{"id":31465,"date":"2026-08-05T14:25:52","date_gmt":"2026-08-05T06:25:52","guid":{"rendered":"http:\/\/139.9.1.231\/?p=31465"},"modified":"2026-08-05T14:25:55","modified_gmt":"2026-08-05T06:25:55","slug":"amphionasr","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2026\/08\/05\/amphionasr\/","title":{"rendered":"AmphionASR-\u5927\u89c4\u6a21\u70ed\u8bcd\u7684\u4e2a\u6027\u5316\u8bed\u97f3\u8bc6\u522b"},"content":{"rendered":"\n<ul class=\"has-light-pink-background-color has-background\"><li><strong>\u6587\u7ae0\uff1a<\/strong><a href=\"https:\/\/amphionteam.github.io\/AmphionASR\/main.pdf\">AmphionASR: Personalized Context-Aware Speech Recognition<\/a><\/li><li><strong>\u4f5c\u8005\u4e0e\u673a\u6784\uff1a<\/strong>Amphion Team<\/li><li><strong>\u53d1\u5e03\u65f6\u95f4\uff1a<\/strong>2026\u5e747\u670828\u65e5<\/li><\/ul>\n\n\n\n<p>\u57fa\u4e8eQwen3-ASR-1.7B\u7684\u7edf\u4e00\u6761\u4ef6\u5316\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\uff0c\u5c06\u70ed\u8bcd\u68c0\u7d22\u3001\u76ee\u6807\u8bf4\u8bdd\u4eba\u9009\u62e9\u3001\u9000\u5316\u9c81\u68d2\u4e0e\u8033\u8bed\u8bc6\u522b\u6574\u5408\u8fdb\u5355\u4e001.7B\u53c2\u6570SpeechLLM\u3002<\/p>\n\n\n\n<p>\u73b0\u5b9e\u4e2d\u7684\u8bed\u97f3\u8bc6\u522b\u5f80\u5f80\u4e0d\u53ea\u662f\u201c\u628a\u58f0\u97f3\u8f6c\u6210\u6587\u5b57\u201d\u3002\u7528\u6237\u53ef\u80fd\u5e0c\u671b\u6a21\u578b\u4f18\u5148\u8bc6\u522b\u4eba\u540d\u3001\u54c1\u724c\u540d\u548c\u884c\u4e1a\u672f\u8bed\uff0c\u4e5f\u53ef\u80fd\u53ea\u60f3\u8f6c\u5199\u67d0\u4e2a\u6307\u5b9a\u8bf4\u8bdd\u4eba\uff1b\u8f93\u5165\u97f3\u9891\u8fd8\u53ef\u80fd\u5e26\u6709\u8fdc\u573a\u3001\u566a\u58f0\u3001\u6df7\u54cd\u3001\u4f20\u8f93\u4e22\u5931\uff0c\u751a\u81f3\u662f\u8033\u8bed\u3002AmphionASR \u7684\u76ee\u6807\uff0c\u5c31\u662f\u7528\u4e00\u4e2a\u7edf\u4e00\u7684 SpeechLLM \u540c\u65f6\u5904\u7406\u8fd9\u4e9b\u6761\u4ef6\uff0c\u800c\u4e0d\u662f\u4e3a\u6bcf\u79cd\u573a\u666f\u5206\u522b\u7ef4\u62a4\u4e00\u5957\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u6700\u7ec8\u7ed9\u51fa\u7684\u6a21\u578b\u4ee5 Qwen3-ASR-1.7B \u4e3a\u57fa\u7840\uff0c\u901a\u8fc7\u5206\u9636\u6bb5\u5fae\u8c03\u3001\u68c0\u7d22\u589e\u5f3a\u548c\u76ee\u6807\u8bf4\u8bdd\u4eba\u6570\u636e\u5408\u6210\uff0c\u5c06\u901a\u7528 ASR\u3001\u70ed\u8bcd ASR\u3001\u76ee\u6807\u8bf4\u8bdd\u4eba ASR\u3001\u9000\u5316\u97f3\u9891 ASR \u548c\u8033\u8bed ASR \u7edf\u4e00\u8d77\u6765\u3002\u5176\u6700\u7a81\u51fa\u7684\u7ed3\u679c\u5305\u62ec\uff1a\u70ed\u8bcd\u68c0\u7d22 Recall@50 \u8d85\u8fc7 94%\uff0c\u4e2d\u82f1\u6587\u5b9e\u4f53\u9519\u8bef\u7387\u5206\u522b\u4e0b\u964d 55% \u548c 37%\uff1b\u76ee\u6807\u8bf4\u8bdd\u4eba\u8bc6\u522b WER \u8fbe\u5230 13.02%\uff1b\u4e2d\u6587\u8033\u8bed CER \u4e3a 0.58%\uff0c\u82f1\u6587\u8033\u8bed WER \u4e3a 6.11%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-1024x624.png\" alt=\"\" class=\"wp-image-31471\" width=\"690\" height=\"420\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-1024x624.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-300x183.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-768x468.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image.png 1321w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><figcaption><em>AmphionASR \u7684\u56db\u9879\u4e3b\u8981\u6761\u4ef6\u5316\u8bc6\u522b\u80fd\u529b\u2014\u2014\u70ed\u8bcd\u3001\u76ee\u6807\u8bf4\u8bdd\u4eba\u3001\u9000\u5316\u9c81\u68d2\u6027\u548c\u8033\u8bed\u8bc6\u522b\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u8bba\u6587\u8981\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898<\/h2>\n\n\n\n<p>\u4f20\u7edf\u901a\u7528 ASR \u9ed8\u8ba4\u5c06\u8f93\u5165\u4e2d\u7684\u5168\u90e8\u53ef\u542c\u8bed\u97f3\u8f6c\u5199\u51fa\u6765\uff0c\u4f46\u5728\u5b9e\u9645\u4e1a\u52a1\u91cc\uff0c\u201c\u8bc6\u522b\u4ec0\u4e48\u201d\u548c\u201c\u5728\u4ec0\u4e48\u6761\u4ef6\u4e0b\u8bc6\u522b\u201d\u7ecf\u5e38\u9700\u8981\u989d\u5916\u8bf4\u660e\u3002\u8bba\u6587\u5c06\u8fd9\u4e9b\u9700\u6c42\u5f52\u7eb3\u4e3a\u56db\u7c7b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u70ed\u8bcd\u6761\u4ef6\u8bc6\u522b\uff1a<\/strong>\u5229\u7528\u7528\u6237\u63d0\u4f9b\u7684\u8bcd\u8868\uff0c\u63d0\u9ad8\u4eba\u540d\u3001\u5730\u540d\u3001\u4ea7\u54c1\u540d\u548c\u4e13\u4e1a\u672f\u8bed\u7684\u8bc6\u522b\u7387\u3002<\/li><li><strong>\u76ee\u6807\u8bf4\u8bdd\u4eba\u8bc6\u522b\uff1a<\/strong>\u7ed9\u5b9a\u76ee\u6807\u8bf4\u8bdd\u4eba\u7684\u77ed\u6ce8\u518c\u8bed\u97f3\uff0c\u53ea\u8f6c\u5199\u6df7\u5408\u97f3\u9891\u4e2d\u8be5\u8bf4\u8bdd\u4eba\u7684\u5185\u5bb9\u3002<\/li><li><strong>\u9000\u5316\u97f3\u9891\u8bc6\u522b\uff1a<\/strong>\u5904\u7406<strong>\u566a\u58f0\u3001\u8fdc\u573a\u3001\u906e\u6321\u3001\u6df7\u54cd\u3001\u5f55\u97f3\u67d3\u8272\u3001\u7535\u5b50\u5931\u771f\u548c\u4f20\u8f93\u4e22\u5931<\/strong>\u7b49\u60c5\u51b5\u3002<\/li><li><strong>\u8033\u