{"id":902,"date":"2026-08-11T12:04:01","date_gmt":"2026-08-11T12:04:01","guid":{"rendered":"https:\/\/sonix.ai\/ai\/?p=902"},"modified":"2026-08-11T19:59:53","modified_gmt":"2026-08-11T19:59:53","slug":"bert-vs-roberta","status":"publish","type":"post","link":"https:\/\/sonix.ai\/ai\/zh\/\u4f2f\u7279-vs-\u7f57\u4f2f\u5854\/","title":{"rendered":"BERT \u4e0e RoBERTa\uff1a\u54ea\u79cd\u6a21\u578b\u66f4\u9002\u5408\u5206\u6790\u8f6c\u5f55\u7684\u8bed\u97f3\uff1f"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u4f60\u662f\u5426\u66fe\u597d\u5947\uff0c\u5f53\u4f60\u5c06\u4e00\u6bb5\u5f55\u97f3\u4e0a\u4f20\u5230\u4f60\u7684<\/span><a href=\"https:\/\/sonix.ai\/features\/automated-transcription?utm_source=chatgpt.com\"> <span style=\"font-weight: 400;\">\u81ea\u52a8\u8f6c\u5f55<\/span><\/a><span style=\"font-weight: 400;\"> \u5e73\u53f0\uff1f\u73b0\u4ee3\u8bed\u97f3\u8f6c\u6587\u672c\u7cfb\u7edf\u53ef\u80fd\u5305\u542b\u591a\u4e2a\u4eba\u5de5\u667a\u80fd\u7ec4\u4ef6\uff1a\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u5c06\u97f3\u9891\u8f6c\u6362\u4e3a\u6587\u672c\uff0c\u800c\u8bed\u8a00\u6a21\u578b\u548c\u5176\u4ed6\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u7cfb\u7edf\u5219\u53ef\u4ee5\u5bf9\u8be5\u6587\u672c\u8fdb\u884c\u5206\u6790\u3001\u5206\u7c7b\u3001\u6458\u8981\u6216\u4f18\u5316\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">BERT \u548c RoBERTa \u662f\u4e24\u79cd\u5728\u6587\u672c\u7406\u89e3\u9886\u57df\u9887\u5177\u5f71\u54cd\u529b\u7684\u6a21\u578b\u3002\u867d\u7136\u5b83\u4eec\u5747\u65e0\u6cd5\u76f4\u63a5\u5c06\u97f3\u9891\u8f6c\u5f55\u4e3a\u6587\u672c\uff0c\u4f46\u901a\u8fc7\u6bd4\u8f83\u4e8c\u8005\uff0c\u6709\u52a9\u4e8e\u8bf4\u660e\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u7684\u6539\u8fdb\u5982\u4f55\u5f71\u54cd\u5bf9\u8bdd\u8f6c\u5f55\u6587\u672c\u7684\u4e0b\u6e38\u5206\u6790\u3002 RoBERTa \u4f18\u5316\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\u5728\u591a\u4e2a\u4e3b\u8981\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u6bd4\u539f\u59cb BERT \u66f4\u4f18\u5f02\u7684\u6210\u7ee9\uff0c\u5176\u4e2d\u5305\u62ec\u4e00\u9879\u6d89\u53ca\u793e\u4ea4\u5a92\u4f53\u975e\u6b63\u5f0f\u8bed\u8a00\u7684\u60c5\u611f\u5206\u6790\u7814\u7a76\u3002.<\/span><\/p>\n<h2><b>\u4e3b\u8981\u6536\u83b7<\/b><\/h2>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>RoBERTa \u7684\u8868\u73b0\u6bd4 BERT \u9ad8\u51fa 2.85 \u4e2a\u767e\u5206\u70b9<\/b><span style=\"font-weight: 400;\"> \u57282025\u5e74\u7684\u4e00\u9879\u60c5\u611f\u5206\u7c7b\u7814\u7a76\u4e2d\uff0c\u5b9e\u73b0\u4e86 <\/span><a href=\"https:\/\/iieta.org\/download\/file\/fid\/185589?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">90.45% \u4e0e 87.60% \u7684\u51c6\u786e\u5ea6\u5bf9\u6bd4<\/span><\/a><span style=\"font-weight: 400;\"> \u57fa\u4e8e10,000\u6761\u4e0e\u5fc3\u7406\u5065\u5eb7\u76f8\u5173\u7684\u82f1\u8bed\u63a8\u6587\u6570\u636e\u96c6\u3002\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u6a21\u578b\u5728\u8be5\u7279\u5b9a\u975e\u6b63\u5f0f\u6587\u672c\u4efb\u52a1\u4e0a\u8868\u73b0\u66f4\u4f18\uff0c\u800c\u975e\u8f6c\u5f55\u51c6\u786e\u7387\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RoBERTa \u4f7f\u7528 <\/span><a href=\"https:\/\/www.comet.com\/site\/blog\/roberta-a-modified-bert-model-for-nlp\"><span style=\"font-weight: 400;\">\u52a8\u6001\u906e\u7f69<\/span><\/a><span style=\"font-weight: 400;\"> \u4ee5\u53ca\u4e00\u4e2a\u7ea650K\u5b57\u8282\u7ea7\u7684BPE\u8bcd\u6c47\u8868\uff08\u76f8\u6bd4\u4e4b\u4e0b\uff0cBERT\u7684\u8bcd\u6c47\u8868\u7ea6\u4e3a30K\u4e2a\u4ee4\u724c\uff09\uff0c\u6b64\u5916\u8fd8\u5bf9\u539f\u59cb\u7684BERT\u9884\u8bad\u7ec3\u6d41\u7a0b\u8fdb\u884c\u4e86\u82e5\u5e72\u5176\u4ed6\u8c03\u6574\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u7528\u4e8e\u4e0b\u6e38\u6587\u672c\u5206\u6790\u7684\u8bed\u8a00\u6a21\u578b\u4e0d\u5e94\u4e0e\u5c06\u97f3\u9891\u8f6c\u6362\u4e3a\u6587\u672c\u7684\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u6a21\u578b\u6df7\u4e3a\u4e00\u8c08\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5728\u591a\u4e2a\u4e3b\u8981\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u57fa\u51c6\u6d4b\u8bd5\u4ee5\u53ca\u4e0a\u8ff0\u975e\u6b63\u5f0f\u6587\u672c\u60c5\u611f\u5206\u6790\u4efb\u52a1\u4e2d\uff0cRoBERTa \u8868\u73b0\u5747\u4f18\u4e8e\u539f\u59cb BERT\uff0c\u4f46\u8fd9\u4e9b\u7ed3\u679c\u5e76\u4e0d\u80fd\u8bc1\u660e\u57fa\u4e8e RoBERTa \u7684\u7cfb\u7edf\u80fd\u591f\u751f\u6210\u66f4\u51c6\u786e\u7684\u8f6c\u5f55\u6587\u672c\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sonix \u63d0\u4f9b\u5185\u7f6e\u7684 <\/span><a href=\"https:\/\/sonix.ai\/features\/ai-analysis?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u4eba\u5de5\u667a\u80fd\u5206\u6790\u5de5\u5177<\/span><\/a><span style=\"font-weight: 400;\">, \uff0c\u5305\u62ec\u60c5\u611f\u5206\u6790\u3001\u81ea\u52a8\u6458\u8981\u3001\u4e3b\u9898\u5206\u6790\u548c\u8bdd\u9898\u8bc6\u522b\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5168\u9762\u7684\u4eba\u5de5\u667a\u80fd\u5206\u6790\u529f\u80fd\u8868\u660e\u5176\u5177\u5907\u5f3a\u5927\u7684\u4e0b\u6e38\u81ea\u7136\u8bed\u8a00\u5904\u7406\u80fd\u529b\uff0c\u5c3d\u7ba1\u8fd9\u4e9b\u529f\u80fd\u672c\u8eab\u5e76\u4e0d\u80fd\u63ed\u793a\u7a76\u7adf\u662f\u54ea\u79cd\u6a21\u578b\u5728\u9a71\u52a8\u8be5\u5e73\u53f0\u7684\u8f6c\u5f55\u5f15\u64ce\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sonix \u652f\u6301<\/span> <a href=\"https:\/\/sonix.ai\/features\/automated-transcription?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u81ea\u52a8\u8f6c\u5f55<\/span><\/a><span style=\"font-weight: 400;\"> \u652f\u630154\u79cd\u4ee5\u4e0a\u8bed\u8a00\uff0c\u4e3a\u5904\u7406\u5404\u7c7b\u8bed\u97f3\u5185\u5bb9\u7684\u56e2\u961f\u63d0\u4f9b\u591a\u8bed\u8a00\u5de5\u4f5c\u6d41\u7a0b\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sonix maintains<\/span> <a href=\"https:\/\/sonix.ai\/security?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u4f01\u4e1a\u7ea7\u5b89\u5168<\/span><\/a><span style=\"font-weight: 400;\"> \u63a7\u5236\u63aa\u65bd\uff0c\u5e76\u5df2\u901a\u8fc7 SOC 2 II \u7c7b\u8ba4\u8bc1\u3002.<\/span><\/li>\n<\/ul>\n<h2><b>\u7406\u89e3\u8bed\u97f3\u8bc6\u522b\u4e2d\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u8bed\u8a00\u6a21\u578b\u6539\u53d8\u4e86\u8bed\u97f3\u8f6c\u4e3a\u6587\u672c\u540e\u5bf9\u8f6c\u5f55\u6587\u672c\u7684\u5904\u7406\u65b9\u5f0f\u3002\u4f46\u9700\u8981\u660e\u786e\u533a\u5206\u8bed\u8a00\u6a21\u578b\u4e0e\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\uff1aASR \u901a\u8fc7\u5904\u7406\u97f3\u9891\u4fe1\u53f7\u751f\u6210\u8f6c\u5f55\u6587\u672c\uff0c\u800c BERT \u548c RoBERTa \u7b49\u4ee5\u6587\u672c\u4e3a\u4e2d\u5fc3\u7684\u8bed\u8a00\u6a21\u578b\u5219\u5bf9\u751f\u6210\u7684\u6587\u672c\u8fdb\u884c\u5904\u7406\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8bd5\u60f3\u4e00\u4e0b\uff0c\u4f60\u662f\u5982\u4f55\u5728\u522b\u4eba\u8bf4\u8bdd\u4e2d\u9014\u5c31\u7406\u89e3\u5176\u610f\u601d\u7684\u3002 \u4f60\u4e0d\u4ec5\u4ec5\u662f\u5728\u8003\u8651\u5355\u4e2a\u8bcd\u6c47\uff1b\u800c\u662f\u6839\u636e\u4e0a\u4e0b\u6587\u6765\u89e3\u8bfb\u6bcf\u4e2a\u8bcd\u3002\u8fd9\u672c\u8d28\u4e0a\u5c31\u662fBERT\u548cRoBERTa\u7b49\u6a21\u578b\u5bf9\u6587\u672c\u6240\u505a\u7684\u5de5\u4f5c\u2014\u2014\u5b83\u4eec\u5229\u7528Transformer\u67b6\u6784\uff0c\u6839\u636e\u5468\u56f4\u4e0a\u4e0b\u6587\u6765\u5904\u7406\u8bcd\u6c47\u3002\u4f8b\u5982\uff0cBERT\u5c31\u662f\u4e13\u95e8\u8bbe\u8ba1\u6765\u5b66\u4e60\u540c\u65f6\u53d7\u5de6\u53f3\u6587\u672c\u4e0a\u4e0b\u6587\u5171\u540c\u5f71\u54cd\u7684\u8868\u5f81\u7684\u3002.