{"id":479385,"date":"2023-08-09T10:35:54","date_gmt":"2023-08-09T10:35:54","guid":{"rendered":""},"modified":"2023-09-05T11:18:41","modified_gmt":"2023-09-05T11:18:41","slug":"transformers-in-natural-language-processing","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/vn\/wiki\/transformers-in-natural-language-processing\/","title":{"rendered":"Transformers trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean"},"content":{"rendered":"<p>Transformers l\u00e0 m\u1ed9t l\u1edbp m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong l\u0129nh v\u1ef1c x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP). H\u1ecd \u0111\u00e3 \u0111\u1eb7t ra c\u00e1c ti\u00eau chu\u1ea9n m\u1edbi trong nhi\u1ec1u t\u00e1c v\u1ee5 ng\u00f4n ng\u1eef kh\u00e1c nhau, ch\u1eb3ng h\u1ea1n nh\u01b0 d\u1ecbch m\u00e1y, t\u1ea1o v\u0103n b\u1ea3n, ph\u00e2n t\u00edch c\u1ea3m x\u00fac, v.v. C\u1ea5u tr\u00fac c\u1ee7a Transformers cho ph\u00e9p x\u1eed l\u00fd song song c\u00e1c chu\u1ed7i, mang l\u1ea1i l\u1ee3i th\u1ebf v\u1ec1 hi\u1ec7u qu\u1ea3 v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao.<\/p>\n<h2>L\u1ecbch s\u1eed ngu\u1ed3n g\u1ed1c c\u1ee7a Transformers trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 s\u1ef1 \u0111\u1ec1 c\u1eadp \u0111\u1ea7u ti\u00ean v\u1ec1 n\u00f3<\/h2>\n<p>Ki\u1ebfn tr\u00fac Transformer l\u1ea7n \u0111\u1ea7u ti\u00ean \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u trong m\u1ed9t b\u00e0i b\u00e1o c\u00f3 ti\u00eau \u0111\u1ec1 \u201cS\u1ef1 ch\u00fa \u00fd l\u00e0 t\u1ea5t c\u1ea3 nh\u1eefng g\u00ec b\u1ea1n c\u1ea7n\u201d c\u1ee7a Ashish Vaswani v\u00e0 c\u00e1c \u0111\u1ed3ng nghi\u1ec7p c\u1ee7a \u00f4ng v\u00e0o n\u0103m 2017. M\u00f4 h\u00ecnh \u0111\u1ed9t ph\u00e1 n\u00e0y tr\u00ecnh b\u00e0y m\u1ed9t c\u01a1 ch\u1ebf m\u1edbi g\u1ecdi l\u00e0 \u201cs\u1ef1 ch\u00fa \u00fd\u201d cho ph\u00e9p m\u00f4 h\u00ecnh t\u1eadp trung c\u00f3 ch\u1ecdn l\u1ecdc v\u00e0o c\u00e1c ph\u1ea7n c\u1ee7a \u0111\u1ea7u v\u00e0o khi t\u1ea1o ra m\u1ed9t \u0111\u1ea7u ra. B\u00e0i b\u00e1o \u0111\u00e1nh d\u1ea5u s\u1ef1 kh\u1edfi \u0111\u1ea7u t\u1eeb m\u1ea1ng th\u1ea7n kinh t\u00e1i ph\u00e1t truy\u1ec1n th\u1ed1ng (RNN) v\u00e0 m\u1ea1ng b\u1ed9 nh\u1edb ng\u1eafn h\u1ea1n d\u00e0i (LSTM), b\u1eaft \u0111\u1ea7u m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi trong NLP.<\/p>\n<h2>Th\u00f4ng tin chi ti\u1ebft v\u1ec1 Transformers trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/h2>\n<p>Transformers \u0111\u00e3 tr\u1edf th\u00e0nh n\u1ec1n t\u1ea3ng cho NLP hi\u1ec7n \u0111\u1ea1i nh\u1edd kh\u1ea3 n\u0103ng x\u1eed l\u00fd song song v\u00e0 hi\u1ec7u qu\u1ea3 trong vi\u1ec7c x\u1eed l\u00fd c\u00e1c ph\u1ee5 thu\u1ed9c t\u1ea7m xa trong v\u0103n b\u1ea3n. Ch\u00fang bao g\u1ed3m m\u1ed9t b\u1ed9 m\u00e3 h\u00f3a v\u00e0 m\u1ed9t b\u1ed9 gi\u1ea3i m\u00e3, m\u1ed7i l\u1edbp ch\u1ee9a nhi\u1ec1u l\u1edbp c\u01a1 ch\u1ebf t\u1ef1 ch\u00fa \u00fd, cho ph\u00e9p ch\u00fang n\u1eafm b\u1eaft m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c t\u1eeb b\u1ea5t k\u1ec3 v\u1ecb tr\u00ed c\u1ee7a ch\u00fang trong c\u00e2u.