8bed\u8bc6\u522b\uff1a<\/strong>\u5904\u7406\u58f0\u5e26\u632f\u52a8\u7279\u5f81\u548c\u6b63\u5e38\u8bed\u97f3\u660e\u663e\u4e0d\u540c\u7684\u4f4e\u80fd\u91cf\u8033\u8bed\u3002<\/li><\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u4efb\u52a1\u7684\u9644\u52a0\u4fe1\u606f\u4e0d\u540c\uff0c\u4f46\u8f93\u51fa\u76ee\u6807\u76f8\u540c\uff1a\u751f\u6210\u7528\u6237\u771f\u6b63\u60f3\u8981\u7684\u90a3\u90e8\u5206\u8f6c\u5199\u3002AmphionASR \u56e0\u800c\u91c7\u7528\u7edf\u4e00\u7684\u6307\u4ee4\u63a5\u53e3\uff0c\u901a\u8fc7\u6587\u672c\u6307\u4ee4\u3001\u70ed\u8bcd\u5217\u8868\u6216\u6ce8\u518c\u8bed\u97f3\u544a\u8bc9\u6a21\u578b\u5f53\u524d\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa AmphionASR\uff0c\u4e00\u5957\u53ef\u540c\u65f6\u9002\u914d\u4e0a\u8ff0\u56db\u7c7b\u8bc6\u522b\u4efb\u52a1\u7684\u7edf\u4e00\u6a21\u578b\u3002\u70ed\u8bcd\u5217\u8868\u3001\u76ee\u6807\u8bf4\u8bdd\u4eba\u6ce8\u518c\u97f3\u9891\u4f5c\u4e3a\u4efb\u52a1\u6761\u4ef6\u8f93\u5165\uff1b\u5404\u7c7b\u53d7\u635f\u8bed\u97f3\u3001\u8033\u8bed\u6837\u672c\u5219\u7528\u4e8e\u8ba9\u6a21\u578b\u9002\u914d\u975e\u5e38\u89c4\u58f0\u5b66\u8f93\u5165\u3002\u8be5\u8bbe\u8ba1\u5c06\u901a\u7528\u8bc6\u522b\u4e3b\u5e72\u7f51\u7edc\uff0c\u4e0e \u201c\u8bc6\u522b\u5bf9\u8c61\u3001\u8bc6\u522b\u7ea6\u675f\u6761\u4ef6\u201d \u4e24\u7c7b\u8f85\u52a9\u4fe1\u606f\u89e3\u8026\u3002 \u70ed\u8bcd\u8bc6\u522b\u5206\u652f\u7684\u6280\u672f\u8def\u7ebf\u53c2\u8003\u5df2\u6709\u7814\u7a76\uff0c\u878d\u5408 GLCLAP Top-K \u68c0\u7d22\u3001\u63d0\u793a\u8bcd\u6ce8\u5165\u3001\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684 GRPO \u4f18\u5316\u65b9\u6848\uff1b\u672c\u6587\u91cd\u70b9\u662f\u5c06\u6574\u5957\u70ed\u8bcd\u6d41\u7a0b\u96c6\u6210\u81f3\u7edf\u4e00\u6a21\u578b\uff0c\u5e76\u5728\u56db\u7c7b\u4efb\u52a1\u4e0a\u5b8c\u6210\u5168\u9762\u8bc4\u6d4b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u6a21\u578b\u603b\u4f53\u8bbe\u8ba1<\/h2>\n\n\n\n<p>AmphionASR \u7531\u97f3\u9891\u7f16\u7801\u5668\u3001\u8bed\u8a00\u6a21\u578b\u548c\u70ed\u8bcd\u68c0\u7d22\u5206\u652f\u7ec4\u6210\u3002\u8bba\u6587\u79f0\u5176\u4e3a 1.7B \u6a21\u578b\uff0c\u662f\u6309\u7167 LLM \u53c2\u6570\u91cf\u547d\u540d\uff1b\u5982\u679c\u8ba1\u5165\u7ea6 300M \u7684\u97f3\u9891\u7f16\u7801\u5668\u548c 2.6M \u7684\u68c0\u7d22\u9002\u914d\u5668\uff0c\u603b\u53c2\u6570\u91cf\u7ea6\u4e3a 