<\/span><\/p>\n<p><b>\u8fd9\u5bf9\u8f6c\u5f55\u672c\u5206\u6790\u4e3a\u4f55\u91cd\u8981\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6709\u52a9\u4e8e\u6839\u636e\u53e5\u5b50\u4e0a\u4e0b\u6587\u533a\u5206\u542b\u4e49\u6a21\u7cca\u7684\u8bcd\u8bed<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u652f\u6301\u5bf9\u4eba\u3001\u7ec4\u7ec7\u53ca\u5176\u4ed6\u5b9e\u4f53\u7684\u547d\u540d\u5b9e\u4f53\u8bc6\u522b<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u652f\u6301\u60c5\u611f\u548c\u4e3b\u9898\u5206\u7c7b<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6709\u52a9\u4e8e\u5206\u6790\u975e\u6b63\u5f0f\u6216\u53e3\u8bed\u5316\u7684\u6587\u672c<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u4e0e\u9002\u5f53\u7684\u6a21\u578b\u548c\u7cfb\u7edf\u7ed3\u5408\u4f7f\u7528\u65f6\uff0c\u652f\u6301\u540e\u7eed\u7684\u6458\u8981\u751f\u6210\u548c\u4fe1\u606f\u63d0\u53d6<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u8bf4\u8bdd\u4eba\u91cd\u53e0\u3001\u53e3\u97f3\u3001\u97f3\u9891\u566a\u58f0\u4ee5\u53ca\u8bf4\u8bdd\u4eba\u5206\u79bb\u7b49\u95ee\u9898\uff0c\u4e3b\u8981\u5bf9\u8f6c\u5f55\u7cfb\u7edf\u4e2d\u7684\u8bed\u97f3\u8bc6\u522b\u548c\u5206\u6bb5\u5904\u7406\u73af\u8282\u6784\u6210\u6311\u6218\u3002.<\/span><\/p>\n<h2><b>BERT\uff1a\u6539\u53d8\u4e00\u5207\u7684\u57fa\u7840<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">BERT\uff08\u57fa\u4e8eTransformer\u7684\u53cc\u5411\u7f16\u7801\u5668\u8868\u793a\uff09\u4e8e2018\u5e74\u95ee\u4e16\uff0c\u5e76\u6210\u4e3a\u73b0\u4ee3\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u6700\u5177\u5f71\u54cd\u529b\u7684\u6a21\u578b\u4e4b\u4e00\u3002\u8fd9\u4e00\u7531\u8c37\u6b4c\u7814\u53d1\u7684\u6a21\u578b\u5f15\u5165\u4e86\u6df1\u5ea6\u53cc\u5411\u9884\u8bad\u7ec3\u6280\u672f\uff0c\u4f7f\u5176\u8868\u793a\u80fd\u591f\u540c\u65f6\u8003\u8651\u6587\u672c\u7684\u5de6\u4fa7\u548c\u53f3\u4fa7\u4e0a\u4e0b\u6587\u3002.<\/span><\/p>\n<h3><b>BERT\u7684\u5de5\u4f5c\u539f\u7406\uff1a<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">BERT\u91c7\u7528\u4e86\u4e00\u79cd\u79f0\u4e3a\u201c\u63a9\u7801\u8bed\u8a00\u5efa\u6a21\u201d\u7684\u6280\u672f\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f1a\u9690\u85cf\u6216\u4fee\u6539\u9009\u5b9a\u7684\u8bcd\u5143\uff0c\u4ece\u800c\u8feb\u4f7f\u6a21\u578b\u6839\u636e\u4e0a\u4e0b\u6587\u8fdb\u884c\u9884\u6d4b\u3002\u8fd9\u79cd\u53cc\u5411\u65b9\u6cd5\u76f8\u8f83\u4e8e\u4ec5\u5355\u5411\u5904\u7406\u4e0a\u4e0b\u6587\u7684\u8bed\u8a00\u8868\u793a\u65b9\u6cd5\uff0c\u4ee3\u8868\u4e86\u4e00\u9879\u91cd\u5927\u8fdb\u6b65\u3002.<\/span><\/p>\n<h3><b>BERT \u7684\u4e3b\u8981\u89c4\u683c\uff1a<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tr1TP4\u4e3b\u8981\u57fa\u4e8eBooksCorpus\u548c\u82f1\u8bed\u7ef4\u57fa\u767e\u79d1<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u4f7f\u7528\u4e86\u4e00\u4e2a\u7ea630,000\u4e2a\u8bcd\u7684\u8bcd\u6c47\u8868<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5728\u539f\u59cb\u5b9e\u73b0\u4e2d\uff0c\u91c7\u7528\u9884\u5904\u7406\u9636\u6bb5\u751f\u6210\u7684\u906e\u7f69\u65b9\u6cd5<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5305\u62ec\u4e00\u9879\u201c\u4e0b\u4e00\u53e5\u9884\u6d4b\u201d\uff08NSP\uff09\u9884\u8bad\u7ec3\u4efb\u52a1<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u8fd9\u4e9b\u7279\u5f81\u5728\u6700\u521d\u7684 BERT \u7814\u7a76\u53ca\u5176\u540e\u7eed\u5bf9\u9884\u8bad\u7ec3\u6d41\u7a0b\u7684\u5206\u6790\u4e2d\u90fd\u6709\u8bb0\u8f7d\u3002.<\/span><\/p>\n<h3><b>BERT \u7684\u4f18\u52bf\u5728\u4e8e\uff1a<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6587\u672c\u5206\u7c7b\u4efb\u52a1<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u547d\u540d\u5b9e\u4f53\u8bc6\u522b<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u95ee\u7b54\u7cfb\u7edf<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u4e00\u822c\u8bed\u8a00\u7406\u89e3\u4efb\u52a1<\/span><\/li>\n<\/ul>\n<h3><b>BERT\u5728\u5bf9\u8bdd\u6587\u672c\u65b9\u9762\u7684\u7279\u70b9\uff1a<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u5c3d\u7ba1\u5177\u6709\u5f00\u521b\u6027\uff0c\u4f46 BERT \u7684\u539f\u59cb\u9884\u8bad\u7ec3\u8bbe\u7f6e\u4e0e RoBERTa \u7b49\u540e\u7eed\u6a21\u578b\u6709\u6240\u4e0d\u540c\u3002\u5176\u8f83\u5c0f\u7684\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\u3001\u63a9\u7801\u5904\u7406\u6d41\u7a0b\u3001\u8bcd\u6c47\u8868\u4ee5\u53ca NSP \u76ee\u6807\uff0c\u90fd\u6210\u4e3a\u4e86\u540e\u7eed\u5b9e\u9a8c\u7684\u7814\u7a76\u65b9\u5411\u3002.<\/span><\/p>\n<h2><b>RoBERTa\uff1a\u4f18\u5316\u540e\u7684\u6f14\u5316<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Facebook AI\uff08\u73b0\u66f4\u540d\u4e3aMeta\uff09\u4e8e2019\u5e74\u53d1\u5e03\u4e86RoBERTa\uff08Robustly Optimized BERT Pretraining Approach\uff09\uff0c\u5728\u8c03\u6574BERT\u5e95\u5c42\u67b6\u6784\u7684\u540c\u65f6\uff0c\u4e5f\u5bf9\u9884\u8bad\u7ec3\u6d41\u7a0b\u4e2d\u7684\u5173\u952e\u90e8\u5206\u8fdb\u884c\u4e86\u4fee\u6539\u3002 \u5176\u4f5c\u8005\u62a5\u544a\u79f0\uff0c\u5728\u5305\u62ecGLUE\u3001RACE\u548cSQuAD\u5728\u5185\u7684\u4e3b\u8981\u57fa\u51c6\u6d4b\u8bd5\u5957\u4ef6\u4e0a\uff0c\u8be5\u6a21\u578b\u7684\u8868\u73b0\u4f18\u4e8e\u539f\u59cbBERT\u3002.<\/span><\/p>\n<h3><b>RoBERTa \u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff1a<\/b><\/h3>\n<p><b>Training \u6570\u636e\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">BERT\uff1a\u5728 RoBERTa \u7814\u7a76\u4eba\u5458\u63cf\u8ff0\u7684\u5bf9\u6bd4\u4e2d\uff0c\u5176\u5927\u5c0f\u7ea6\u4e3a 16GB<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RoBERTa\uff1a<\/span> <a href=\"https:\/\/arxiv.org\/abs\/1907.11692\"><span style=\"font-weight: 400;\">\u8d85\u8fc7160GB<\/span><\/a><span style=\"font-weight: 400;\"> \u5728\u5176\u6269\u5c55\u7684\u8bad\u7ec3\u8bbe\u7f6e\u4e2d\uff0c\u8986\u76d6\u4e86\u4e94\u4e2a\u82f1\u8bed\u8bed\u6599\u5e93<\/span><\/li>\n<\/ul>\n<p><b>\u8499\u7248\u65b9\u6cd5\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">BERT\uff1a\u539f\u59cb\u5b9e\u73b0\u4e2d\u7684\u9759\u6001\/\u9884\u5904\u7406\u63a9\u7801<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RoBERTa\uff1a\u52a8\u6001\u63a9\u7801<\/span><\/li>\n<\/ul>\n<p><b>\u8bcd\u6c47\u91cf\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">BERT\uff1a\u7ea63\u4e07<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RoBERTa\uff1a\u7ea65\u4e07\u5b57\u8282\u7ea7\u522b\u7684BPE<\/span><\/li>\n<\/ul>\n<p><b>NSP \u4efb\u52a1\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">BERT\uff1a\u5df2\u5305\u542b<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RoBERTa\uff1a\u5df2\u5220\u9664<\/span><\/li>\n<\/ul>\n<p><b>Training \u65f6\u957f\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">BERT\uff1a\u539f\u59cb\u8bad\u7ec3\u6d41\u7a0b<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RoBERTa\uff1a\u9488\u5bf9\u5927\u5e45\u5ef6\u957f\u9884\u8bad\u7ec3\u65f6\u95f4\u8fdb\u884c\u7684\u8fdb\u4e00\u6b65\u5b9e\u9a8c<\/span><\/li>\n<\/ul>\n<h3><b>RoBERTa\u9884\u8bad\u7ec3\u7684\u4f18\u52bf\uff1a<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u52a8\u6001\u906e\u7f69<\/b><span style=\"font-weight: 400;\">: \u4e0e\u4f9d\u8d56\u9884\u5904\u7406\u9636\u6bb5\u751f\u6210\u7684\u63a9\u7801\u6a21\u5f0f\u4e0d\u540c\uff0cRoBERTa \u6bcf\u6b21\u5411\u6a21\u578b\u8f93\u5165\u5e8f\u5217\u65f6\u90fd\u4f1a\u751f\u6210\u4e00\u4e2a\u65b0\u7684\u63a9\u7801\u6a21\u5f0f\u3002\u5728\u7814\u7a76\u4eba\u5458\u8fdb\u884c\u7684\u53d7\u63a7\u5b9e\u9a8c\u4e2d\uff0c\u5728\u6240\u6709\u8bc4\u4f30\u4efb\u52a1\u4e2d\uff0c\u52a8\u6001\u63a9\u7801\u7684\u8868\u73b0\u4e0e\u9759\u6001\u63a9\u7801\u76f8\u5f53\uff0c\u6216\u7565\u80dc\u4e00\u7b79\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u66f4\u5927\u7684\u3001\u4ee5\u5b57\u8282\u4e3a\u5355\u4f4d\u7684\u8bcd\u6c47\u91cf<\/b><span style=\"font-weight: 400;\">: \u8be5 <\/span><a href=\"https:\/\/www.comet.com\/site\/blog\/roberta-a-modified-bert-model-for-nlp\"><span style=\"font-weight: 400;\">50K \u5b57\u8282\u7ea7 BPE<\/span><\/a><span style=\"font-weight: 400;\"> \u8be5\u7cfb\u7edf\u80fd\u591f\u5bf9\u4efb\u610f\u8f93\u5165\u6587\u672c\u8fdb\u884c\u7f16\u7801\uff0c\u4e14\u4e0d\u4f1a\u5f15\u5165\u672a\u77e5\u4ee4\u724c\u3002RoBERTa\u7684\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\u8fd9\u79cd\u901a\u7528\u7f16\u7801\u7279\u6027\u662f\u6709\u76ca\u7684\uff0c\u5c3d\u7ba1\u4ed6\u4eec\u65e9\u671f\u7684\u5b9e\u9a8c\u53d1\u73b0\uff0c\u4e0d\u540c\u7f16\u7801\u65b9\u6cd5\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u5f02\u5fae\u4e4e\u5176\u5fae\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u5df2\u5220\u9664 NSP \u4efb\u52a1<\/b><span style=\"font-weight: 400;\">: RoBERTa \u5728\u5176\u4f18\u5316\u7684\u9884\u8bad\u7ec3\u6d41\u7a0b\u4e2d\u53bb\u9664\u4e86\u201c\u4e0b\u4e00\u53e5\u9884\u6d4b\u201d\uff08NSP\uff09\u635f\u5931\u9879\u3002\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u5728\u4e0d\u91c7\u7528 NSP \u7684\u5176\u4ed6\u9884\u8bad\u7ec3\u65b9\u6848\u4e2d\uff0c\u5176\u6027\u80fd\u5728\u591a\u4e2a\u8bc4\u4f30\u6587\u672c\u57fa\u51c6\u4e0a\u80fd\u591f\u4e0e\u539f\u65b9\u6848\u6301\u5e73\u6216\u66f4\u80dc\u4e00\u7b79\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u66f4\u591a training \u6570\u636e<\/b><span style=\"font-weight: 400;\">: RoBERTa\u7684\u6269\u5c55\u8bad\u7ec3\u4f7f\u7528\u4e86\u6765\u81ea\u591a\u4e2a\u8bed\u6599\u5e93\u7684\u8d85\u8fc7160GB\u7684\u6587\u672c\uff0c\u4f7f\u8be5\u6a21\u578b\u63a5\u89e6\u5230\u7684\u6587\u672c\u6750\u6599\u4e0d\u4ec5\u6bd4\u539f\u59cbBERT\u8bbe\u7f6e\u591a\u5f97\u591a\uff0c\u800c\u4e14\u79cd\u7c7b\u4e5f\u66f4\u52a0\u4e30\u5bcc\u3002.<\/span><\/li>\n<\/ul>\n<h2><b>\u7ee9\u6548\u5dee\u8ddd\uff1a\u6570\u636e\u7a76\u7adf\u63ed\u793a\u4e86\u4ec0\u4e48<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u4e00\u98792025\u5e74\u7684\u6bd4\u8f83\u7814\u7a76\u4e3a\u8fd9\u4e24\u79cd\u6a21\u578b\u5728\u67d0\u9879\u975e\u6b63\u5f0f\u6587\u672c\u4efb\u52a1\u4e0a\u7684\u5dee\u5f02\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u7528\u7684\u4f8b\u5b50\u3002\u7814\u7a76\u4eba\u5458\u5229\u752810,000\u6761\u4e0e\u5fc3\u7406\u5065\u5eb7\u76f8\u5173\u7684\u82f1\u8bed\u63a8\u6587\uff0c\u5bf9BERT\u548cRoBERTa\u5728\u60c5\u611f\u5206\u7c7b\u65b9\u9762\u7684\u8868\u73b0\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002RoBERTa\u53d6\u5f97\u4e86 <\/span><a href=\"https:\/\/iieta.org\/download\/file\/fid\/185589?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">90.45% \u7cbe\u5ea6<\/span><\/a><span style=\"font-weight: 400;\">, 89.78%\u7684\u7cbe\u786e\u7387\uff0c\u4ee5\u53ca91.02%\u7684\u53ec\u56de\u7387\u3002BERT\u5b9e\u73b0\u4e8687.60%\u7684\u51c6\u786e\u7387\u300186.12%\u7684\u7cbe\u786e\u7387\uff0c\u4ee5\u53ca85.37%\u7684\u53ec\u56de\u7387\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u7814\u7a76\u4eba\u5458\u5c06RoBERTa\u66f4\u4f18\u5f02\u7684\u6027\u80fd\u90e8\u5206\u5f52\u56e0\u4e8e\u5176\u66f4\u5927\u7684\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\u4ee5\u53ca\u53bb\u9664\u4e86NSP\uff0c\u5e76\u6307\u51fa\u5b83\u5728\u5904\u7406\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u96c6\u4e2d\u7684\u975e\u6b63\u5f0f\u8bed\u8a00\u548c\u60c5\u611f\u8868\u8fbe\u65b9\u9762\u8868\u73b0\u66f4\u4f73\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e0d\u8fc7\uff0c\u8fd9\u4e00\u533a\u522b\u5f88\u91cd\u8981\uff1a <\/span><b>\u8fd9\u662f\u4e00\u9879\u9488\u5bf9\u63a8\u6587\u6587\u672c\u7684\u60c5\u611f\u5206\u7c7b\u5b9e\u9a8c\uff0c\u800c\u4e0d\u662f\u8f6c\u5f55\u5b9e\u9a8c<\/b><span style=\"font-weight: 400;\">. \u8be5\u7814\u7a76\u672a\u5bf9\u97f3\u9891\u8bc6\u522b\u3001\u8bcd\u9519\u8bef\u7387\u3001\u8bf4\u8bdd\u4eba\u8bc6\u522b\u6216\u5f55\u97f3\u5bf9\u8bdd\u4e2d\u7684\u8868\u73b0\u8fdb\u884c\u8bc4\u4f30\u3002\u7814\u7a76\u4eba\u5458\u8fd8\u6307\u51fa\uff0c\u4ed6\u4eec\u7684\u6570\u636e\u96c6\u4ec5\u6db5\u76d6\u4e8610,000\u6761\u82f1\u8bed\u63a8\u6587\uff0c\u56e0\u6b64\u8be5\u6a21\u578b\u5728\u6b64\u573a\u666f\u4e4b\u5916\u7684\u6cdb\u5316\u80fd\u529b\u6709\u9650\u3002.<\/span><\/p>\n<p><b>\u5206\u6790\u5bf9\u8bdd\u8bb0\u5f55\u7684\u6f5c\u5728\u4f18\u52bf\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u53e3\u8bed<\/b><span style=\"font-weight: 400;\">: \u57fa\u4e8e\u5e7f\u6cdb\u6587\u672c\u6570\u636e\u96c6\u8bad\u7ec3\u7684 trai \u6a21\u578b\uff0c\u53ef\u80fd\u6709\u52a9\u4e8e\u5bf9\u7f29\u7565\u8bed\u3001\u4e0d\u5b8c\u6574\u53e5\u5b50\u3001\u4fda\u8bed\u548c\u975e\u6b63\u5f0f\u8868\u8fbe\u8fdb\u884c\u4e0b\u6e38\u5206\u6790\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u60c5\u611f\u5185\u5bb9<\/b><span style=\"font-weight: 400;\">: \u50cf RoBERTa \u8fd9\u6837\u7684\u5fae\u8c03\u6587\u672c\u6a21\u578b\u80fd\u591f\u5bf9\u8f6c\u5f55\u6587\u672c\u6267\u884c\u60c5\u611f\u548c\u60c5\u7eea\u5206\u7c7b\u4efb\u52a1\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u8bed\u5883\u6d88\u6b67<\/b><span style=\"font-weight: 400;\">: \u53cc\u5411\u8bed\u5883\u8868\u793a\u6709\u52a9\u4e8e\u533a\u5206\u6a21\u68f1\u4e24\u53ef\u6587\u672c\u4e2d\u7684\u542b\u4e49\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u5b9e\u4f53\u4e0e\u4e3b\u9898\u5206\u6790<\/b><span style=\"font-weight: 400;\">: \u5148\u8fdb\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u7cfb\u7edf\u53ef\u4ee5\u5728\u8bed\u97f3\u8f6c\u5f55\u5b8c\u6210\u540e\u8bc6\u522b\u5b9e\u4f53\u3001\u8bdd\u9898\u3001\u4e3b\u9898\u53ca\u5176\u4ed6\u6a21\u5f0f\u3002.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u8fd9\u4e9b\u4f18\u52bf\u5728\u4e8e <\/span><b>\u6587\u672c\u5206\u6790<\/b><span style=\"font-weight: 400;\">, \uff0c\u8fd9\u5e76\u4e0d\u610f\u5473\u7740RoBERTa\u672c\u8eab\u5bf9\u97f3\u9891\u7684\u8bc6\u522b\u66f4\u51c6\u786e\u3002.