{"id":35221,"date":"2024-12-21T00:59:49","date_gmt":"2024-12-20T16:59:49","guid":{"rendered":"https:\/\/17aitech.com\/?p=35221"},"modified":"2024-12-21T00:59:49","modified_gmt":"2024-12-20T16:59:49","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%97%b6%e4%bb%a3%e7%9a%84asr%e5%b0%b1%e6%98%af%e4%b8%8d%e4%b8%80%e6%a0%b7%ef%bc%81%e8%b1%86%e5%8c%85%e5%90%ac%e5%8a%9b%e6%b0%b4%e5%b9%b3%e7%8e%b0","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35221","title":{"rendered":"\u5927\u6a21\u578b\u65f6\u4ee3\u7684ASR\u5c31\u662f\u4e0d\u4e00\u6837\uff01\u8c46\u5305\u201c\u542c\u529b\u201d\u6c34\u5e73\u73b0\u573a\u8bc4\u6d4b\uff0c\u65b9\u8a00&amp;\u5c0f\u670b\u53cb\u53e3\u97f3\u76f4\u63a5\u62ff\u634f\uff01"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-22-8\" target=\"_blank\">\u5927\u6a21\u578b\u65f6\u4ee3\u7684ASR\u5c31\u662f\u4e0d\u4e00\u6837\uff01\u8c46\u5305\u201c\u542c\u529b\u201d\u6c34\u5e73\u73b0\u573a\u8bc4\u6d4b\uff0c\u65b9\u8a00&amp;\u5c0f\u670b\u53cb\u53e3\u97f3\u76f4\u63a5\u62ff\u634f\uff01<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"217\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\n<p>2024 \u706b\u5c71\u5f15\u64ce AI \u521b\u65b0\u5de1\u5c55\u4e0a\u6d77\u7ad9\u4e8e\u8fd1\u65e5\u4e3e\u529e\uff0c\u6d3b\u52a8\u5c55\u793a\u4e86\u8c46\u5305\u5927\u6a21\u578b\u5728\u7efc\u5408\u8bc4\u5206\u3001\u8bed\u97f3\u8bc6\u522b\u7b49\u65b9\u9762\u7684\u6548\u679c\u63d0\u5347\uff0c\u8fd8\u53d1\u5e03\u4e86\u5bf9\u8bdd\u5f0f AI \u5b9e\u65f6\u4ea4\u4e92\u89e3\u51b3\u65b9\u6848\u3002\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u6210\u679c Seed-ASR \uff0c\u63d0\u4f9b\u4e86\u8bed\u97f3\u8bc6\u522b\u80fd\u529b\u652f\u6301\u3002<\/p>\n<p>Seed-ASR \u662f\u4e00\u6b3e ASR\uff08\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff09\u6210\u679c\u3002\u5b83\u80fd\u51c6\u786e\u8f6c\u5f55\u5404\u79cd\u8bed\u97f3\u4fe1\u53f7\uff0c\u8bc6\u522b\u4e0d\u540c\u8bed\u8a00\u3001\u65b9\u8a00\u3001\u53e3\u97f3\u3002\u5bf9\u4e8e\u4eba\u540d\u3001\u751f\u8bcd\uff0cSeed-ASR \u4e5f\u80fd\u7ed3\u5408\u6587\u672c\u8bed\u97f3\u7b49\u4e0a\u4e0b\u6587\uff0c\u5b9e\u73b0\u66f4\u51c6\u786e\u8f6c\u5f55\u3002\u8be5\u6210\u679c\u76ee\u524d\u5df2\u88ab\u96c6\u6210\u8fdb\u8c46\u5305 APP \u3001\u706b\u5c71\u5f15\u64ce\u76f8\u5173\u670d\u52a1\u6a21\u5757\u4e2d\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"105\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86 Seed-ASR \u6280\u672f\u4eae\u70b9 \u2014\u2014 \u9ad8\u7cbe\u5ea6\u8bc6\u522b\u3001\u5927\u5bb9\u91cf\u6a21\u578b\u3001\u652f\u6301\u591a\u79cd\u8bed\u8a00\u3001\u4e0a\u4e0b\u6587\u611f\u77e5\u3001\u5206\u9636\u6bb5\u8bad\u7ec3\u65b9\u6cd5\u3002\u76f8\u5173\u540c\u5b66\u8fd8\u5206\u4eab\u4e86\u7acb\u9879\u52a8\u673a\u3001\u7814\u53d1\u5386\u7a0b\u53ca\u603b\u7ed3\u601d\u8003\uff0c\u5c55\u671b\u4e86\u5927\u6a21\u578b Scaling Laws \u5bf9 ASR \u6280\u672f\u7684\u63a8\u52a8\u548c\u5f71\u54cd\u3002<\/p>\n<\/section>\n<\/blockquote>\n<p>8 \u6708 21 \u65e5\uff0c2024 \u706b\u5c71\u5f15\u64ce AI \u521b\u65b0\u5de1\u5c55\ufe52\u4e0a\u6d77\u7ad9\u5e26\u6765\u4e86\u8c46\u5305\u5927\u6a21\u578b\u6700\u65b0\u8fdb\u5c55\u3002<\/p>\n<p>\u516c\u5f00\u53ca\u5185\u90e8\u6d4b\u8bc4\u96c6\u663e\u793a\uff0c\u6700\u65b0\u7248\u672c\u8c46\u5305\u5927\u6a21\u578b\u5bf9\u6bd4 5 \u6708 15 \u65e5\u53d1\u5e03\u7248\u672c\u7efc\u5408\u80fd\u529b\u63d0\u5347 20.3% \uff0c\u5176\u4e2d\uff0c\u89d2\u8272\u626e\u6f14\u80fd\u529b\u63d0\u5347 38.3% \uff0c\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u63d0\u5347 33.3% \uff0c\u6570\u5b66\u80fd\u529b\u63d0\u5347 13.5% \u3002\u6839\u636e QuestMobile \u62a5\u544a\uff0c\u57fa\u4e8e\u8c46\u5305\u5927\u6a21\u578b\u6253\u9020\u7684\u8c46\u5305 APP \u6708\u6d3b\u7528\u6237\u6570\u5728\u4e0a\u534a\u5e74\u5df2\u8fbe 2752 \u4e07\uff0c\u4e3a\u540c\u7c7b APP \u7b2c\u4e00\uff0c\u662f\u7b2c\u4e8c\u540d\u7684 2.43 \u500d\u3002<\/p>\n<p><strong>\u8bed\u97f3\u80fd\u529b\u662f\u672c\u6b21\u6d3b\u52a8\u7684\u53d1\u5e03\u91cd\u70b9\u3002\u5176\u4e2d\uff0c\u8bed\u97f3\u8bc6\u522b\u548c\u8bed\u97f3\u5408\u6210\u6a21\u578b\u8fdb\u4e00\u6b65\u5347\u7ea7\uff0c\u5bf9\u8bdd\u5f0f AI \u5b9e\u65f6\u4ea4\u4e92\u529f\u80fd\u4e5f\u6700\u65b0\u4e0a\u7ebf\u3002<\/strong><\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u8c46\u5305\ufe52\u8bed\u97f3\u5408\u6210\u6a21\u578b\u5347\u7ea7\u4e86\u6d41\u5f0f\u8bed\u97f3\u5408\u6210\u80fd\u529b\uff0c\u80fd\u591f\u5b9e\u65f6\u54cd\u5e94\u3001\u7cbe\u51c6\u65ad\u53e5\uff0c\u652f\u6301\u201c\u8fb9\u60f3\u8fb9\u8bf4\u201d\u3002\u8c46\u5305\ufe52\u8bed\u97f3\u8bc6\u522b\u6a21\u578b\uff0c\u53ef\u57fa\u4e8e\u66f4\u5f3a\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\uff0c\u63a8\u7406\u5f97\u51fa\u66f4\u51c6\u786e\u7684\u8bc6\u522b\u7ed3\u679c\uff0c\u5e76\u652f\u6301\u4e00\u4e2a\u6a21\u578b\u8bc6\u522b\u666e\u901a\u8bdd\u548c\u7ca4\u8bed\u3001\u4e0a\u6d77\u8bdd\u3001\u56db\u5ddd\u8bdd\u3001\u897f\u5b89\u8bdd\u3001\u95fd\u5357\u8bed\u7b49\u591a\u79cd\u4e2d\u56fd\u65b9\u8a00\u3002<\/p>\n<p>\u57fa\u4e8e\u8bed\u97f3\u5408\u6210\u3001\u8bed\u97f3\u8bc6\u522b\u7b49\u6210\u679c\uff0c\u706b\u5c71\u5f15\u64ce\u6574\u5408\u4e86\u4e91\u670d\u52a1\u7684\u5b9e\u65f6\u97f3\u89c6\u9891\u6280\u672f\uff0c\u4f7f AI \u8bed\u97f3\u4ea4\u4e92\u80fd\u50cf\u4eba\u7c7b\u8bf4\u8bdd\u4e00\u6837\u6253\u65ad\u548c\u63d2\u8bdd\uff0c\u7aef\u5230\u7aef\u5ef6\u65f6\u53ef\u4f4e\u81f3 1 \u79d2\u4ee5\u5185\u3002\u5373\u4f7f\u5728\u5f31\u7f51\u73af\u5883\uff0c\u4e22\u5305 80% \u4f9d\u7136\u53ef\u4fdd\u6301\u6e05\u6670\u6d41\u7545\u3002<\/p>\n<p><strong>\u4e0a\u8ff0\u53d1\u5e03\u4e2d\uff0c\u8bed\u97f3\u5408\u6210\u80fd\u529b\u4f9d\u6258\u4e8e<\/strong><strong><a data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzkzMDY5MzYxNg==&amp;mid=2247484723&amp;idx=1&amp;sn=37fe8f93d0f4bcd6df27411f9c85fe2f&amp;chksm=c2772dacf500a4ba24b5fe6e84150136044644cc2147ed1e9cf20826d6e153eea2449cc32d44&amp;token=1703728773&amp;lang=zh_CN&amp;scene=21#wechat_redirect\" target=\"_blank\">\u00a0Seed-TTS<\/a> \u3002<\/strong><strong>\u800c\u8bed\u97f3\u8bc6\u522b\u80fd\u529b\u4f9d\u6258\u4e8e\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u53e6\u4e00\u6210\u679c\u2014\u2014 Seed-ASR \u3002<\/strong><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<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\" 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id=\"Seed-ASR_%E8%83%BD%E5%8A%9B%E5%B1%95%E7%A4%BA\"><\/span><strong>Seed-ASR \u80fd\u529b\u5c55\u793a\u00a0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Seed-ASR \u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u5c06\u5404\u79cd\u8bed\u97f3\u8f6c\u5316\u4e3a\u6587\u672c\u4fe1\u606f\uff0c\u4f7f\u673a\u5668\u80fd\u201c\u542c\u61c2\u201d\u7528\u6237\u8bf4\u8bdd\uff0c\u201c\u806a\u660e\u201d\u5730\u8bc6\u522b\u5404\u7c7b\u4fe1\u606f\u3002<\/p>\n<section><strong>\u901a\u8fc7\u4e0b\u9762\u51e0\u4e2a Demo \uff0c\u53ef\u611f\u77e5\u5176\u80fd\u529b\u3002<\/strong><\/section>\n<section><strong><strong><br \/><\/strong><\/strong><\/section>\n<section><strong><strong>\uff081\uff09<\/strong>\u57fa\u4e8e\u4eba\u540d\u7684\u4e0a\u4e0b\u6587\u63a8\u7406<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u7ed9\u5230\u5386\u53f2\u4eba\u7269\u4ecb\u7ecd\uff0c\u6a21\u578b\u80fd\u4ece\u8bed\u97f3\u4e2d\u8bc6\u522b\u76f8\u5173\u4fe1\u606f\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/N9oLmISKyINRPQ9Fm3SkFg\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-5c72f5132fd4790c373b4afe454fe969.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-5c72f5132fd4790c373b4afe454fe969.png\"><\/a><\/a><\/section>\n<p><strong>\uff082\uff09\u57fa\u4e8e\u4e13\u4e1a\u540d\u8bcd\u7684\u4e0a\u4e0b\u6587\u63a8\u7406<\/strong><\/p>\n<p>\u6a21\u578b\u80fd\u6839\u636e\u7528\u6237\u5bf9\u5b57\u5e55\u7684\u7f16\u8f91\u5386\u53f2\uff0c\u5173\u8054\u5e76\u81ea\u52a8\u8bc6\u522b\u540e\u7eed\u8bed\u97f3\u4e2d\u7684\u4e13\u4e1a\u540d\u8bcd\u2014\u2014\u6bd4\u5982\u6ed1\u96ea\u4e2d\u7684\u201c\u7acb\u5203\u201d\u3001\u201c\u96ea\u677f\u201d\u3001\u201c\u6413\u96ea\u201d\u7b49\u8868\u8fbe\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/N9oLmISKyINRPQ9Fm3SkFg\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-74fc75346611deca7963a3a3d12f42d8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-74fc75346611deca7963a3a3d12f42d8.png\"><\/a><\/a><\/p>\n<p><strong>\uff083\uff09\u65b9\u8a00\u8bc6\u522b<\/strong><\/p>\n<p>\u5373\u4fbf\u662f 5 \u79cd\u65b9\u8a00\u5939\u6742\u7684\u8bed\u97f3\u804a\u5929\uff0c\u6a21\u578b\u540c\u6837\u80fd\u591f\u8bc6\u522b\u5e76\u5c55\u793a\u51fa\u8f83\u4e3a\u51c6\u786e\u7684\u7ed3\u679c\u3002\u5982\u679c\u5c06\u804a\u5929\u76f8\u5173\u4fe1\u606f\u4f5c\u4e3a\u63d0\u793a\u8bcd\uff0c\u4e8b\u5148\u63d0\u4f9b\u7ed9\u6a21\u578b\uff0c\u8bc6\u522b\u6548\u679c\u5219\u4f1a\u8fdb\u4e00\u6b65\u63d0\u5347\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/N9oLmISKyINRPQ9Fm3SkFg\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-701e447707f95ffa565cbb357dd2cf9a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-701e447707f95ffa565cbb357dd2cf9a.png\"><\/a><\/a><\/p>\n<p>Seed-ASR \u5df2\u5728\u8c46\u5305 APP \u4e2d\u5e94\u7528\uff0c\u88ab\u7f51\u53cb\u7528\u5728\u82f1\u8bed\u4f1a\u8bdd\u3001\u865a\u62df\u804a\u5929\u4f34\u4fa3\u3001\u590d\u523b\u4eb2\u53cb\u58f0\u97f3\u7b49\u591a\u4e2a\u573a\u666f\u3002\u9762\u5411\u66f4\u591a\u4f01\u4e1a\u5ba2\u6237\uff0cSeed-ASR \u4f9d\u6258\u706b\u5c71\u5f15\u64ce\uff0c \u5728\u8bed\u97f3\u4ea4\u4e92\u3001\u5185\u5bb9\u5ba1\u6838\u3001\u4f1a\u8bae\u8bbf\u8c08\u8f6c\u5199\u3001\u97f3\u89c6\u9891\u5b57\u5e55\u7b49\u573a\u666f\u4e5f\u6709\u843d\u5730\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-7017c8512c846af83bfb0549b8130ada.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-7017c8512c846af83bfb0549b8130ada.png\"><\/a><\/p>\n<p><strong>\u76ee\u524d\uff0c Seed-ASR \u6280\u672f\u62a5\u544a\u5df2\u7ecf\u516c\u5f00\uff0c\u5728\u591a\u4e2a\u9886\u57df\u3001\u591a\u79cd\u8bed\u8a00\u3001\u65b9\u8a00\u3001\u53e3\u97f3\u7efc\u5408\u8bc4\u4f30\u96c6\u4e0a\uff0c\u5b83\u6bd4\u5176\u4ed6\u7aef\u5230\u7aef\u6a21\u578b\u8868\u73b0\u51fa\u663e\u8457\u6539\u8fdb\u3002<\/strong><\/p>\n<p><strong>\u5bf9\u6bd4\u6b64\u524d\u53d1\u5e03\u7684\u5927\u578b ASR \u6a21\u578b\uff0cSeed-ASR \u5728\u4e2d\u82f1\u6587\u516c\u5f00\u6d4b\u8bd5\u96c6\u4e0a\uff0c\u5355\u8bcd\u9519\u8bef\u7387\uff08\u9762\u5411\u4e2d\u6587\u4ee5\u5355\u4e2a\u5b57\u8ba1\u7b97\uff09\u964d\u4f4e 10%-40% \uff0c\u5c55\u73b0\u51fa\u4e00\u5b9a\u4f18\u52bf\u3002<\/strong><\/p>\n<p>\u6709\u7f51\u53cb\u5728\u8bd5\u7528\u540e\u8868\u793a\uff0c\u8fd9\u4e2a\u6a21\u578b\u7684\u8868\u73b0\u786e\u5b9e\u8d85\u51fa\u9884\u671f\uff0c\u5bb6\u91cc\u5c0f\u670b\u53cb\u8bf4\u8bdd\u4e5f\u80fd\u542c\u61c2\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a7bad0acb0ac83be3644b5ff2fbf0122.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a7bad0acb0ac83be3644b5ff2fbf0122.png\"><\/a><\/p>\n<p>\u6280\u672f\u8be6\u60c5\u53ca\u66f4\u591a Demo \u5c55\u793a\uff0c\u53ef\u901a\u8fc7\u4e0b\u65b9\u94fe\u63a5\u4e86\u89e3\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f642dac060a709a08e47a0e4f1feb675.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f642dac060a709a08e47a0e4f1feb675.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\n<p>\u8bba\u6587\u6807\u9898\uff1aSeed-ASR: Understanding Diverse Speech and Contexts with LLM-based Speech Recognition<\/p>\n<\/section>\n<\/li>\n<li>\n<section>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/team.doubao.com\/zh\/publication\/seed-asr-understanding-diverse-speech-and-contexts-with-llm-based-speech-recognition?view_from=research<\/p>\n<\/section>\n<\/li>\n<li>\n<section>\n<p>Demo\u5c55\u793a\uff1ahttps:\/\/bytedancespeech.github.io\/seedasr_tech_report\/<\/p>\n<\/section>\n<\/li>\n<\/ul>\n<h4><span class=\"ez-toc-section\" id=\"_%E6%8A%80%E6%9C%AF%E4%BA%AE%E7%82%B9%E4%B8%8E%E5%8E%9F%E7%90%86\"><\/span><strong>\u00a0\u6280\u672f\u4eae\u70b9\u4e0e\u539f\u7406\u00a0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Seed-ASR \u7684\u7acb\u9879\u59cb\u4e8e 2023 \u5e74\u521d\uff0c\u968f\u7740 ChatGPT \u6a2a\u7a7a\u51fa\u4e16\uff0cScaling Laws \u6210\u4e3a\u663e\u5b66\uff0c\u5404\u9886\u57df\u7814\u7a76\u8005\u90fd\u610f\u8bc6\u5230\uff0c\u53c2\u6570\u91cf\u548c\u6570\u636e\u91cf\u7684\u5927\u5e45\u589e\u957f\u4f7f\u5f97\u6a21\u578b\u540c\u65f6\u62e5\u6709\u5f3a\u5927\u7684\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u3002<\/p>\n<p>\u6b64\u524d\uff0c\u8bed\u97f3\u4e00\u76f4\u4e0e NLP \u7ed3\u5408\u7d27\u5bc6\uff0c\u8bed\u97f3\u4e0e\u6587\u5b57\u7684\u76f8\u4e92\u8f6c\u6362\u5728\u4eba\u7c7b\u5927\u8111\u5185\u672c\u5c31\u662f\u4e00\u9879\u201c\u4e0d\u5047\u601d\u7d22\u4fbf\u6267\u884c\u201d\u7684\u4efb\u52a1\uff0c\u5bf9\u673a\u5668\u4e5f\u7c7b\u4f3c\u3002<\/p>\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u80cc\u666f\uff0c\u7814\u7a76\u56e2\u961f\u5e0c\u671b\u8ba9 ASR \u6a21\u578b\u80fd\u591f\u5229\u7528 LLM \u4e30\u5bcc\u7684\u77e5\u8bc6\uff0c\u6574\u4f53\u63d0\u5347 ASR \u8bc6\u522b\u7ed3\u679c\u7684\u51c6\u786e\u6027\uff0c\u7531\u6b64\uff0c\u5f00\u542f\u4e86 Seed-ASR \u7684\u76f8\u5173\u5de5\u4f5c\u3002<\/p>\n<p><strong>\u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0cSeed-ASR \u6838\u5fc3\u4eae\u70b9\u5728\u4e8e\u4e24\u65b9\u9762\uff1a<\/strong><\/p>\n<p><strong>\u5176\u4e00\uff0c\u57fa\u4e8e\u5927\u6a21\u578b\uff0c\u4e3a ASR \u5f15\u5165\u4e86\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u3002<\/strong><\/p>\n<p>Seed-ASR \u6709 LLM \u52a0\u6301\uff0c\u53ef\u5229\u7528\u4e30\u5bcc\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u8bed\u97f3\u4fe1\u53f7\u3002\u5177\u4f53\u5b9e\u73b0\u4e0a\uff0c\u901a\u8fc7\u6784\u5efa\u6709\u6548\u4e14\u591a\u6837\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u56e2\u961f\u6fc0\u53d1\u4e86\u6a21\u578b\u7684\u8bed\u97f3\u6a21\u6001\uff0c\u4f7f\u5f97\u6a21\u578b\u53ef\u4ee5\u7ed3\u5408\u6587\u672c\uff0c\u6355\u6349\u8bed\u97f3\u4e2d\u7684\u76f8\u5173\u4fe1\u606f\uff0c\u518d\u5728\u63a8\u7406\u4e2d\uff0c\u8bbe\u8ba1\u4e00\u4e9b\u89e3\u7801\u7b56\u7565\uff0c\u4ee5\u7f13\u89e3\u4e0a\u4e0b\u6587\u5f15\u5165\u9020\u6210\u7684\u5e7b\u89c9\u53ca\u8bef\u8f6c\u5199\u95ee\u9898\u3002<\/p>\n<p>\u4e0a\u8ff0\u5de5\u4f5c\u4f7f\u5f97\u4e0e AI \u5bf9\u8bdd\u65f6\uff0c\u6a21\u578b\u80fd\u591f\u7406\u89e3\u7279\u5b9a\u672f\u8bed\uff0c\u4e5f\u80fd\u5728\u4f1a\u8bae\u7eaa\u8981\u4e2d\uff0c\u201c\u542c\u61c2\u201d\u65b0\u52a0\u5165\u53c2\u4f1a\u8005\u7684\u4eba\u540d\u3002\u4e14\u6c9f\u901a\u8d8a\u591a\uff0c\u4e0a\u4e0b\u6587\u4fe1\u606f\u8d8a\u591a\uff0c\u540e\u7eed\u8f6c\u5f55\u7684\u6b63\u786e\u7387\u5c31\u8d8a\u9ad8\u3002<\/p>\n<p><strong>\u5176\u4e8c\uff0c All-in-One \u7406\u5ff5\u5e26\u6765\u5f3a\u5927\u7684\u6cdb\u5316\u6548\u679c\u3002<\/strong><\/p>\n<p>\u4f20\u7edf ASR \u5c5e\u4e8e\u5c0f\u6a21\u578b\uff0c\u6bcf\u4e2a\u9886\u57df\u9700\u8981\u7279\u5b9a\u6a21\u578b\u89e3\u51b3\u7ec6\u5206\u95ee\u9898\uff0c\u53e6\u6709\u4e0e\u4e4b\u914d\u5957\u7684\u878d\u5408\u65b9\u6cd5\uff0c\u8131\u79bb\u7279\u5b9a\u573a\u666f\uff0c\u8868\u73b0\u4fbf\u4f1a\u4e0b\u964d\u3002Seed-ASR \u57fa\u4e8e All-in-One \u601d\u8def\uff0c\u5f3a\u5927\u7684\u6cdb\u5316\u6027\u4f7f\u5b83\u80fd\u88ab\u7528\u4e8e\u5404\u7c7b\u573a\u666f\uff0c\u66f4\u4e3a\u7b80\u6d01\u3002<\/p>\n<p>\u9664\u5374\u4e0a\u8ff0\u4e24\u65b9\u9762\uff0cSeed-ASR \u8fd8\u62e5\u6709\u8bc6\u522b\u51c6\u786e\u7387\u9ad8\u3001\u652f\u6301\u591a\u79cd\u8bed\u8a00\u7b49\u7279\u6027\uff0c\u5176\u4e2d CN \u7248\u652f\u6301 13 \u79cd\u4e2d\u6587\u65b9\u8a00\uff0c\u591a\u8bed\u8a00\u7248\u652f\u6301\u82f1\u8bed\u548c\u5176\u4ed6 7 \u79cd\u8bed\u8a00\uff0c\u540c\u65f6\u6b63\u5728\u62d3\u5c55\u652f\u6301 40 \u79cd\u8bed\u8a00\u3002<\/p>\n<p>\u8fd9\u4e9b\u80fd\u529b\u4e2d\uff0c\u9ad8\u7cbe\u5ea6\u8bc6\u522b\u4e0e\u591a\u79cd\u8bed\u8a00\u652f\u6301\u80fd\u529b\u6e90\u4e8e Scaling Laws \u7406\u5ff5\u3002\u6a21\u578b\u5bb9\u91cf\u6269\u5927\uff0c\u66f4\u591a\u6837\u66f4\u5e7f\u6cdb\u6570\u636e\u7684\u5f15\u5165\uff0c\u63d0\u4f9b\u4e86\u6a21\u578b\u66f4\u597d\u7684\u6cdb\u5316\u6027\u548c\u80fd\u529b\u6d8c\u73b0\u3002\u6b63\u5982 GPT \u7cfb\u5217\u6bcf\u4e00\u4ee3\u7684\u8fdb\u5316\u4e00\u6837\u3002\u6b64\u5916\uff0c\u5206\u9636\u6bb5\u7684\u8bad\u7ec3\u65b9\u5f0f\u65e2\u8d4b\u4e88\u6a21\u578b\u9ad8\u7cbe\u5ea6\u8bc6\u522b\u80fd\u529b\uff0c\u4e5f\u63d0\u4f9b\u6a21\u578b\u5229\u7528\u4e0a\u4e0b\u6587\u63a8\u7406\u7684\u80fd\u529b\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"_%E8%AE%AD%E7%BB%83%E6%96%B9%E6%B3%95\"><\/span><strong>\u00a0\u8bad\u7ec3\u65b9\u6cd5\u00a0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Seed-ASR \u7684\u5f00\u53d1\u52a0\u5165\u4e86\u5206\u9636\u6bb5\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u8fd9\u79cd\u57fa\u4e8e\u97f3\u9891\u6761\u4ef6 LLM \u6846\u67b6\u88ab\u79f0\u4e3a AcLLM \u3002<\/p>\n<section>\u6574\u4e2a\u6d41\u7a0b\u5305\u62ec\uff1a\u7f16\u7801\u5668\u7684\u81ea\u76d1\u7763\u5b66\u4e60\uff08SSL\uff09\u3001\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u3001\u4e0a\u4e0b\u6587\u5fae\u8c03\uff08Context SFT\uff09\u3001\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u3002\u5176\u4e2d\uff0c\u9884\u8bad\u7ec3\u7684\u5927\u91cf\u6587\u672c\u6570\u636e\u8bad\u7ec3\u4f7f\u6a21\u578b\u5b58\u50a8\u5927\u91cf\u77e5\u8bc6\uff0c\u5728\u540e\u7eed\u5fae\u8c03\u4e2d\uff0cLLM \u5728\u66f4\u9ad8\u8d28\u91cf\u7684\u4efb\u52a1\u5bfc\u5411\u6570\u636e\u4e0a\u8fdb\u4e00\u6b65\u5fae\u8c03\uff0c\u589e\u5f3a\u4e86\u4e0a\u4e0b\u6587\u63a8\u7406\u548c\u7406\u89e3\u4efb\u52a1\u6307\u4ee4\u7684\u80fd\u529b\u3002RLHF \u9636\u6bb5\u4e2d\uff0cLLM \u5f97\u4ee5\u4e0e\u4eba\u7c7b\u504f\u597d\u8fdb\u4e00\u6b65\u4fdd\u6301\u4e00\u81f4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a41b457d1f291e2a44ff0f7a2e9f0a09.