2.0B\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ec4\u4ef6<\/th><th>\u53c2\u6570\u91cf<\/th><th>\u4e3b\u8981\u8bbe\u8ba1<\/th><\/tr><\/thead><tbody><tr><td>\u97f3\u9891\u7f16\u7801\u5668<\/td><td>300M<\/td><td>\u521d\u59cb\u5316\u81ea Qwen3-ASR-1.7B \u7684 AuT \u7f16\u7801\u5668<\/td><\/tr><tr><td>\u8bed\u8a00\u6a21\u578b<\/td><td>1.7B<\/td><td>28 \u5c42 Decoder-only Transformer\uff0c\u9690\u85cf\u7ef4\u5ea6 2048<\/td><\/tr><tr><td>RAG \u9002\u914d\u5668<\/td><td>2.6M<\/td><td>\u97f3\u9891\u548c\u6587\u672c\u4e24\u4fa7\u7684 MLP \u6295\u5f71\u5c42<\/td><\/tr><tr><td>\u5408\u8ba1<\/td><td>\u7ea6 2.0B<\/td><td>\u97f3\u9891\u7f16\u7801\u5668\u3001LLM \u4e0e\u68c0\u7d22\u9002\u914d\u5668<\/td><\/tr><\/tbody><\/table><figcaption>\u6838\u5fc3\u53c2\u6570\u6765\u81ea\u8bba\u6587 Table 1\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"528\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-1-1024x528.png\" alt=\"\" class=\"wp-image-31476\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-1-1024x528.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-1-300x155.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-1-768x396.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-1.png 1252w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>Figure 2\uff0cAmphionASR \u6574\u4f53\u67b6\u6784\u56fe<\/em><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u97f3\u9891\u7f16\u7801\u5668<\/h3>\n\n\n\n<p>\u8f93\u5165\u4e3a 16 kHz \u5355\u58f0\u9053\u97f3\u9891\u3002\u524d\u7aef\u63d0\u53d6 128 \u7ef4 Log-Mel \u7279\u5f81\uff0c\u5e27\u79fb\u4e3a 10 ms\uff0c\u968f\u540e\u7ecf\u8fc7\u5377\u79ef\u4e0b\u91c7\u6837\u548c 24 \u5c42 Whisper \u98ce\u683c\u7684 Pre-LN Transformer\uff0c\u8f93\u51fa 2048 \u7ef4\u300112.5 Hz \u7684\u97f3\u9891\u5e27\u8868\u793a\u3002\u6a21\u578b\u4f7f\u7528 800 \u5e27\u7684\u5206\u5757\u63a8\u7406\u7a97\u53e3\uff0c\u4ece\u800c\u7a81\u7834\u666e\u901a 30 \u79d2\u8f93\u5165\u9650\u5236\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u8bed\u8a00\u6a21\u578b\u4e0e\u7edf\u4e00\u63d0\u793a\u8bcd<\/h3>\n\n\n\n<p>\u97f3\u9891\u8868\u793a\u4f1a\u76f4\u63a5\u8fdb\u5165 Qwen3-ASR-1.7B \u7684\u8bed\u8a00\u6a21\u578b\u5d4c\u5165\u7a7a\u95f4\uff0c\u518d\u7531\u81ea\u56de\u5f52\u89e3\u7801\u5668\u751f\u6210\u8f6c\u5199\u3002\u4e0d\u540c\u4efb\u52a1\u4e0d\u9700\u8981\u5207\u6362\u6a21\u578b\uff0c\u53ea\u9700\u8981\u66f4\u6362\u63d0\u793a\u8bcd\u548c\u53ef\u9009\u8f93\u5165\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u901a\u7528 ASR\uff1a\u8981\u6c42\u8f6c\u5199\u8f93\u5165\u97f3\u9891\u3002<\/li><li>\u70ed\u8bcd ASR\uff1a\u5728\u63d0\u793a\u8bcd\u4e2d\u589e\u52a0 <code>[Hotwords: ...]