<\/span><\/p>\n<h2><b>\u8fd9\u5bf9\u9009\u62e9\u8f6c\u5f55\u5de5\u5177\u610f\u5473\u7740\u4ec0\u4e48<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u5927\u591a\u6570\u7528\u6237\u65e0\u9700\u6839\u636e\u8f6c\u5f55\u5e73\u53f0\u662f\u5426\u4f7f\u7528 BERT\u3001RoBERTa \u6216\u5176\u4ed6\u7279\u5b9a\u67b6\u6784\u6765\u9009\u62e9\u5e73\u53f0\u3002\u73b0\u4ee3\u670d\u52a1\u53ef\u80fd\u4f1a\u9488\u5bf9\u8bed\u97f3\u8bc6\u522b\u3001\u8bf4\u8bdd\u4eba\u5904\u7406\u3001\u60c5\u611f\u5206\u6790\u3001\u6458\u8981\u751f\u6210\u3001\u7ffb\u8bd1\u53ca\u5176\u4ed6\u4efb\u52a1\uff0c\u5206\u522b\u91c7\u7528\u4e0d\u540c\u7684\u4e13\u7528\u6a21\u578b\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u76f8\u53cd\uff0c\u5e94\u8bc4\u4f30\u5bf9\u60a8\u7684\u5de5\u4f5c\u6d41\u7a0b\u81f3\u5173\u91cd\u8981\u7684\u7ed3\u679c\u548c\u529f\u80fd\uff1a<\/span><\/p>\n<p><b>\u590d\u6742\u8f6c\u5f55\u7ec4\u5206\u6790\u7684\u8ff9\u8c61\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5185\u7f6e\u60c5\u7eea\u5206\u6790<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u81ea\u52a8\u6458\u8981\u548c\u4e3b\u9898\u63d0\u53d6<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u591a\u8f6c\u5f55\u672c\u5206\u6790\u529f\u80fd<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u81ea\u5b9a\u4e49\u63d0\u793a\u6216\u7ed3\u6784\u5316\u5206\u6790<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5b9e\u4f53\u4e0e\u4e3b\u9898\u68c0\u6d4b<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u8de8\u8f6c\u5f55\u672c\u96c6\u5408\u7684\u641c\u7d22\u4e0e\u5206\u6790<\/span><\/li>\n<\/ul>\n<p><b>\u9700\u8981\u5355\u72ec\u8bc4\u4f30\u7684\u91cd\u8981\u8f6c\u5f55\u529f\u80fd\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5b9e\u9645\u5f55\u97f3\u7684\u51c6\u786e\u6027<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5e26\u6709\u53e3\u97f3\u548c\u80cc\u666f\u566a\u97f3\u7684\u8868\u6f14<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u53d1\u8a00\u4eba\u8eab\u4efd<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u4e13\u4e1a\u672f\u8bed\u7684\u5904\u7406<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u81ea\u5b9a\u4e49\u8bcd\u6c47\u8868\u652f\u6301<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5468\u8f6c\u65f6\u95f4<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u63d0\u4f9b\u5168\u9762\u670d\u52a1\u7684\u5e73\u53f0 <\/span><a href=\"https:\/\/sonix.ai\/features\/ai-analysis?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u4eba\u5de5\u667a\u80fd\u5206\u6790\u529f\u80fd<\/span><\/a><span style=\"font-weight: 400;\"> \u4f8b\u5982\u4e3b\u9898\u5206\u6790\u3001\u60c5\u611f\u5206\u6790\u3001\u8bdd\u9898\u68c0\u6d4b\u3001\u5b9e\u4f53\u63d0\u53d6\u3001\u81ea\u52a8\u6458\u8981\u548c\u6587\u4ef6\u5939\u7ea7\u5206\u6790\u7b49\uff0c\u663e\u7136\u63d0\u4f9b\u4e86\u5148\u8fdb\u7684\u4e0b\u6e38\u81ea\u7136\u8bed\u8a00\u5904\u7406\u529f\u80fd\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u529f\u80fd\u5e76\u4e0d\u80fd\u63ed\u793a\u652f\u6491\u5e95\u5c42\u8bed\u97f3\u8bc6\u522b\u5f15\u64ce\u7684\u67b6\u6784\u3002.<\/span><\/p>\n<h2><b>\u5148\u8fdb\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u5982\u4f55\u52a9\u529b\u4e13\u4e1a\u8f6c\u5f55\u5de5\u4f5c\u6d41\u7a0b<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u5bf9\u4e8e\u6bcf\u5929\u9700\u8981\u5904\u7406\u6570\u5c0f\u65f6\u5f55\u97f3\u7684\u4f01\u4e1a\u800c\u8a00\uff0c\u5c06\u53ef\u9760\u7684\u8bed\u97f3\u8bc6\u522b\u6280\u672f\u4e0e\u540e\u7eed\u7684\u8bed\u8a00\u5206\u6790\u76f8\u7ed3\u5408\uff0c\u53ef\u4ee5\u663e\u8457\u6539\u53d8\u56e2\u961f\u5229\u7528\u5f55\u97f3\u8f6c\u5f55\u6587\u672c\u6240\u80fd\u5b9e\u73b0\u7684\u529f\u80fd\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8f6c\u5f55\u5b8c\u6210\u540e\uff0c\u5148\u8fdb\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u5de5\u5177\u53ef\u4ee5\uff1a<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5206\u6790\u5bf9\u8bdd\u8bb0\u5f55\u6587\u672c\u4e2d\u7684\u60c5\u611f\u503e\u5411<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u8bc6\u522b\u4e3b\u9898\u3001\u8bdd\u9898\u548c\u5b9e\u4f53<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u751f\u6210\u6458\u8981<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u56de\u7b54\u5173\u4e8e\u6210\u7ee9\u5355\u5185\u5bb9\u7684\u95ee\u9898<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5206\u6790\u6587\u4ef6\u96c6\u5408\u4e2d\u7684\u6a21\u5f0f<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u8fd9\u4e9b\u529f\u80fd\u4e0e\u8d1f\u8d23\u8bc6\u522b\u8bed\u97f3\u8bcd\u6c47\u672c\u8eab\u7684ASR\u7cfb\u7edf\u6709\u6240\u4e0d\u540c\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Sonix \u6574\u5408\u4e86<\/span><a href=\"https:\/\/sonix.ai\/features\/automated-transcription?utm_source=chatgpt.com\"> <span style=\"font-weight: 400;\">\u81ea\u52a8\u8f6c\u5f55<\/span><\/a><span style=\"font-weight: 400;\"> \u5e76\u96c6\u6210\u5728\u540c\u4e00\u5e73\u53f0\u5185\u7684\u5206\u6790\u5de5\u5177\u3002Sonix \u76ee\u524d\u652f\u6301 54 \u79cd\u4ee5\u4e0a\u8bed\u8a00\u7684\u8f6c\u5f55\uff0c\u5e76\u63d0\u4f9b\u5305\u62ec\u81ea\u52a8\u6458\u8981\u3001\u60c5\u611f\u5206\u6790\u3001\u4e3b\u9898\u5206\u6790\u3001\u8bdd\u9898\u68c0\u6d4b\u4ee5\u53ca\u8de8\u591a\u4e2a\u6587\u4ef6\u7684\u6587\u4ef6\u5939\u7ea7\u5206\u6790\u5728\u5185\u7684 AI \u529f\u80fd\u3002.<\/span><\/p>\n<p><b>\u5b9e\u9645\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5c06\u60a8\u7684\u5f55\u97f3\u4e0a\u4f20\u5230\u8bf8\u5982\u2026\u2026\u4e4b\u7c7b\u7684\u5e73\u53f0<\/span><a href=\"https:\/\/sonix.ai\/?utm_source=chatgpt.com\"> <span style=\"font-weight: 400;\">Sonix<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u83b7\u53d6\u5e26\u6709\u65f6\u95f4\u6233\u548c\u53d1\u8a00\u8005\u6807\u8bc6\u7684\u6587\u5b57\u8bb0\u5f55<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u67e5\u770b\u7531\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u3001\u7a81\u51fa\u663e\u793a\u5173\u952e\u70b9\u7684\u6458\u8981<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5bf9\u8bb0\u5f55\u6587\u672c\u7684\u60c5\u611f\u5206\u6790\u56de\u987e<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5206\u6790\u591a\u4e2a\u8f6c\u5f55\u672c\u4ee5\u53d1\u73b0\u66f4\u5e7f\u6cdb\u7684\u6a21\u5f0f<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5bfc\u51fa\u60a8\u7684\u5185\u5bb9\uff0c\u4ee5\u4fbf\u8fdb\u884c\u89c6\u9891\u7f16\u8f91\u3001\u6dfb\u52a0\u5b57\u5e55\u6216\u5236\u4f5c\u6587\u6863<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Sonix \u5728\u5176\u5f53\u524d\u529f\u80fd\u96c6\u7684\u5b98\u65b9\u6587\u6863\u4e2d\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u53d1\u8a00\u4eba\u8bc6\u522b\u3001\u65f6\u95f4\u6233\u3001AI \u5206\u6790\u4ee5\u53ca\u591a\u79cd\u8f6c\u5f55\u6587\u672c\u5bfc\u51fa\u9009\u9879\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8fd9\u79cd\u7efc\u5408\u65b9\u6cd5\u65e2\u80fd\u5c06\u5f55\u97f3\u8f6c\u6362\u4e3a\u53ef\u7f16\u8f91\u7684\u6587\u5b57\u8bb0\u5f55\uff0c\u4e5f\u80fd\u5c06\u5176\u8f6c\u5316\u4e3a\u53ef\u4f9b\u8fdb\u4e00\u6b65\u5206\u6790\u7684\u6750\u6599\u3002.