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a41b457d1f291e2a44ff0f7a2e9f0a09.png\"><\/a><\/section>\n<section>\u6ce8\uff1aSeed-ASR \u8bad\u7ec3\u8fc7\u7a0b<\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u5177\u4f53\u62c6\u89e3\u5404\u4e2a\u9636\u6bb5\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u97f3\u9891\u7f16\u7801\u5668\u7684\u81ea<\/strong><strong>\u76d1\u7763\u5b66\u4e60<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8be5\u6b65\u9aa4\u4f7f\u7f16\u7801\u5668\u80fd\u4ece\u8bed\u97f3\u4e2d\u6355\u83b7\u4e30\u5bcc\u4fe1\u606f\uff0c\u53c2\u8003\u4e86\u57fa\u4e8e BERT \u7684\u8bed\u97f3 SSL \u6846\u67b6\uff0c\u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u79cd\u57fa\u4e8e\u4e00\u81f4\u6027\u7684\u6a21\u578b\uff0c\u53ef\u5728\u97f3\u9891\u4fe1\u53f7\u4e2d\u53ef\u6355\u6349\u5e76\u5b58\u50a8\u8bed\u97f3\u4fe1\u53f7\u4e2d\u7684\u5168\u5c40\u53ca\u5c40\u90e8\u4fe1\u606f\u3002\u56e2\u961f\u5c06\u8bad\u7ec3\u540e\u7684\u97f3\u9891\u7f16\u7801\u6210\u79f0\u4e3a\u201c LUISE \u201d\uff0c\u5b83\u662f\u5927\u89c4\u6a21\u65e0\u76d1\u7763\u8fed\u4ee3\u8bed\u97f3\u7f16\u7801\u5668\uff08Large-scale Unsupervised Iterative Speech Encoder\uff09\u7684\u82f1\u6587\u7f29\u5199\u3002<\/p>\n<\/section>\n<section>\u7ee7\u627f BERT \u7684\u7406\u5ff5\uff0cLUISE \u91c7\u7528\u63a9\u7801\u8bed\u8a00\u9884\u6d4b\u7684\u5b66\u4e60\u8303\u5f0f\uff0c\u5373\uff1a\u5148\u5c06\u6ce2\u5f62\u63d0\u53d6\u7684\u7279\u5f81\u5e8f\u5217\u8f93\u5165\u5230 Token \u5316\u6a21\u5757\uff0c\u5f97\u5230\u6bcf\u4e2a\u5e27\u7684\u79bb\u6563\u6807\u7b7e\uff0c\u518d\u4f7f\u7528\u4ea4\u53c9\u71b5\u51c6\u5219\u5bf9 LUISE \u8fdb\u884c\u8bad\u7ec3\uff0c\u635f\u5931\u51fd\u6570\u4ec5\u5bf9\u63a9\u7801\u5e27\u8fdb\u884c\u8ba1\u7b97\uff0c\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u79fb\u9664 softmax \u5c42\uff0c\u7528 LUISE \u7684 Encoder \u90e8\u5206\u8fdb\u884c\u540e\u7eed\u6709\u76d1\u7763\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u662f\u8be5\u7f16\u7801\u5668\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-eb7cc8ff9edfa9c1f7bcc4d86290b134.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-eb7cc8ff9edfa9c1f7bcc4d86290b134.png\"><\/a><\/section>\n<section>\u56e2\u961f\u8fd8\u5229\u7528\u4e86\u8fed\u4ee3\u56fa\u5b9a\u5206\u8bcd\u5668\u65b9\u6cd5\uff0c\u4ece\u8fde\u7eed\u6570\u636e\u4e2d\u63d0\u53d6\u79bb\u6563\u6807\u7b7e\uff0c\u91cd\u590d\u8fed\u4ee3\u8fc7\u7a0b\uff0c\u9010\u6b65\u4f18\u5316\u4e86\u5206\u8bcd\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section>\u5728\u9009\u62e9\u4e2d\u95f4\u5c42\u8fc7\u7a0b\u4e2d\uff0c\u56e2\u961f\u51bb\u7ed3\u4e86\u7b2c\u4e00\u6b21\u8fed\u4ee3\u8bad\u7ec3\u7684\u7f16\u7801\u5668\u53c2\u6570\uff0c\u6dfb\u52a0\u6620\u5c04\u5c42\u5e76\u5229\u7528 CTC\uff08Connectionist Temporal Classification\uff09\u7b97\u6cd5\u8fdb\u884c\u8d2a\u5a6a\u641c\u7d22\uff0c\u4ece\u800c\u5f97\u5230\u8bcd\u9519\u8bef\u7387\u7ed3\u679c\uff08WER\uff09\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86\u9488\u5bf9 LUISE \u8bed\u4e49\u8868\u793a\u6700\u4f18\u5316\u5c42\u7684\u63a2\u7d22\u5b9e\u9a8c\u7ed3\u679c\uff0c\u5bf9\u4e8e 20 \u4ebf\u53c2\u6570\u7684LUISE\uff0c\u7b2c 25 \u5c42\uff08\u603b\u5171 30 \u5c42\uff09\u7684\u8f93\u51fa\u5c55\u793a\u4e86\u6700\u4f73\u8bed\u4e49\u8868\u793a\uff0c\u5e76\u5728\u540e\u7eed\u8fed\u4ee3\u4e2d\uff0c\u7528\u4e8e\u751f\u6210\u79bb\u6563\u6807\u7b7e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8dede9aa59708bc96c2340d778e72527.