<\/code>\u3002<\/li><li>\u76ee\u6807\u8bf4\u8bdd\u4eba ASR\uff1a\u5148\u8f93\u5165\u6ce8\u518c\u8bed\u97f3\uff0c\u518d\u8f93\u5165\u5f85\u8f6c\u5199\u7684\u6df7\u5408\u8bed\u97f3\u3002<\/li><li>\u8033\u8bed ASR\uff1a\u660e\u786e\u544a\u8bc9\u6a21\u578b\u8f93\u5165\u662f\u4e00\u6bb5 whispered audio\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u76ee\u6807\u8bf4\u8bdd\u4eba\u4efb\u52a1\u4e2d\u7684\u6ce8\u518c\u8bed\u97f3\u548c\u6df7\u5408\u8bed\u97f3\u5171\u7528\u540c\u4e00\u4e2a\u97f3\u9891\u7f16\u7801\u5668\uff0c\u5e76\u4ee5\u201c\u6ce8\u518c\u8bed\u97f3\u5728\u524d\u3001\u6df7\u5408\u8bed\u97f3\u5728\u540e\u201d\u7684\u4e24\u4e2a\u97f3\u9891\u5d4c\u5165\u7247\u6bb5\u8fdb\u5165 LLM\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u6ca1\u6709\u589e\u52a0\u72ec\u7acb\u7684\u8bf4\u8bdd\u4eba\u7f16\u7801\u7f51\u7edc\uff0c\u800c\u662f\u8ba9\u8bed\u8a00\u6a21\u578b\u5728\u7edf\u4e00\u4e0a\u4e0b\u6587\u4e2d\u5b8c\u6210\u8bf4\u8bdd\u4eba\u6761\u4ef6\u9009\u62e9\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u7ec6\u7c92\u5ea6\u70ed\u8bcd\u68c0\u7d22\uff1a\u4ece\u4e07\u7ea7\u8bcd\u5e93\u4e2d\u627e\u51fa\u5f53\u524d\u76f8\u5173\u8bcd<\/h2>\n\n\n\n<p>\u76f4\u63a5\u628a\u4e0a\u4e07\u4e2a\u5019\u9009\u70ed\u8bcd\u585e\u8fdb\u63d0\u793a\u8bcd\u65e2\u6d6a\u8d39\u4e0a\u4e0b\u6587\uff0c\u4e5f\u4f1a\u5f15\u5165\u5927\u91cf\u65e0\u5173\u5e72\u6270\u3002AmphionASR \u56e0\u6b64\u5148\u8fdb\u884c\u68c0\u7d22\uff0c\u53ea\u9009\u51fa\u4e0e\u5f53\u524d\u97f3\u9891\u6700\u76f8\u5173\u7684 Top-K \u70ed\u8bcd\uff0c\u8bba\u6587\u9ed8\u8ba4 K=50\u3002<\/p>\n\n\n\n<p>\u4e0e\u5c06\u6574\u6bb5\u97f3\u9891\u6c60\u5316\u6210\u4e00\u4e2a\u5411\u91cf\u7684\u65b9\u6848\u4e0d\u540c\uff0cAmphionASR \u4fdd\u7559\u9010\u5e27\u97f3\u9891\u8868\u793a\u3002\u97f3\u9891\u5e27\u548c\u5019\u9009\u70ed\u8bcd\u5206\u522b\u901a\u8fc7\u4e24\u4e2a\u5c0f\u578b MLP \u6620\u5c04\u5230\u5171\u4eab\u7684 512 \u7ef4\u7a7a\u95f4\uff1a<\/p>\n\n\n\n\\(\na_t = g_{\\mathrm{audio}}\\!\\left(\\mathrm{AuT}(x)_t\\right),\\qquad\nk_h = g_{\\mathrm{text}}\\!