<\/span><\/p>\n<h2><b>\u6784\u5efa\u6b63\u786e\u7684\u8f6c\u5f55\u5de5\u4f5c\u6d41\u7a0b<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u6839\u636e\u8f6c\u5f55\u5de5\u5177\u5df2\u9a8c\u8bc1\u7684\u529f\u80fd\u800c\u975e\u5bf9\u5176\u5e95\u5c42\u67b6\u6784\u7684\u5047\u8bbe\u6765\u9009\u62e9\uff0c\u6709\u52a9\u4e8e\u60a8\u8fdb\u884c\u66f4\u6709\u610f\u4e49\u7684\u6bd4\u8f83\u3002\u4ee5\u4e0b\u662f\u5e94\u4f18\u5148\u8003\u8651\u7684\u65b9\u9762\uff1a<\/span><\/p>\n<p><b>\u4e13\u4e1a\u5e94\u7528\u5fc5\u5907\u529f\u80fd\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u51c6\u786e\u6027\u7684\u4e00\u81f4\u6027<\/b><span style=\"font-weight: 400;\">: \u5728\u771f\u6b63\u80fd\u53cd\u6620\u60a8\u5b9e\u9645\u5de5\u4f5c\u60c5\u51b5\u7684\u5f55\u97f3\u548c\u6761\u4ef6\u4e0b\u6d4b\u8bd5\u6027\u80fd<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u8bed\u8a00\u5e7f\u5ea6<\/b><span style=\"font-weight: 400;\">: Sonix \u652f\u6301 54 \u79cd\u4ee5\u4e0a\u8bed\u8a00\u7684\u8f6c\u5f55\uff0c\u5e76\u63d0\u4f9b <\/span><a href=\"https:\/\/sonix.ai\/features\/automated-translation?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u81ea\u52a8\u7ffb\u8bd1<\/span><\/a><span style=\"font-weight: 400;\"> \u5728\u5176\u5f53\u524d\u7684\u7ffb\u8bd1\u529f\u80fd\u9875\u9762\u4e0a\uff0c\u652f\u630155\u79cd\u4ee5\u4e0a\u7684\u8bed\u8a00<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u5b89\u5168\u5408\u89c4<\/b><span style=\"font-weight: 400;\">: Sonix \u662f<\/span> <a href=\"https:\/\/sonix.ai\/security?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u83b7\u5f97 SOC 2 \u7c7b\u578b II \u8ba4\u8bc1<\/span><\/a><span style=\"font-weight: 400;\"> \u5e76\u5728\u5176\u5b89\u5168\u9875\u9762\u4e0a\u5217\u51fa\u4e86\u5176\u4ed6\u5b89\u5168\u63a7\u5236\u63aa\u65bd<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u534f\u4f5c\u5de5\u5177<\/b><span style=\"font-weight: 400;\">: <\/span><a href=\"https:\/\/sonix.ai\/features\/collaborate-with-teams\"><span style=\"font-weight: 400;\">\u56e2\u961f\u7279\u8272<\/span><\/a><span style=\"font-weight: 400;\">, \u5171\u4eab\u5de5\u4f5c\u6d41\u548c\u8bc4\u8bba\u529f\u80fd\u53ef\u7b80\u5316\u5ba1\u9605\u6d41\u7a0b<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u5206\u6790\u6574\u5408<\/b><span style=\"font-weight: 400;\">: \u5185\u7f6e\u7684 AI \u5de5\u5177\u53ef\u4ee5\u51cf\u5c11\u5c06\u8f6c\u5f55\u6570\u636e\u8f6c\u79fb\u5230\u72ec\u7acb\u5206\u6790\u5e73\u53f0\u7684\u5fc5\u8981\u6027<\/span><\/li>\n<\/ul>\n<p><b>\u5411\u4efb\u4f55\u8f6c\u5f55\u670d\u52a1\u63d0\u4f9b\u5546\u63d0\u51fa\u7684\u95ee\u9898\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5bf9\u4e8e\u4e0e\u6211\u7684\u5185\u5bb9\u7c7b\u4f3c\u7684\u5185\u5bb9\uff0c\u4f60\u4eec\u80fd\u8fbe\u5230\u4ec0\u4e48\u6837\u7684\u51c6\u786e\u7387\uff1f<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u4f60\u4eec\u63d0\u4f9b\u60c5\u611f\u5206\u6790\u6216\u5176\u4ed6\u8f6c\u5f55\u5206\u6790\u529f\u80fd\u5417\uff1f<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u60a8\u662f\u5982\u4f55\u5904\u7406\u6280\u672f\u672f\u8bed\u548c\u4e13\u7528\u8bcd\u6c47\u7684\uff1f<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6709\u54ea\u4e9b\u5b89\u5168\u8ba4\u8bc1\u80fd\u4fdd\u62a4\u4e0a\u4f20\u7684\u5f55\u97f3\uff1f<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u6211\u53ef\u4ee5\u5206\u6790\u591a\u4e2a\u8f6c\u5f55\u672c\u4e2d\u7684\u6a21\u5f0f\u5417\uff1f<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u8fd9\u4e9b\u7b54\u6848\u901a\u5e38\u6bd4\u8bd5\u56fe\u63a8\u6d4b\u670d\u52a1\u63d0\u4f9b\u5546\u4f7f\u7528\u4e86\u54ea\u79cd\u672a\u516c\u5f00\u7684\u6a21\u578b\u67b6\u6784\u66f4\u6709\u7528\u3002.<\/span><\/p>\n<h2><b>Sonix \u7684\u4f18\u52bf\uff1a\u60a8\u8fdb\u884c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5206\u6790\u7684\u57fa\u77f3<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u5728\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u5c06\u60a8\u7684\u8bed\u97f3\u5185\u5bb9\u4f5c\u4e3a\u6587\u672c\u8fdb\u884c\u5206\u6790\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u4e00\u4efd\u80fd\u591f\u51c6\u786e\u53cd\u6620\u5b9e\u9645\u8bed\u97f3\u5185\u5bb9\u7684\u6587\u5b57\u8bb0\u5f55\u3002\u6587\u5b57\u8bb0\u5f55\u4e2d\u7684\u9519\u8bef\u53ef\u80fd\u4f1a\u5f71\u54cd\u540e\u7eed\u7684\u6458\u8981\u751f\u6210\u3001\u5206\u7c7b\u3001\u641c\u7d22\u7ed3\u679c\u53ca\u5176\u4ed6\u5206\u6790\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Sonix \u6574\u5408\u4e86 <\/span><a href=\"https:\/\/sonix.ai\/features\/automated-transcription?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u81ea\u52a8\u8f6c\u5f55<\/span><\/a><span style=\"font-weight: 400;\"> \u8be5\u5de5\u5177\u5177\u5907\u7f16\u8f91\u548c\u5206\u6790\u529f\u80fd\uff0c\u65e8\u5728\u5e2e\u52a9\u56e2\u961f\u5ba1\u9605\u548c\u5904\u7406\u5176\u8f6c\u5f55\u6587\u672c\u3002\u5176\u81ea\u52a8\u8f6c\u5f55\u529f\u80fd\u76ee\u524d\u652f\u6301\u8bf4\u8bdd\u4eba\u8bc6\u522b\u3001\u65f6\u95f4\u6233\u3001\u7528\u4e8e\u4e13\u4e1a\u672f\u8bed\u7684\u81ea\u5b9a\u4e49\u8bcd\u5178\uff0c\u4ee5\u53ca54\u79cd\u4ee5\u4e0a\u8bed\u8a00\u7684\u8f6c\u5f55\u3002.<\/span><\/p>\n<p><b>Sonix \u9488\u5bf9\u53e3\u8bed\u5de5\u4f5c\u6d41\u7684\u65b9\u6cd5\uff1a<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u4eba\u5de5\u667a\u80fd\u5206\u6790<\/b><span style=\"font-weight: 400;\">: \u5185\u7f6e <\/span><a href=\"https:\/\/sonix.ai\/features\/ai-analysis?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u4eba\u5de5\u667a\u80fd\u5206\u6790\u5de5\u5177<\/span><\/a><span style=\"font-weight: 400;\"> \u5305\u62ec\u60c5\u611f\u5206\u6790\u3001\u81ea\u52a8\u6458\u8981\u3001\u4e3b\u9898\u5206\u6790\u3001\u8bdd\u9898\u68c0\u6d4b\u3001\u5b9e\u4f53\u63d0\u53d6\u3001\u81ea\u5b9a\u4e49\u63d0\u793a\u8bcd\u4ee5\u53ca\u6587\u4ef6\u5939\u7ea7\u5206\u6790<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u5168\u7403\u8bed\u8a00\u652f\u6301<\/b><span style=\"font-weight: 400;\">: Sonix \u652f\u6301 <\/span><a href=\"https:\/\/sonix.ai\/languages?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">54\u79cd\u53ca\u4ee5\u4e0a\u8f6c\u5199\u8bed\u8a00<\/span><\/a><span style=\"font-weight: 400;\"> \u9002\u7528\u4e8e\u591a\u8bed\u8a00\u97f3\u9891\u548c\u89c6\u9891\u5de5\u4f5c\u6d41\u7a0b<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u4e13\u4e1a\u5de5\u4f5c\u6d41\u96c6\u6210<\/b><span style=\"font-weight: 400;\">: \u8be5\u5e73\u53f0\u5c06\u8f6c\u5f55\u529f\u80fd\u4e0e <\/span><a href=\"https:\/\/sonix.ai\/features\/automated-translation?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u81ea\u52a8\u7ffb\u8bd1<\/span><\/a><span style=\"font-weight: 400;\"> \u7ffb\u8bd1\u621055\u79cd\u4ee5\u4e0a\u7684\u8bed\u8a00\uff0c, <\/span><a href=\"https:\/\/sonix.ai\/features\/collaborate-with-teams\"><span style=\"font-weight: 400;\">\u56e2\u961f\u534f\u4f5c<\/span><\/a><span style=\"font-weight: 400;\"> \u5de5\u5177\uff0c\u4ee5\u53ca <\/span><a href=\"https:\/\/sonix.ai\/security?