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8dede9aa59708bc96c2340d778e72527.png\"><\/a><\/section>\n<ul>\n<li>\n<section><strong>SFT<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5927\u89c4\u6a21\u7eaf\u8bed\u97f3\u6570\u636e\u8bad\u7ec3\u5df2\u8ba9 LUISE \u5177\u5907\u5f3a\u5927\u7684\u8bed\u97f3\u8868\u5f81\u80fd\u529b\uff0c\u80fd\u591f\u4ee5 40ms \u5e27\u7387\u8f93\u51fa\u4e30\u5bcc\u8bed\u97f3\u548c\u8bed\u4e49\u4fe1\u606f\u7684\u8fde\u7eed\u8868\u5f81\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8ba9\u6a21\u578b\u80fd\u7406\u89e3\u8bed\u97f3\u4e2d\u5bf9\u5e94\u6587\u672c\u5185\u5bb9\uff0c\u9700\u8981\u5c06\u7f16\u7801\u8868\u5f81\u7684\u8bed\u4e49\u4fe1\u606f\u6620\u5c04\u5230 LLM \u8bed\u4e49\u7a7a\u95f4\u53bb\u3002\u56e2\u961f\u4e3a\u6b64\u91c7\u7528 2 \u79cd\u65b9\u6cd5\uff1a<\/section>\n<section><\/section>\n<section>\u5728\u6a21\u578b\u7ed3\u6784\u4e0a\uff0c\u5f15\u5165\u4e00\u4e2a\u8f6c\u6362\u5668\u6a21\u5757\u5c06\u97f3\u9891\u7f16\u7801\u5668 LUISE \u4e0e LLM \u8fde\u63a5\u8d77\u6765\u3002\u5f53\u63d0\u4f9b\u4e0a\u4e0b\u6587\u65f6\uff0c\u6a21\u578b\u4f1a\u8bc6\u522b\u76f8\u5173\u8bed\u97f3\u4fe1\u606f\uff0c\u7ed3\u5408\u4e0a\u4e0b\u6587\uff0c\u63d0\u4f9b\u51c6\u786e\u6587\u672c\uff0c\u5426\u5219\u5c06\u8bed\u97f3\u76f4\u63a5\u8f6c\u5f55\u4e3a\u6587\u672c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ae329a8c0df612f6b802d92d6e35521a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ae329a8c0df612f6b802d92d6e35521a.png\"><\/a><\/section>\n<section>\u8bad\u7ec3\u65b9\u5f0f\u4e0a\uff0c\u56e2\u961f\u91c7\u7528\u4e86\u201c\u53ef\u5b66\u4e60\u7f16\u7801\u5668 + \u53ef\u5b66\u4e60\u8f6c\u5316\u5668+\u56fa\u5b9a LLM \u201d\u7b56\u7565\uff0c\u8fd9\u6837\u53ef\u4fdd\u6301 LLM \u4e30\u5bcc\u7684\u8bed\u4e49\u77e5\u8bc6\u548c\u63a8\u7406\u80fd\u529b\uff0c\u901a\u8fc7\u7f16\u7801\u5668\u548c\u8f6c\u6362\u5668\u53c2\u6570\u8bad\u7ec3\uff0c\u4f7f\u5f97\u8bed\u97f3\u4e2d\u7684\u8bed\u4e49\u4fe1\u606f\u4e0e LLM \u7684\u8bed\u4e49\u7a7a\u95f4\u5bf9\u9f50\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>Context SFT<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>Context SFT \uff0c\u4e0d\u6b62\u5173\u4e4e\u8bed\u97f3\u5bf9\u8bdd\u4e2d\u7684\u80cc\u666f\u4fe1\u606f\u7406\u89e3\uff0c\u5bf9\u4e8e\u8bed\u97f3\u8bc6\u522b\u4e2d\u7684\u6a21\u7cca\u4fe1\u606f\uff0c\u6bd4\u5982\u53e3\u97f3\u3001\u53d1\u97f3\u4e0d\u6e05\u3001\u540c\u97f3\u5f02\u4e49\u8bcd\u3001\u751f\u50fb\u8bcd\u7b49\u7406\u89e3\u4e5f\u6709\u5f88\u5927\u610f\u4e49\u3002\u4e3a\u6b64\uff0c\u56e2\u961f\u5f15\u5165\u4e86\u4e0a\u4e0b\u6587\u611f\u77e5\u8bad\u7ec3\u4ee5\u53ca\u8054\u5408\u6ce2\u675f\u641c\u7d22\u65b9\u6cd5\u6765\u589e\u5f3a\u76f8\u5173\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\u56e2\u961f\u4f7f\u7528\u81ea\u7814\u7684\u8bed\u8a00\u6a21\u578b\u6765\u751f\u6210\u8bed\u97f3\u8f6c\u5f55\u6709\u5173\u7684\u4e0a\u4e0b\u6587\uff0c\u5e76\u6784\u5efa\u4e86\u201c\u4e0a\u4e0b\u6587\uff0c\u8bed\u97f3\uff0c\u6587\u672c\u201d\u4e09\u79cd\u5143\u7d20\u7684\u6570\u636e\u96c6\uff0c\u5c06\u5176\u4e0e\u4e00\u5b9a\u6bd4\u4f8b\u7684\u4e00\u822c ASR \u6570\u636e\u6df7\u5408\u8bad\u7ec3\uff0c\u5e76\u5728\u8bad\u7ec3\u4e2d\u5c06\u4e0a\u4e0b\u6587\u548c\u8bed\u97f3\u8868\u5f81\u8f93\u5165 LLM \u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u539f\u751f\u6ce2\u675f\u641c\u7d22\u7684\u5e7b\u89c9\u95ee\u9898\uff0c\u56e2\u961f\u8fd8\u63d0\u51fa\u4e00\u79cd\u8054\u5408\u6ce2\u675f\u641c\u7d22\u7684\u89e3\u7801\u7b56\u7565\u4ee5\u7f13\u89e3\u5e7b\u89c9\uff0c\u627e\u5230\u6700\u4f18\u5f97\u5206 P(y|x,c) \uff0c\u5176\u4e2d\uff0cy \u8868\u793a\u9884\u6d4b\u7684\u5047\u8bbe\uff0cx \u662f\u8bed\u97f3\u4fe1\u606f\uff0cc \u662f\u7ed9\u5b9a\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u8d85\u53c2\u6570 \u03b1 \u7528\u4e8e\u5e73\u8861\u89e3\u7801\u8fc7\u7a0b\u4e2d\u8bed\u97f3\u4fe1\u606f\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u6743\u91cd\uff0c\u5e76\u4e14\uff0c\u56e2\u961f\u8fd8\u5f15\u5165\u4e86\u4e00\u79cd\u4fee\u526a\u7b56\u7565\uff0c\u8fc7\u6ee4\u6389\u8bed\u4e49\u65b9\u9762\u4e0d\u5408\u7406\u7684\u5019\u9009\u8bcd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c9bd2f1d91f518527dca78d882a074b6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c9bd2f1d91f518527dca78d882a074b6.png\"><\/a><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86\u201c\u6709\u4e0a\u4e0b\u6587\u201d\u548c\u201c\u65e0\u4e0a\u4e0b\u6587\u201d\u8f6c\u5f55\u8bed\u97f3\u7684\u793a\u4f8b\u60c5\u51b5\uff0c\u4ece\u7b2c\u4e8c\u884c\u8f93\u51fa\u7ed3\u679c\u53ef\u89c1\uff0c\u6709\u4e0a\u4e0b\u6587\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u8f93\u51fa\u4e0e\u6b64\u524d\u51fa\u73b0\u7684\u5355\u8bcd\u201c ceaseth \u201d \u3001 \u201c sufficeth \u201d\u8fdb\u884c\u4e86\u5bf9\u9f50\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-45faa012074971eaa2c9bf687d132b27.