\\left(E_{\\mathrm{tok}}(h)\\right)\n\\)\n\n\n\n<p>\u6bcf\u4e2a\u70ed\u8bcd\u4e0e\u6240\u6709\u97f3\u9891\u5e27\u8ba1\u7b97\u5185\u79ef\uff0c\u5e76\u53d6\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u7684\u6700\u5927\u503c\u4f5c\u4e3a\u76f8\u5173\u6027\uff1a<\/p>\n\n\n\n\\(\ns_h = \\max_t a_t^{\\top}k_h,\\qquad\n\\mathcal{H}&#8217;=\\operatorname{TopK}_{h\\in\\mathcal{H}}(s_h)\n\\)\n\n\n\n<p>\u8fd9\u79cd max-over-time \u65b9\u5f0f\u5f3a\u8c03\u5c40\u90e8\u5339\u914d\uff1a\u5373\u4f7f\u70ed\u8bcd\u53ea\u5728\u957f\u97f3\u9891\u4e2d\u77ed\u6682\u51fa\u73b0\uff0c\u4e5f\u4e0d\u5bb9\u6613\u88ab\u5168\u53e5\u5e73\u5747\u8868\u793a\u6df9\u6ca1\u3002\u9009\u51fa\u7684\u70ed\u8bcd\u968f\u540e\u4f5c\u4e3a\u9017\u53f7\u5206\u9694\u7684\u6587\u672c\u63d2\u5165\u63d0\u793a\u8bcd\uff0cASR \u4ecd\u7136\u53ea\u9700\u8981\u6267\u884c\u4e00\u6b21\u89e3\u7801\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"598\" height=\"651\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-2.png\" alt=\"\" class=\"wp-image-31478\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-2.png 598w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-2-276x300.png 276w\" sizes=\"(max-width: 598px) 100vw, 598px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>Figure 3\uff0c\u7ec6\u7c92\u5ea6\u70ed\u8bcd\u68c0\u7d22\u6d41\u7a0b\u3002\u8be5\u56fe\u7528\u4e8e\u8bf4\u660e\u97f3\u9891\u5e27\u3001\u6587\u672c\u70ed\u8bcd\u3001\u5171\u4eab\u7a7a\u95f4\u548c Top-K \u9009\u62e9\u4e4b\u95f4\u7684\u5173\u7cfb<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u8bad\u7ec3\u6570\u636e\u4e0e\u4e09\u9636\u6bb5\u8bad\u7ec3<\/h2>\n\n\n\n<p>AmphionASR \u57fa\u4e8e<strong>\u4f4e\u79e9\u81ea\u9002\u5e94\u5fae\u8c03\uff08LoRA\uff09\u6709\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/strong>\u4e09\u9636\u6bb5\u8bad\u7ec3\u65b9\u6848\u5b8c\u6210\u8bad\u7ec3\u3002AmphionASR \u4f7f\u7528 11 \u4e2a\u516c\u5f00\u8bed\u6599\u6784\u5efa\u51fa 8 \u4e2a\u8bad\u7ec3\u96c6\u5408\uff0c\u603b\u8ba1 3,737,145 \u6761\u8bad\u7ec3\u6837\u672c\u3002\u5176\u4e2d\uff0c\u76ee\u6807\u8bf4\u8bdd\u4eba\u6837\u672c\u5305\u542b\u6ce8\u518c\u8bed\u97f3\u548c\u6df7\u5408\u8bed\u97f3\u4e24\u4e2a\u97f3\u9891\u8f93\u5165\uff0c\u540c\u65f6\u52a0\u5165\u901a\u7528\u8f6c\u5199\u6570\u636e\uff0c\u7f13\u89e3\u6a21\u578b<strong>\u707e\u96be\u6027\u9057\u5fd8<\/strong>\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u8bad\u7ec3\u4efb\u52a1<\/th><th>\u6837\u672c\u6570<\/th><th>\u4e3b\u8981\u6765\u6e90<\/th><\/tr><\/thead><tbody><tr><td>\u8033\u8bed ASR<\/td><td>222,440<\/td><td>WhispEar\uff0c\u4e2d\u82f1\u6587\u8033\u8bed<\/td><\/tr><tr><td>\u9000\u5316\u9c81\u68d2 