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u901a\u8fc7 SOC 2 II \u7c7b\u8ba4\u8bc1\u7684\u5b89\u5168\u6027<\/span><\/a><\/li>\n<\/ul>\n<p><b>\u8fd9\u5bf9\u60a8\u7684LLM\u5de5\u4f5c\u6d41\u7a0b\u4e3a\u4f55\u91cd\u8981\uff1a<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u65e0\u8bba\u60a8\u662f\u4f7f\u7528\u5916\u90e8\u8bed\u8a00\u6a21\u578b\u5206\u6790\u8f6c\u5f55\u6587\u672c\uff0c\u8fd8\u662f\u5229\u7528 Sonix \u7684\u5185\u7f6e\u5206\u6790\u529f\u80fd\uff0c\u8f6c\u5f55\u6587\u672c\u7684\u8d28\u91cf\u90fd\u4f1a\u5f71\u54cd\u4e0b\u6e38\u5904\u7406\u4e2d\u53ef\u83b7\u53d6\u7684\u4fe1\u606f\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u6b64\u5916\uff0c\u5207\u52ff\u4ec5\u51ed\u529f\u80fd\u5217\u8868\u5c31\u63a8\u65ad\u5e73\u53f0\u7684\u67b6\u6784\u3002\u60c5\u611f\u5206\u6790\u3001\u6458\u8981\u751f\u6210\u548c\u4e3b\u9898\u63d0\u53d6\u867d\u80fd\u5c55\u793a\u4e0b\u6e38\u7684AI\u80fd\u529b\uff0c\u4f46\u5e76\u4e0d\u80fd\u63ed\u793a\u8f6c\u5f55\u5f15\u64ce\u672c\u8eab\u662f\u91c7\u7528BERT\u3001RoBERTa\u8fd8\u662f\u5176\u4ed6\u67b6\u6784\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5bf9\u4e8e\u81f4\u529b\u4e8e\u4ece\u8bed\u97f3\u5185\u5bb9\u4e2d\u63d0\u53d6\u6d1e\u5bdf\u7684\u56e2\u961f\u800c\u8a00\uff0c\u8f6c\u5f55\u5e73\u53f0\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5de5\u5177\u3002\u5b83\u63d0\u4f9b\u4e86\u4e0b\u6e38\u5206\u6790\u6240\u4f9d\u8d56\u7684\u6587\u672c\u3002Sonix \u5c06\u8f6c\u5f55\u5de5\u4f5c\u6d41\u4e0e\u5185\u7f6e\u5206\u6790\u5de5\u5177\u76f8\u7ed3\u5408\uff0c\u4e13\u4e3a\u5e0c\u671b\u5728\u4e00\u4e2a\u5e73\u53f0\u4e0a\u5c06\u5f55\u97f3\u8f6c\u5316\u4e3a\u53ef\u641c\u7d22\u3001\u53ef\u5206\u6790\u5185\u5bb9\u7684\u56e2\u961f\u800c\u8bbe\u8ba1\u3002.<\/span><\/p>\n<h2><b>\u5e38\u89c1\u95ee\u9898<\/b><\/h2>\n<h3><b>BERT \u6216 RoBERTa \u80fd\u76f4\u63a5\u8f6c\u5f55\u97f3\u9891\u6587\u4ef6\u5417\uff1f<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u65e0\u8bba\u662f BERT \u8fd8\u662f RoBERTa\uff0c\u90fd\u65e0\u6cd5\u76f4\u63a5\u5c06\u97f3\u9891\u8f6c\u5f55\u4e3a\u6587\u672c\uff1b\u5b83\u4eec\u90fd\u662f\u4ee5\u6587\u672c\u4e3a\u4e2d\u5fc3\u7684\u8bed\u8a00\u8868\u793a\u6a21\u578b\u3002 \u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u8d1f\u8d23\u5c06\u97f3\u9891\u4fe1\u53f7\u8f6c\u6362\u4e3a\u6587\u672c\u3002\u968f\u540e\uff0c\u8f6c\u5f55\u5de5\u4f5c\u6d41\u53ef\u80fd\u4f1a\u5e94\u7528\u72ec\u7acb\u7684\u8bed\u8a00\u6a21\u578b\u6216\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u7cfb\u7edf\u6765\u6267\u884c\u5206\u7c7b\u3001\u60c5\u611f\u5206\u6790\u3001\u6458\u8981\u751f\u6210\u3001\u5b9e\u4f53\u63d0\u53d6\u6216\u5176\u4ed6\u540e\u5904\u7406\u4efb\u52a1\uff0c\u4f46\u5177\u4f53\u67b6\u6784\u56e0\u670d\u52a1\u63d0\u4f9b\u5546\u800c\u5f02\u3002.<\/span><\/p>\n<h3><b>\u4e3a\u4ec0\u4e48\u8f6c\u5f55\u516c\u53f8\u4e0d\u516c\u5f00\u4ed6\u4eec\u4f7f\u7528\u7684\u662f\u54ea\u4e9b\u6a21\u578b\uff1f<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u8f6c\u5f55\u5e73\u53f0\u5e76\u4e0d\u603b\u4f1a\u516c\u5e03\u5176\u6280\u672f\u6808\u4e2d\u6bcf\u4e2a\u6a21\u578b\u6216\u7ec4\u4ef6\u7684details\uff0c\u56e0\u6b64\u4ec5\u51ed\u529f\u80fd\u5217\u8868\u901a\u5e38\u65e0\u6cd5\u5224\u65ad\u67d0\u9879\u670d\u52a1\u662f\u4f7f\u7528\u4e86BERT\u3001RoBERTa\u8fd8\u662f\u5176\u4ed6\u67b6\u6784\u3002 \u60c5\u611f\u5206\u6790\u3001\u81ea\u52a8\u6458\u8981\u548c\u591a\u8f6c\u5f55\u6587\u672c\u5206\u6790\u7b49\u529f\u80fd\u5c55\u793a\u4e86AI\u7684\u4e0b\u6e38\u5e94\u7528\u80fd\u529b\uff0c\u4f46\u5b83\u4eec\u5e76\u4e0d\u80fd\u4f5c\u4e3a\u8bed\u97f3\u8bc6\u522b\u6240\u7528\u67b6\u6784\u7684\u53ef\u9760\u4f9d\u636e\u3002\u5728\u6bd4\u8f83\u4e0d\u540c\u5e73\u53f0\u65f6\uff0c\u5e94\u91cd\u70b9\u5173\u6ce8\u5176\u5df2\u9a8c\u8bc1\u7684\u8f6c\u5f55\u6027\u80fd\u548c\u516c\u5f00\u7684\u529f\u80fd\u5217\u8868\uff0c\u800c\u975e\u8bd5\u56fe\u63a8\u6d4b\u672a\u516c\u5f00\u7684\u6a21\u578b\u3002.<\/span><\/p>\n<h3><b>\u6a21\u578b\u9009\u62e9\u5b9e\u9645\u4e0a\u5bf9\u8f6c\u5f55\u51c6\u786e\u7387\u6709\u591a\u5927\u5f71\u54cd\uff1f<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u6240\u5f15\u7528\u7684\u7814\u7a76\u5e76\u672a\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u3002 \u7814\u7a76\u53d1\u73b0\uff0c\u5728\u4e00\u9879\u6d89\u53ca10,000\u6761\u5fc3\u7406\u5065\u5eb7\u76f8\u5173\u63a8\u6587\u7684\u60c5\u611f\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0cRoBERTa\u7684TP5T\u51c6\u786e\u7387\u4e3a90.451\uff0c\u800cBERT\u7684TP5T\u51c6\u786e\u7387\u4e3a87.601\uff1b\u4f46\u5206\u7c7b\u51c6\u786e\u7387\u4e0e\u8f6c\u5f55\u51c6\u786e\u7387\u6216\u8bcd\u9519\u8bef\u7387\u5e76\u975e\u540c\u4e00\u6307\u6807\u3002 \u56e0\u6b64\uff0c\u8be5\u7814\u7a76\u65e0\u6cd5\u7528\u4e8e\u8ba1\u7b97 RoBERTa \u5728\u97f3\u9891\u5f55\u97f3\u4e2d\u80fd\u907f\u514d\u591a\u5c11\u8f6c\u5f55\u9519\u8bef\u3002.<\/span><\/p>\n<h3><b>\u54ea\u4e9b\u529f\u80fd\u8868\u660e\u4e00\u4e2a\u8f6c\u5f55\u5e73\u53f0\u91c7\u7528\u4e86\u5148\u8fdb\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\uff1f<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u5185\u7f6e <\/span><a href=\"https:\/\/sonix.ai\/features\/ai-analysis?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u4eba\u5de5\u667a\u80fd\u5206\u6790<\/span><\/a><span style=\"font-weight: 400;\"> \u60c5\u611f\u5206\u6790\u3001\u4e3b\u9898\u5206\u6790\u3001\u8bdd\u9898\u68c0\u6d4b\u3001\u5b9e\u4f53\u63d0\u53d6\u3001\u81ea\u52a8\u6458\u8981\u548c\u591a\u6587\u4ef6\u5206\u6790\u7b49\u529f\u80fd\uff0c\u8868\u660e\u8be5\u5e73\u53f0\u5177\u5907\u5148\u8fdb\u7684\u6587\u672c\u5206\u6790\u80fd\u529b\u3002\u8fd9\u4e9b\u529f\u80fd\u5e76\u4e0d\u4e00\u5b9a\u80fd\u63ed\u793a\u5176\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u91c7\u7528\u7684\u662f\u54ea\u79cd\u6a21\u578b\uff0c\u56e0\u4e3a\u8f6c\u5f55\u548c\u4e0b\u6e38\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u53ef\u80fd\u7531\u4e0d\u540c\u7684\u6a21\u578b\u5206\u522b\u5904\u7406\u3002 Sonix \u76ee\u524d\u5728\u5176\u5b98\u65b9\u201cAI \u5206\u6790\u201d\u9875\u9762\u4e0a\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u6240\u6709\u8fd9\u4e9b\u5206\u6790\u529f\u80fd\u3002.<\/span><\/p>\n<h3><b>\u5982\u4f55\u6d4b\u8bd5\u67d0\u5bb6\u8f6c\u5f55\u670d\u52a1\u662f\u5426\u80fd\u5f88\u597d\u5730\u5904\u7406\u53e3\u8bed\uff1f<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u4e0a\u4f20\u80fd\u4f53\u73b0\u60a8\u5b9e\u9645\u5de5\u4f5c\u6d41\u7a0b\u7684\u5185\u5bb9\uff0c\u5305\u62ec\u6d89\u53ca\u591a\u540d\u53d1\u8a00\u8005\u3001\u4e13\u4e1a\u672f\u8bed\u3001\u53e3\u97f3\uff0c\u6216\u5f55\u97f3\u6761\u4ef6\u4e0d\u7406\u60f3\u7684\u5f55\u97f3\uff08\u5982\u679c\u8fd9\u4e9b\u60c5\u51b5\u5728\u60a8\u7684\u4f7f\u7528\u573a\u666f\u4e2d\u8f83\u4e3a\u5e38\u89c1\uff09\u3002 \u8bc4\u4f30\u8bcd\u6c47\u51c6\u786e\u7387\u3001\u8bf4\u8bdd\u4eba\u8bc6\u522b\u3001\u672f\u8bed\u5904\u7406\u3001\u65f6\u95f4\u6233\u4ee5\u53ca\u6240\u9700\u7684\u624b\u52a8\u4fee\u6b63\u91cf\u3002\u4f7f\u7528\u60a8\u81ea\u5df1\u7684\u5f55\u97f3\u8fdb\u884c\u6d4b\u8bd5\uff0c\u6bd4\u4ec5\u51ed\u5e95\u5c42\u8bed\u8a00\u6a21\u578b\u7684\u540d\u79f0\u6765\u63a8\u65ad\u6027\u80fd\uff0c\u80fd\u63d0\u4f9b\u66f4\u6709\u529b\u7684\u8f6c\u5f55\u8d28\u91cf\u8bc1\u636e\u3002.