<\/p>\n<h3>M\u1edf r\u1ed9ng ch\u1ee7 \u0111\u1ec1 v\u1ec1 Transformers trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/h3>\n<ul>\n<li><strong>C\u01a1 ch\u1ebf t\u1ef1 ch\u00fa \u00fd<\/strong>: Cho ph\u00e9p m\u00f4 h\u00ecnh c\u00e2n c\u00e1c ph\u1ea7n kh\u00e1c nhau c\u1ee7a \u0111\u1ea7u v\u00e0o m\u1ed9t c\u00e1ch kh\u00e1c nhau.<\/li>\n<li><strong>M\u00e3 h\u00f3a v\u1ecb tr\u00ed<\/strong>: M\u00e3 h\u00f3a v\u1ecb tr\u00ed c\u1ee7a c\u00e1c t\u1eeb trong m\u1ed9t chu\u1ed7i, cung c\u1ea5p th\u00f4ng tin v\u1ec1 th\u1ee9 t\u1ef1 c\u1ee7a c\u00e1c t\u1eeb.<\/li>\n<li><strong>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/strong>: X\u1eed l\u00fd hi\u1ec7u qu\u1ea3 c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn v\u00e0 chu\u1ed7i d\u00e0i.<\/li>\n<li><strong>C\u00e1c \u1ee9ng d\u1ee5ng<\/strong>: \u0110\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c t\u00e1c v\u1ee5 NLP kh\u00e1c nhau nh\u01b0 t\u00f3m t\u1eaft v\u0103n b\u1ea3n, d\u1ecbch thu\u1eadt, tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi, v.v.<\/li>\n<\/ul>\n<h2>C\u1ea5u tr\u00fac b\u00ean trong c\u1ee7a Transformers trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/h2>\n<p>M\u00e1y bi\u1ebfn \u00e1p bao g\u1ed3m m\u1ed9t b\u1ed9 m\u00e3 h\u00f3a v\u00e0 m\u1ed9t b\u1ed9 gi\u1ea3i m\u00e3, c\u1ea3 hai \u0111\u1ec1u c\u00f3 nhi\u1ec1u l\u1edbp.<\/p>\n<ul>\n<li><strong>M\u00e3 ho\u00e1<\/strong>: Bao g\u1ed3m c\u00e1c l\u1edbp t\u1ef1 ch\u00fa \u00fd, m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh chuy\u1ec3n ti\u1ebfp ngu\u1ed3n c\u1ea5p d\u1eef li\u1ec7u v\u00e0 chu\u1ea9n h\u00f3a.<\/li>\n<li><strong>B\u1ed9 gi\u1ea3i m\u00e3<\/strong>: T\u01b0\u01a1ng t\u1ef1 nh\u01b0 b\u1ed9 m\u00e3 h\u00f3a nh\u01b0ng bao g\u1ed3m c\u00e1c l\u1edbp ch\u00fa \u00fd ch\u00e9o b\u1ed5 sung \u0111\u1ec3 x\u1eed l\u00fd \u0111\u1ea7u ra c\u1ee7a b\u1ed9 m\u00e3 h\u00f3a.<\/li>\n<\/ul>\n<h2>Ph\u00e2n t\u00edch c\u00e1c t\u00ednh n\u0103ng ch\u00ednh c\u1ee7a Transformers trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/h2>\n<p>M\u00e1y bi\u1ebfn \u00e1p \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn v\u1edbi hi\u1ec7u qu\u1ea3, kh\u1ea3 n\u0103ng x\u1eed l\u00fd song song, kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u00e0 kh\u1ea3 n\u0103ng di\u1ec5n gi\u1ea3i.<\/p>\n<ul>\n<li><strong>Hi\u1ec7u qu\u1ea3<\/strong>: Do x\u1eed l\u00fd song song n\u00ean ch\u00fang hi\u1ec7u qu\u1ea3 h\u01a1n RNN truy\u1ec1n th\u1ed1ng.<\/li>\n<li><strong>Kh\u1ea3 n\u0103ng gi\u1ea3i th\u00edch<\/strong>: C\u01a1 ch\u1ebf ch\u00fa \u00fd cung c\u1ea5p c\u00e1i nh\u00ecn s\u00e2u s\u1eafc v\u1ec1 c\u00e1ch m\u00f4 h\u00ecnh x\u1eed l\u00fd c\u00e1c chu\u1ed7i.<\/li>\n<li><strong>Kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng<\/strong>: C\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c tinh ch\u1ec9nh cho c\u00e1c nhi\u1ec7m v\u1ee5 NLP kh\u00e1c nhau.