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-45faa012074971eaa2c9bf687d132b27.png\"><\/a><\/section>\n<ul>\n<li>\n<section><strong>RL<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7684\u5f15\u5165\uff0c\u4f7f\u6a21\u578b\u5728\u5e8f\u5217\u5efa\u6a21\u4efb\u52a1\u4e2d\u5b66\u4e60\u5230\u76f8\u5bf9\u6700\u4f18\u7684\u51b3\u7b56\u7b56\u7565\u3002\u901a\u8fc7\u6784\u5efa\u57fa\u4e8e ASR \u6307\u6807\u7684\u5956\u52b1\u51fd\u6570\uff0c\u56e2\u961f\u5c06\u5176\u5f15\u5165 Seed-ASR \u4e2d\u3002\u4e0d\u4ec5\u4e8e\u6b64\uff0c\u56e2\u961f\u8fd8\u5c06\u52a0\u6743\u5355\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\u4f5c\u4e3a\u989d\u5916\u5956\u52b1\u51fd\u6570\uff0c\u8fd9\u6837\u53ef\u4f7f\u6a21\u578b\u66f4\u591a\u5173\u6ce8\u5173\u952e\u8bcd\u7684\u9519\u8bef\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u5230\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u56e2\u961f\u4f7f\u7528\u524d\u4e00\u9636\u6bb5\u8bad\u7ec3\u7684\u4e0a\u4e0b\u6587 SFT \u521d\u59cb\u5316\u6a21\u578b\u53c2\u6570\uff0c\u5229\u7528\u9ad8\u8d28\u91cf\u6570\u636e\u8fdb\u884c\u6570\u5343\u5c0f\u65f6\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff0c\u4e3a\u4fdd\u8bc1\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\uff0c\u8bad\u7ec3\u6570\u636e\u8fd8\u5305\u62ec\u4e00\u5b9a\u6bd4\u4f8b\u7684\u201c\u4e0a\u4e0b\u6587\uff0c\u8bed\u97f3\uff0c\u6587\u672c\u201d\u4e09\u79cd\u5143\u7d20\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6d88\u878d\u7814\u7a76\u4e2d\uff0c\u5c06\u52a0\u6743 WER \u4f5c\u4e3a\u5956\u52b1\u51fd\u6570\u7684\u6a21\u578b\uff08\u6700\u540e 2 \u884c\uff09\u5728 3 \u4e2a\u8bc4\u4f30\u96c6\u7684\u8868\u73b0\u4f18\u5f02\uff0c\u6700\u540e\u4e00\u884c\u8bad\u7ec3\u8fdb\u4e00\u6b65\u52a0\u5165\u4e09\u79cd\u5143\u7d20\u7684\u6570\u636e\u96c6\uff0c\u5176\u4e0a\u4e0b\u6587\u80fd\u529b\u8868\u73b0\u5f97\u4ee5\u4fdd\u6301\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-34405c13c21a30a5bc34813eb821ed9b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-34405c13c21a30a5bc34813eb821ed9b.png\"><\/a><\/section>\n<h4><span class=\"ez-toc-section\" id=\"_%E5%AE%9E%E9%AA%8C%E7%BB%93%E6%9E%9C%E4%B8%8E%E6%8A%80%E6%9C%AF%E5%B1%95%E6%9C%9B\"><\/span><strong>\u00a0\u5b9e\u9a8c\u7ed3\u679c\u4e0e\u6280\u672f\u5c55\u671b\u00a0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86 Seed-ASR \u4e0e\u5176\u4ed6\u540c\u7c7b\u6a21\u578b\u7684\u5e73\u5747\u5355\u8bcd\u9519\u8bef\u7387\uff0c\u5728\u4e2d\u6587\u9886\u57df\uff0cSeed-ASR \u5bf9\u6bd4\u4e3b\u6d41\u6a21\u578b\u65e0\u8bba\u662f\u666e\u901a\u8bdd\u5728\u591a\u9886\u57df\u7684\u8bc6\u522b\u9519\u8bef\u7387\uff0c\u8fd8\u662f 6 \u4e2a\u666e\u901a\u8bdd\u6d4b\u8bd5\u96c6\u4e0a\uff0c\u5176\u5e73\u5747\u9519\u8bef\u7387\u90fd\u4f4e\u4e8e\u5176\u4ed6\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-68ac993b988f0b2b17b21ca86ad6333f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-68ac993b988f0b2b17b21ca86ad6333f.png\"><\/a><\/section>\n<section>\u9762\u5411\u82f1\u6587\u8868\u73b0\u4e5f\u5f88\u597d\uff0c\u65e0\u8bba\u9762\u5411\u591a\u9886\u57df\u82f1\u8bed\u8bc6\u522b\u8bc4\u6d4b\uff0c\u8fd8\u662f MLS \u516c\u5171\u8bc4\u6d4b\u96c6\uff0c\u5176\u8868\u73b0\u540c\u6837\u7a81\u51fa\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b5c89bba1a8361bbd70108539130fc59.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b5c89bba1a8361bbd70108539130fc59.png\"><\/a><\/section>\n<section>\u9664\u5374\u5ba2\u89c2\u8bc4\u4ef7\u5916\uff0c\u56e2\u961f\u8fd8\u5f15\u5165\u4e3b\u89c2\u8bc4\u4ef7\uff0c\u9009\u62e9 3 \u540d\u8f6c\u5f55\u5458\u8fdb\u884c\u4eba\u5de5\u8bc6\u522b\uff0c\u5c06\u6587\u672c\u4e0e Seed-ASR \u8fdb\u884c\u5bf9\u6bd4\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u663e\u793a\uff0c\u5728\u8bed\u97f3\u641c\u7d22\u548c\u8bed\u97f3\u52a9\u624b\u9886\u57df\uff0c\u4e24\u8005\u65d7\u9f13\u76f8\u5f53\uff0c\u800c\u5728\u76f4\u64ad\u3001\u89c6\u9891\u3001\u4f1a\u8bae\u573a\u666f\uff0cSeed-ASR\uff08 CN \u7248\u672c\uff09\u8868\u73b0\u51fa\u6bd4\u4eba\u7c7b\u66f4\u597d\u7684\u4e3b\u89c2\u53ef\u7406\u89e3\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d8ef24160cb2cfa94616c0b91188be15.