Meta Platforms&#8230;<\/p>\n","protected":false},"author":3,"featured_media":27919,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[133],"tags":[],"class_list":["post-27897","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chia-se"],"_links":{"self":[{"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/posts\/27897","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/comments?post=27897"}],"version-history":[{"count":4,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/posts\/27897\/revisions"}],"predecessor-version":[{"id":27985,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/posts\/27897\/revisions\/27985"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/media\/27919"}],"wp:attachment":[{"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/media?parent=27897"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/categories?post=27897"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/tags?post=27897"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}