<\/li>\n<\/ul>\n<h2>C\u00e1c lo\u1ea1i Transformers trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/h2>\n<table>\n<thead>\n<tr>\n<th>Ng\u01b0\u1eddi m\u1eabu<\/th>\n<th>S\u1ef1 mi\u00eau t\u1ea3<\/th>\n<th>Tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>BERT<\/td>\n<td>\u0110\u1ea1i di\u1ec7n b\u1ed9 m\u00e3 h\u00f3a hai chi\u1ec1u t\u1eeb m\u00e1y bi\u1ebfn \u00e1p<\/td>\n<td>T\u1eadp hu\u1ea5n tr\u01b0\u1edbc<\/td>\n<\/tr>\n<tr>\n<td>GPT<\/td>\n<td>M\u00e1y bi\u1ebfn \u00e1p \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc s\u00e1ng t\u1ea1o<\/td>\n<td>T\u1ea1o v\u0103n b\u1ea3n<\/td>\n<\/tr>\n<tr>\n<td>T5<\/td>\n<td>Bi\u1ebfn \u00e1p chuy\u1ec3n v\u0103n b\u1ea3n th\u00e0nh v\u0103n b\u1ea3n<\/td>\n<td>\u0110a nhi\u1ec7m<\/td>\n<\/tr>\n<tr>\n<td>ch\u01b0ng c\u1ea5tBERT<\/td>\n<td>Phi\u00ean b\u1ea3n ch\u01b0ng c\u1ea5t c\u1ee7a BERT<\/td>\n<td>M\u00f4 h\u00ecnh h\u00f3a hi\u1ec7u qu\u1ea3 t\u00e0i nguy\u00ean<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>C\u00e1c c\u00e1ch s\u1eed d\u1ee5ng Transformers trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, c\u00e1c v\u1ea5n \u0111\u1ec1 v\u00e0 gi\u1ea3i ph\u00e1p c\u1ee7a ch\u00fang<\/h2>\n<p>M\u00e1y bi\u1ebfn \u00e1p c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong nhi\u1ec1u \u1ee9ng d\u1ee5ng NLP kh\u00e1c nhau. Nh\u1eefng th\u00e1ch th\u1ee9c c\u00f3 th\u1ec3 bao g\u1ed3m t\u00e0i nguy\u00ean t\u00ednh to\u00e1n, \u0111\u1ed9 ph\u1ee9c t\u1ea1p v\u00e0 kh\u1ea3 n\u0103ng di\u1ec5n gi\u1ea3i.<\/p>\n<ul>\n<li><strong>S\u1eed d\u1ee5ng<\/strong>: D\u1ecbch thu\u1eadt, t\u00f3m t\u1eaft, tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi.<\/li>\n<li><strong>C\u00e1c v\u1ea5n \u0111\u1ec1<\/strong>: Chi ph\u00ed t\u00ednh to\u00e1n cao, ph\u1ee9c t\u1ea1p khi th\u1ef1c hi\u1ec7n.<\/li>\n<li><strong>C\u00e1c gi\u1ea3i ph\u00e1p<\/strong>: Ch\u01b0ng c\u1ea5t, c\u1eaft t\u1ec9a, t\u1ed1i \u01b0u h\u00f3a ph\u1ea7n c\u1ee9ng.<\/li>\n<\/ul>\n<h2>C\u00e1c \u0111\u1eb7c \u0111i\u1ec3m ch\u00ednh v\u00e0 nh\u1eefng so s\u00e1nh kh\u00e1c v\u1edbi c\u00e1c thu\u1eadt ng\u1eef t\u01b0\u01a1ng t\u1ef1<\/h2>\n<ul>\n<li><strong>M\u00e1y bi\u1ebfn \u00e1p vs RNN<\/strong>: M\u00e1y bi\u1ebfn \u00e1p cung c\u1ea5p kh\u1ea3 n\u0103ng x\u1eed l\u00fd song song, trong khi RNN x\u1eed l\u00fd tu\u1ea7n t\u1ef1.<\/li>\n<li><strong>M\u00e1y bi\u1ebfn \u00e1p vs LSTM<\/strong>: M\u00e1y bi\u1ebfn \u00e1p x\u1eed l\u00fd c\u00e1c ph\u1ee5 thu\u1ed9c t\u1ea7m xa t\u1ed1t h\u01a1n.<\/li>\n<\/ul>\n<h2>Quan \u0111i\u1ec3m v\u00e0 c\u00f4ng ngh\u1ec7 c\u1ee7a t\u01b0\u01a1ng lai li\u00ean quan \u0111\u1ebfn m\u00e1y bi\u1ebfn \u00e1p trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/h2>\n<p>T\u01b0\u01a1ng lai c\u1ee7a Transformers \u0111\u1ea7y h\u1ee9a h\u1eb9n v\u1edbi nh\u1eefng nghi\u00ean c\u1ee9u \u0111ang di\u1ec5n ra trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0:<\/p>\n<ul>\n<li><strong>T\u1ed1i \u01b0u h\u00f3a hi\u1ec7u qu\u1ea3<\/strong>: L\u00e0m cho c\u00e1c m\u00f4 h\u00ecnh s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean hi\u1ec7u qu\u1ea3 h\u01a1n.