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Ever wonder what&#8217;s actually happening behind the scenes when you upload a recording to your automated transcription platform? Modern speech-to-text systems can involve multiple AI components: automatic speech recognition converts audio into text, while language models and other NLP systems can analyze, classify, summarize, or refine that text. BERT and RoBERTa are two influential models [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":903,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-902","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-education"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>BERT vs. RoBERTa: Which Model is Better for Analyzing Transcribed Speech? - Moving AI Forward<\/title>\n<meta name=\"description\" content=\"Compare BERT vs. RoBERTa for analyzing transcribed speech. Learn how their NLP approaches differ, what the research shows, and how Sonix supports transcript analysis.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sonix.ai\/ai\/zh\/\u4f2f\u7279-vs-\u7f57\u4f2f\u5854\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"BERT vs. RoBERTa: Which Model is Better for Analyzing Transcribed Speech? - Moving AI Forward\" \/>\n<meta property=\"og:description\" content=\"Compare BERT vs. RoBERTa for analyzing transcribed speech. Learn how their NLP approaches differ, what the research shows, and how Sonix supports transcript analysis.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sonix.ai\/ai\/zh\/\u4f2f\u7279-vs-\u7f57\u4f2f\u5854\/\" \/>\n<meta property=\"og:site_name\" content=\"Moving AI Forward\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/trysonix\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-11T12:04:01+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-08-11T19:59:53+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/sonix.ai\/ai\/wp-content\/uploads\/2026\/08\/BERT-vs.-RoBERTa-Which-Model-is-Better-for-Analyzing-Transcribed-Speech.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1280\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"David Nguyen\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@trysonix\" \/>\n<meta name=\"twitter:site\" content=\"@trysonix\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"David Nguyen\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"11 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/bert-vs-roberta\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/bert-vs-roberta\\\/\"},\"author\":{\"name\":\"David Nguyen\",\"@id\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/#\\\/schema\\\/person\\\/7508f0c221b1e91520f0bf82e8f2ff37\"},\"headline\":\"BERT vs. RoBERTa: Which Model is Better for Analyzing Transcribed Speech?\",\"datePublished\":\"2026-08-11T12:04:01+00:00\",\"dateModified\":\"2026-08-11T19:59:53+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/bert-vs-roberta\\\/\"},\"wordCount\":2362,\"publisher\":{\"@id\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/bert-vs-roberta\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/BERT-vs.-RoBERTa-Which-Model-is-Better-for-Analyzing-Transcribed-Speech.jpg\",\"articleSection\":[\"Education\"],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/bert-vs-roberta\\\/\",\"url\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/bert-vs-roberta\\\/\",\"name\":\"BERT vs. RoBERTa: Which Model is Better for Analyzing Transcribed Speech? - Moving AI Forward\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/bert-vs-roberta\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/bert-vs-roberta\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/BERT-vs.-RoBERTa-Which-Model-is-Better-for-Analyzing-Transcribed-Speech.jpg\",\"datePublished\":\"2026-08-11T12:04:01+00:00\",\"dateModified\":\"2026-08-11T19:59:53+00:00\",\"description\":\"Compare BERT vs. RoBERTa for analyzing transcribed speech. Learn how their NLP approaches differ, what the research shows, and how Sonix supports transcript analysis.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/bert-vs-roberta\\\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/sonix.ai\\\/ai\\\/bert-vs-roberta\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/bert-vs-roberta\\\/#primaryimage\",\"url\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/BERT-vs.-RoBERTa-Which-Model-is-Better-for-Analyzing-Transcribed-Speech.jpg\",\"contentUrl\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/BERT-vs.-RoBERTa-Which-Model-is-Better-for-Analyzing-Transcribed-Speech.jpg\",\"width\":1920,\"height\":1280,\"caption\":\"BERT vs. RoBERTa\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/bert-vs-roberta\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"BERT vs. RoBERTa: Which Model is Better for Analyzing Transcribed Speech?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/#website\",\"url\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/\",\"name\":\"Sonix AI\",\"description\":\"Industry trends and enterprise solutions\",\"publisher\":{\"@id\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/#organization\",\"name\":\"Sonix\",\"url\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/Sonix-logo.webp\",\"contentUrl\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/Sonix-logo.webp\",\"width\":310,\"height\":310,\"caption\":\"Sonix\"},\"image\":{\"@id\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/trysonix\\\/\",\"https:\\\/\\\/x.com\\\/trysonix\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/sonix-inc\\\/\",\"https:\\\/\\\/www.youtube.com\\\/@sonixai\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/sonixai.wpenginepowered.com\\\/#\\\/schema\\\/person\\\/7508f0c221b1e91520f0bf82e8f2ff37\",\"name\":\"David Nguyen\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/cd9764668f128af42290ca959a4b172ff19655d1ab06daeedacd8ddef1b82b61?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/cd9764668f128af42290ca959a4b172ff19655d1ab06daeedacd8ddef1b82b61?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/cd9764668f128af42290ca959a4b172ff19655d1ab06daeedacd8ddef1b82b61?s=96&d=mm&r=g\",\"caption\":\"David Nguyen\"},\"url\":\"https:\\\/\\\/sonix.ai\\\/ai\\\/zh\\\/author\\\/davidatsonix\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"BERT \u4e0e RoBERTa\uff1a\u54ea\u79cd\u6a21\u578b\u66f4\u9002\u5408\u5206\u6790\u8f6c\u5f55\u7684\u8bed\u97f3\uff1f\u2014\u2014\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u53d1\u5c55","description":"\u5bf9\u6bd4 BERT \u4e0e RoBERTa \u5728\u5206\u6790\u8f6c\u5f55\u8bed\u97f3\u65b9\u9762\u7684\u8868\u73b0\u3002\u4e86\u89e3\u5b83\u4eec\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u65b9\u6cd5\u4e0a\u7684\u5dee\u5f02\u3001\u76f8\u5173\u7814\u7a76\u7ed3\u679c\uff0c\u4ee5\u53ca Sonix \u5982\u4f55\u652f\u6301\u8f6c\u5f55\u6587\u672c\u5206\u6790\u3002.