ASR<\/td><td>556,421<\/td><td>Voice-in-the-Wild-2M<\/td><\/tr><tr><td>\u70ed\u8bcd ASR<\/td><td>1,043,317<\/td><td>CommonVoice\u3001MagicData\u3001AISHELL-1\/3\u3001THCHS-30<\/td><\/tr><tr><td>\u901a\u7528 ASR \u4fdd\u6301<\/td><td>1,290,464<\/td><td>AISHELL-2\u3001LibriSpeech<\/td><\/tr><tr><td>\u76ee\u6807\u8bf4\u8bdd\u4eba ASR<\/td><td>624,503<\/td><td>\u591a\u4e2a\u516c\u5f00\u5355\u8bf4\u8bdd\u4eba\u8bed\u6599\u5408\u6210<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u8bad\u7ec3\u9636\u6bb5\u70ed\u8bcd\u8bcd\u8868\u6784\u5efa\u903b\u8f91<\/strong>\uff1a<\/p>\n\n\n\n<p>\u9488\u5bf9\u5e26\u70ed\u8bcd\u7684\u8bad\u7ec3\u6837\u672c\uff0c\u6bcf\u6761\u6837\u672c\u52a8\u6001\u751f\u6210\u4e13\u5c5e\u70ed\u8bcd\u5217\u8868\uff0c\u771f\u5b9e\u70ed\u8bcd + \u5e72\u6270\u8bcd\u603b\u6570\u91cf\u7ea6\u675f\u5728 10~50 \u4e2a\uff0c\u8bcd\u8868\u6784\u5efa\u5206\u4e09\u6b65\uff1a<\/p>\n\n\n\n<ol><li><strong>\u771f\u5b9e\u5b9e\u4f53\u8bcd<\/strong> \u6bcf\u6761\u6807\u6ce8\u771f\u503c\u70ed\u8bcd\u6709 5% \u6982\u7387\u88ab\u968f\u673a\u5254\u9664\uff0c\u6a21\u62df\u68c0\u7d22\u6a21\u5757\u53ec\u56de\u4e0d\u5b8c\u5168\u7684\u771f\u5b9e\u573a\u666f\u3002\u4fdd\u7559\u7edd\u5927\u591a\u6570\u771f\u5b9e\u70ed\u8bcd\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u501f\u52a9\u4e0a\u4e0b\u6587\u504f\u7f6e\u4fee\u6b63\u7a00\u6709\u5b9e\u4f53\u3001\u9886\u57df\u4e13\u4e1a\u672f\u8bed\uff0c\u89e3\u51b3\u65e0\u7ea6\u675f\u89e3\u7801\u5668\u6781\u6613\u9519\u8bc6\u8fd9\u7c7b\u8bcd\u6c47\u7684\u95ee\u9898\u3002<\/li><li><strong>\u96be\u4f8b\u8d1f\u6837\u672c\uff08\u6613\u6df7\u6dc6\u5e72\u6270\u8bcd\uff09<\/strong> \u5728\u7ebf\u68c0\u7d22\u5668\u4e3a\u6bcf\u6761\u6837\u672c\u6700\u591a\u53ec\u56de 10 \u4e2a\u9ad8\u5ea6\u6df7\u6dc6\u8bcd\u6c47\uff1b\u68c0\u7d22\u6253\u5206\u6743\u91cd\u4e3a\uff1a0.6\u00d7 \u5b57\u7b26\u91cd\u53e0\u5ea6 + 0.4\u00d7 \u4e8c\u5143\u7ec4\u6770\u5361\u5fb7\u76f8\u4f3c\u5ea6\uff0c\u4e2d\u6587\u989d\u5916\u589e\u52a0\u97f3\u8282\u7ea7\u8fd1\u90bb\u68c0\u7d22\u6269\u5145\u5019\u9009\u3002\u8fd9\u7c7b\u5b57\u5f62\u3001\u53d1\u97f3\u76f8\u8fd1\u7684\u5e72\u6270\u8bcd\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\u533a\u5206\u76f8\u4f3c\u70ed\u8bcd\uff0c\u907f\u514d\u6a21\u578b\u65e0\u8111\u5339\u914d\u5217\u8868\u5185\u4efb\u610f\u8bcd\u6c47\u3002<\/li><li><strong>\u968f\u673a\u5e72\u6270\u8bcd<\/strong> \u8bcd\u8868\u5269\u4f59\u7a7a\u4f4d\u4ece\u5168\u5c40\u70ed\u8bcd\u5e93\u968f\u673a\u586b\u5145\uff1b\u4f18\u5148\u586b\u6ee1\u96be\u4f8b\u8d1f\u6837\u672c\uff0c\u518d\u8865\u5145\u968f\u673a\u8bcd\uff0c\u4fdd\u8bc1\u5217\u8868\u603b\u957f\u843d\u5728 