<\/li>\n<li><strong>H\u1ecdc t\u1eadp \u0111a ph\u01b0\u01a1ng th\u1ee9c<\/strong>: T\u00edch h\u1ee3p v\u1edbi c\u00e1c ki\u1ec3u d\u1eef li\u1ec7u kh\u00e1c nh\u01b0 h\u00ecnh \u1ea3nh, \u00e2m thanh.<\/li>\n<li><strong>\u0110\u1ea1o \u0111\u1ee9c v\u00e0 th\u00e0nh ki\u1ebfn<\/strong>: Ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh c\u00f4ng b\u1eb1ng, kh\u00f4ng thi\u00ean v\u1ecb.<\/li>\n<\/ul>\n<h2>C\u00e1ch s\u1eed d\u1ee5ng ho\u1eb7c li\u00ean k\u1ebft m\u00e1y ch\u1ee7 proxy v\u1edbi m\u00e1y bi\u1ebfn \u00e1p trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/h2>\n<p>C\u00e1c m\u00e1y ch\u1ee7 proxy nh\u01b0 OneProxy c\u00f3 th\u1ec3 \u0111\u00f3ng vai tr\u00f2 trong:<\/p>\n<ul>\n<li><strong>Thu th\u1eadp d\u1eef li\u1ec7u<\/strong>: Thu th\u1eadp c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn m\u1ed9t c\u00e1ch an to\u00e0n \u0111\u1ec3 \u0111\u00e0o t\u1ea1o Transformers.<\/li>\n<li><strong>\u0110\u00e0o t\u1ea1o ph\u00e2n t\u00e1n<\/strong>: Cho ph\u00e9p \u0111\u00e0o t\u1ea1o song song hi\u1ec7u qu\u1ea3 c\u00e1c m\u00f4 h\u00ecnh tr\u00ean c\u00e1c \u0111\u1ecba \u0111i\u1ec3m kh\u00e1c nhau.<\/li>\n<li><strong>B\u1ea3o m\u1eadt n\u00e2ng cao<\/strong>: B\u1ea3o v\u1ec7 t\u00ednh to\u00e0n v\u1eb9n v\u00e0 quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a d\u1eef li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh.<\/li>\n<\/ul>\n<h2>Li\u00ean k\u1ebft li\u00ean quan<\/h2>\n<ul>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1706.03762\" target=\"_new\" rel=\"noopener nofollow\">Gi\u1ea5y bi\u1ebfn \u00e1p g\u1ed1c<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/google-research\/bert\" target=\"_new\" rel=\"noopener nofollow\">Kho l\u01b0u tr\u1eef BERT GitHub<\/a><\/li>\n<li><a href=\"https:\/\/openai.com\/models\" target=\"_new\" rel=\"noopener nofollow\">M\u00f4 h\u00ecnh OpenAI GPT<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/vn\/\" target=\"_new\" rel=\"noopener\">Trang web OneProxy<\/a><\/li>\n<\/ul>\n<p>C\u00e1i nh\u00ecn to\u00e0n di\u1ec7n n\u00e0y v\u1ec1 Transformers trong NLP cung c\u1ea5p c\u00e1i nh\u00ecn s\u00e2u s\u1eafc v\u1ec1 c\u1ea5u tr\u00fac, lo\u1ea1i, \u1ee9ng d\u1ee5ng v\u00e0 h\u01b0\u1edbng \u0111i trong t\u01b0\u01a1ng lai c\u1ee7a ch\u00fang. S\u1ef1 li\u00ean k\u1ebft c\u1ee7a h\u1ecd v\u1edbi c\u00e1c m\u00e1y ch\u1ee7 proxy nh\u01b0 OneProxy gi\u00fap m\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng c\u1ee7a h\u1ecd v\u00e0 \u0111\u01b0a ra c\u00e1c gi\u1ea3i ph\u00e1p s\u00e1ng t\u1ea1o cho c\u00e1c v\u1ea5n \u0111\u1ec1 trong th\u1ebf gi\u1edbi th\u1ef1c.<\/p>","protected":false},"featured_media":470727,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479385","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Transformers in Natural Language Processing<\/mark>","faq_items":null},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/479385","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/479385\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media\/470727"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media?parent=479385"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}