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d8ef24160cb2cfa94616c0b91188be15.png\"><\/a><\/section>\n<section>\u5728\u7814\u7a76\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\uff0c\u56e2\u961f\u8fd8\u89c2\u5bdf\u5230\uff0c\u66f4\u5927\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u589e\u52a0\u8bad\u7ec3\u6570\u636e\u91cf\u7ea7\uff0c\u4e0d\u65ad\u964d\u4f4e\u635f\u5931\u503c\u3002<\/section>\n<section><\/section>\n<section>\u636e\u56e2\u961f\u6240\u4e86\u89e3\uff0c\u76ee\u524d\u5c1a\u65e0\u57fa\u4e8e LLM \u00a0\u6846\u67b6\u7684\u97f3\u9891\u7f16\u7801\u5668 Scaling Laws \u7684\u7814\u7a76\uff0c\u56e2\u961f\u5728\u8bad\u7ec3\u9636\u6bb5\u9009\u53d6\u4e86 5 \u4e2a\u91cf\u7ea7\u7684\u6a21\u578b\uff0c\u901a\u8fc7 770 \u4e07\u5c0f\u65f6\u65e0\u76d1\u7763\u591a\u9886\u57df\u7eaf\u8bed\u97f3\u6570\u636e\u8bad\u7ec3\uff0c\u89c2\u5bdf Loss \u503c\u3001\u5355\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u4e0b\u56fe\u80fd\u770b\u51fa\uff0c\u968f\u7740\u6a21\u578b\u89c4\u6a21\u63d0\u5347\uff08\u5728\u6a2a\u8f74\u53d6 2 \u4e3a\u5e95\u7684\u5bf9\u6570\u503c\uff09\uff0c\u4ea4\u53c9\u71b5\u9884\u8bad\u7ec3 Loss \u503c\u4e0e\u5355\u8bcd\u9519\u8bef\u7387\u5747\u4f1a\u964d\u4f4e\uff0c\u4e14\u9884\u8bad\u7ec3 Loss \u503c\u4e0e\u5355\u8bcd\u9519\u8bef\u7387\u5448\u6b63\u76f8\u5173\u5173\u7cfb\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4b11a6aa51ff21aa2949c012b1e4335b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4b11a6aa51ff21aa2949c012b1e4335b.png\"><\/a><\/section>\n<section>\u4e3a\u63a2\u7d22\u957f\u8bed\u97f3\u6570\u636e\u5728\u6a21\u578b\u8868\u73b0\u4e0a\u7684\u5f71\u54cd\uff0c\u56e2\u961f\u8fd8\u6784\u5efa\u4e86\u4e00\u7cfb\u5217\u6570\u636e\u96c6\uff0c\u5206\u522b\u76f4\u63a5\u7528\u957f\u8bed\u97f3\u6570\u636e\u8fdb\u884c\u5fae\u8c03\uff0c\u5bf9\u7167\u7ec4\u4f7f\u7528\u5207\u5206\u540e\u7684\u77ed\u8bed\u97f3\u5fae\u8c03\uff0c\u5e76\u4e14\u6bd4\u5bf9\u4e86\u5176\u4ed6 ASR \u6a21\u578b\u3002<\/p>\n<\/section>\n<section>\u7ed3\u679c\u663e\u793a\uff0c\u957f\u8bed\u97f3 SFT \u6548\u679c\u66f4\u4f73\u3002\u56e2\u961f\u8ba4\u4e3a\uff0c\u5206\u6bb5\u64cd\u4f5c\u53ef\u80fd\u5bfc\u81f4\u4e86\u8fb9\u754c\u4fe1\u606f\u4e22\u5931\uff0c\u964d\u4f4e\u8bc6\u522b\u51c6\u786e\u7387\uff0c\u4e14\u5f71\u54cd\u4e86\u5168\u5c40\u4e0a\u4e0b\u6587\u7684\u4e00\u81f4\u6027\uff0c\u8fdb\u800c\u964d\u4f4e\u4e86\u8bc6\u522b\u7ed3\u679c\u7684\u51c6\u786e\u6027\u548c\u4e00\u81f4\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-983634780186a02ce39e4cc0c370b8e1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-983634780186a02ce39e4cc0c370b8e1.png\"><\/a><\/section>\n<section>\u6797\u540c\u5b66\u662f\u8be5\u9879\u76ee\u7684\u4e3b\u8981\u53c2\u4e0e\u8005\u4e4b\u4e00\uff0c\u5c55\u671b Seed-ASR \u5c06\u91ca\u653e\u7684\u6f5c\u529b\uff0c\u4ed6\u8ba4\u4e3a\uff0c<strong>\u8bed\u97f3\u5185\u5bb9\u7406\u89e3\u4f5c\u4e3a\u4ea4\u4e92\u5165\u53e3\uff0c\u51c6\u786e\u7387\u7684\u8fdb\u4e00\u6b65\u63d0\u5347\u5c06\u63a8\u52a8\u4eba\u673a\u4ea4\u4e92\u66f4\u4e3a\u201c\u667a\u80fd\u5316\u201d\u3002ASR \u5bf9\u4e8e\u5c0f\u4f17\u8bed\u8a00\u3001\u53e3\u97f3\u3001\u53d1\u97f3\u7684\u66f4\u5f3a\u517c\u5bb9\u6027\uff0c\u53ef\u4fc3\u4f7f\u6280\u672f\u8fdb\u4e00\u6b65\u666e\u60e0\u4e0d\u540c\u6587\u5316\u80cc\u666f\u6216\u6c9f\u901a\u969c\u788d\u7684\u5c0f\u4f17\u7fa4\u4f53\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u6280\u672f\u53d1\u5c55\u7684\u5c55\u671b\uff0c\u6797\u540c\u5b66\u9887\u4e3a\u4e50\u89c2\uff1a\u201c\u76ee\u524d Scaling Laws \u7684\u6f5c\u529b\u5c1a\u672a\u88ab\u7a77\u5c3d\uff0c\u6211\u4eec\u5728\u6570\u636e\u548c\u6a21\u578b\u7ed3\u6784\u7684\u5347\u7ea7\u5de5\u4f5c\u4ecd\u6536\u76ca\u53ef\u89c2\uff0c\u6211\u4eec\u5c06\u7ee7\u7eed\u63a2\u7d22\u201d\u3002<\/section>\n<h4><span class=\"ez-toc-section\" id=\"_%E2%80%9C%E5%8A%A1%E5%AE%9E%E2%80%9D%E3%80%81%E2%80%9C%E9%87%8D%E8%A7%86%E6%8A%80%E6%9C%AF%E2%80%9D%E6%98%AF%E5%9B%A2%E9%98%9F%E7%9A%84%E5%BA%95%E8%89%B2\"><\/span><strong>\u00a0\u201c\u52a1\u5b9e\u201d\u3001\u201c\u91cd\u89c6\u6280\u672f\u201d\u662f\u56e2\u961f\u7684\u5e95\u8272<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4e8b\u5b9e\u4e0a\uff0cSeed-ASR \u65e9\u5df2\u88ab\u5e94\u7528\u4e8e\u8c46\u5305 APP 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