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/sonix.ai\/ai\/zh\/\u4f2f\u7279-vs-\u7f57\u4f2f\u5854\/","og_locale":"zh_CN","og_type":"article","og_title":"BERT vs. RoBERTa: Which Model is Better for Analyzing Transcribed Speech? - Moving AI Forward","og_description":"Compare BERT vs. RoBERTa for analyzing transcribed speech. Learn how their NLP approaches differ, what the research shows, and how Sonix supports transcript analysis.","og_url":"https:\/\/sonix.ai\/ai\/zh\/\u4f2f\u7279-vs-\u7f57\u4f2f\u5854\/","og_site_name":"Moving AI Forward","article_publisher":"https:\/\/www.facebook.com\/trysonix\/","article_published_time":"2026-08-11T12:04:01+00:00","article_modified_time":"2026-08-11T19:59:53+00:00","og_image":[{"width":1920,"height":1280,"url":"https:\/\/sonix.ai\/ai\/wp-content\/uploads\/2026\/08\/BERT-vs.-RoBERTa-Which-Model-is-Better-for-Analyzing-Transcribed-Speech.jpg","type":"image\/jpeg"}],"author":"David Nguyen","twitter_card":"summary_large_image","twitter_creator":"@trysonix","twitter_site":"@trysonix","twitter_misc":{"Written by":"David Nguyen","Est. reading time":"11 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/sonix.ai\/ai\/bert-vs-roberta\/#article","isPartOf":{"@id":"https:\/\/sonix.ai\/ai\/bert-vs-roberta\/"},"author":{"name":"David Nguyen","@id":"https:\/\/sonixai.wpenginepowered.com\/#\/schema\/person\/7508f0c221b1e91520f0bf82e8f2ff37"},"headline":"BERT vs. RoBERTa: Which Model is Better for Analyzing Transcribed Speech?","datePublished":"2026-08-11T12:04:01+00:00","dateModified":"2026-08-11T19:59:53+00:00","mainEntityOfPage":{"@id":"https:\/\/sonix.ai\/ai\/bert-vs-roberta\/"},"wordCount":2362,"publisher":{"@id":"https:\/\/sonixai.wpenginepowered.com\/#organization"},"image":{"@id":"https:\/\/sonix.ai\/ai\/bert-vs-roberta\/#primaryimage"},"thumbnailUrl":"https:\/\/sonix.ai\/ai\/wp-content\/uploads\/2026\/08\/BERT-vs.-RoBERTa-Which-Model-is-Better-for-Analyzing-Transcribed-Speech.jpg","articleSection":["Education"],"inLanguage":"zh-Hans"},{"@type":"WebPage","@id":"https:\/\/sonix.ai\/ai\/bert-vs-roberta\/","url":"https:\/\/sonix.ai\/ai\/bert-vs-roberta\/","name":"BERT \u4e0e RoBERTa\uff1a\u54ea\u79cd\u6a21\u578b\u66f4\u9002\u5408\u5206\u6790\u8f6c\u5f55\u7684\u8bed\u97f3\uff1f\u2014\u2014\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u53d1\u5c55","isPartOf":{"@id":"https:\/\/sonixai.wpenginepowered.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/sonix.ai\/ai\/bert-vs-roberta\/#primaryimage"},"image":{"@id":"https:\/\/sonix.ai\/ai\/bert-vs-roberta\/#primaryimage"},"thumbnailUrl":"https:\/\/sonix.ai\/ai\/wp-content\/uploads\/2026\/08\/BERT-vs.-RoBERTa-Which-Model-is-Better-for-Analyzing-Transcribed-Speech.jpg","datePublished":"2026-08-11T12:04:01+00:00","dateModified":"2026-08-11T19:59:53+00:00","description":"\u5bf9\u6bd4 BERT \u4e0e RoBERTa \u5728\u5206\u6790\u8f6c\u5f55\u8bed\u97f3\u65b9\u9762\u7684\u8868\u73b0\u3002\u4e86\u89e3\u5b83\u4eec\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u65b9\u6cd5\u4e0a\u7684\u5dee\u5f02\u3001\u76f8\u5173\u7814\u7a76\u7ed3\u679c\uff0c\u4ee5\u53ca Sonix \u5982\u4f55\u652f\u6301\u8f6c\u5f55\u6587\u672c\u5206\u6790\u3002.","breadcrumb":{"@id":"https:\/\/sonix.ai\/ai\/bert-vs-roberta\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/sonix.ai\/ai\/bert-vs-roberta\/"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/sonix.ai\/ai\/bert-vs-roberta\/#primaryimage","url":"https:\/\/sonix.ai\/ai\/wp-content\/uploads\/2026\/08\/BERT-vs.-RoBERTa-Which-Model-is-Better-for-Analyzing-Transcribed-Speech.jpg","contentUrl":"https:\/\/sonix.ai\/ai\/wp-content\/uploads\/2026\/08\/BERT-vs.-RoBERTa-Which-Model-is-Better-for-Analyzing-Transcribed-Speech.jpg","width":1920,"height":1280,"caption":"BERT vs. RoBERTa"},{"@type":"BreadcrumbList","@id":"https:\/\/sonix.ai\/ai\/bert-vs-roberta\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/sonixai.wpenginepowered.com\/"},{"@type":"ListItem","position":2,"name":"BERT vs. RoBERTa: Which Model is Better for Analyzing Transcribed Speech?"}]},{"@type":"WebSite","@id":"https:\/\/sonixai.wpenginepowered.com\/#website","url":"https:\/\/sonixai.wpenginepowered.com\/","name":"Sonix AI","description":"\u884c\u4e1a\u8d8b\u52bf\u548c\u4f01\u4e1a\u89e3\u51b3\u65b9\u6848","publisher":{"@id":"https:\/\/sonixai.wpenginepowered.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/sonixai.wpenginepowered.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Organization","@id":"https:\/\/sonixai.wpenginepowered.com\/#organization","name":"Sonix","url":"https:\/\/sonixai.wpenginepowered.com\/","logo":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/sonixai.wpenginepowered.com\/#\/schema\/logo\/image\/","url":"https:\/\/sonix.ai\/ai\/wp-content\/uploads\/2025\/05\/Sonix-logo.webp","contentUrl":"https:\/\/sonix.ai\/ai\/wp-content\/uploads\/2025\/05\/Sonix-logo.webp","width":310,"height":310,"caption":"Sonix"},"image":{"@id":"https:\/\/sonixai.wpenginepowered.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/trysonix\/","https:\/\/x.com\/trysonix","https:\/\/www.linkedin.com\/company\/sonix-inc\/","https:\/\/www.youtube.com\/@sonixai"]},{"@type":"Person","@id":"https:\/\/sonixai.wpenginepowered.com\/#\/schema\/person\/7508f0c221b1e91520f0bf82e8f2ff37","name":"\u6234\u7ef4-\u962e","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/secure.gravatar.com\/avatar\/cd9764668f128af42290ca959a4b172ff19655d1ab06daeedacd8ddef1b82b61?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/cd9764668f128af42290ca959a4b172ff19655d1ab06daeedacd8ddef1b82b61?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/cd9764668f128af42290ca959a4b172ff19655d1ab06daeedacd8ddef1b82b61?s=96&d=mm&r=g","caption":"David Nguyen"},"url":"https:\/\/sonix.ai\/ai\/zh\/author\/davidatsonix\/"}]}},"featured_image_src":"https:\/\/sonix.ai\/ai\/wp-content\/uploads\/2026\/08\/BERT-vs.-RoBERTa-Which-Model-is-Better-for-Analyzing-Transcribed-Speech-600x400.jpg","featured_image_src_square":"https:\/\/sonix.ai\/ai\/wp-content\/uploads\/2026\/08\/BERT-vs.-RoBERTa-Which-Model-is-Better-for-Analyzing-Transcribed-Speech-600x600.jpg","author_info":{"display_name":"David Nguyen","author_link":"https:\/\/sonix.ai\/ai\/zh\/author\/davidatsonix\/"},"_links":{"self":[{"href":"https:\/\/sonix.ai\/ai\/zh\/wp-json\/wp\/v2\/posts\/902","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sonix.ai\/ai\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sonix.ai\/ai\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sonix.ai\/ai\/zh\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/sonix.ai\/ai\/zh\/wp-json\/wp\/v2\/comments?post=902"}],"version-history":[{"count":1,"href":"https:\/\/sonix.ai\/ai\/zh\/wp-json\/wp\/v2\/posts\/902\/revisions"}],"predecessor-version":[{"id":904,"href":"https:\/\/sonix.ai\/ai\/zh\/wp-json\/wp\/v2\/posts\/902\/revisions\/904"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sonix.ai\/ai\/zh\/wp-json\/wp\/v2\/media\/903"}],"wp:attachment":[{"href":"https:\/\/sonix.ai\/ai\/zh\/wp-json\/wp\/v2\/media?parent=902"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sonix.ai\/ai\/zh\/wp-json\/wp\/v2\/categories?post=902"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sonix.ai\/ai\/zh\/wp-json\/wp\/v2\/tags?post=902"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}