10~50 \u533a\u95f4\u3002\u968f\u673a\u65e0\u5173\u8bcd\u6c47\u7528\u4e8e\u7ea6\u675f\u63d0\u793a\u8bcd\u957f\u5ea6\uff0c\u9632\u6b62\u6a21\u578b\u8fc7\u5ea6\u4f9d\u8d56\u5339\u914d\u5019\u9009\u8bcd\u4ea7\u751f\u8bc6\u522b\u504f\u7f6e\u3002<\/li><\/ol>\n\n\n\n<p>\u6bcf\u6761\u8bed\u97f3\u6837\u672c\u6709 80% \u6982\u7387\u4fdd\u7559\u5b8c\u6574\u70ed\u8bcd\u63d0\u793a\u884c\uff0c20% \u6982\u7387\u76f4\u63a5\u820d\u5f03\u70ed\u8bcd\u8f93\u5165\u3002\u8be5\u7b56\u7565\u8ba9\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u540c\u65f6\u63a5\u89e6 \u201c\u5e26\u70ed\u8bcd\u8f85\u52a9\u201d \u4e0e \u201c\u65e0\u70ed\u8bcd\u8f85\u52a9\u201d \u4e24\u7c7b\u8f93\u5165\uff0c\u63d0\u5347\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9636\u6bb5 1\uff1a\u9002\u5e94\u8033\u8bed\u548c\u9000\u5316\u97f3\u9891<\/h3>\n\n\n\n<p>\u97f3\u9891\u7f16\u7801\u5668\u548c LLM \u540c\u65f6\u8bad\u7ec3\uff0c\u6570\u636e\u6765\u81ea Voice-in-the-Wild-2M \u548c WhispEar\u3002\u7531\u4e8e\u8fd9\u4e9b\u58f0\u5b66\u6761\u4ef6\u4e0e\u666e\u901a\u6e05\u6670\u8bed\u97f3\u5dee\u5f02\u8f83\u5927\uff0c\u8bba\u6587\u9996\u5148\u5141\u8bb8\u58f0\u5b66\u8868\u793a\u548c\u8bed\u8a00\u6a21\u578b\u5171\u540c\u9002\u5e94\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9636\u6bb5 2\uff1a\u5b66\u4e60\u70ed\u8bcd\u4e0e\u76ee\u6807\u8bf4\u8bdd\u4eba\u6761\u4ef6<\/h3>\n\n\n\n<p><strong>\u51bb\u7ed3\u97f3\u9891\u7f16\u7801\u5668\uff0c\u53ea\u66f4\u65b0 LLM\u3002<\/strong>\u6a21\u578b\u5728\u8fd9\u4e00\u9636\u6bb5\u5b66\u4e60\u5982\u4f55\u4f7f\u7528\u70ed\u8bcd\u63d0\u793a\uff0c\u4ee5\u53ca\u5982\u4f55\u6839\u636e\u6ce8\u518c\u8bed\u97f3\u4ece\u591a\u4eba\u6df7\u5408\u97f3\u9891\u4e2d\u9009\u62e9\u76ee\u6807\u8bf4\u8bdd\u4eba\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9636\u6bb5 3\uff1a\u901a\u8fc7\u6570\u636e\u56de\u653e\u6291\u5236\u707e\u96be\u6027\u9057\u5fd8<\/h3>\n\n\n\n<p><strong>\u7ee7\u7eed\u51bb\u7ed3\u97f3\u9891\u7f16\u7801\u5668<\/strong>\uff0c\u5728\u524d\u4e24\u9636\u6bb5\u6570\u636e\u4e4b\u5916\u52a0\u5165 AISHELL-2 \u548c LibriSpeech \u901a\u7528\u8f6c\u5199\u6570\u636e\u3002\u76ee\u7684\u4e0d\u662f\u8ffd\u6c42\u65b0\u7684\u901a\u7528 ASR SOTA\uff0c\u800c\u662f\u5728\u589e\u52a0\u4e2a\u6027\u5316\u80fd\u529b\u540e\u5c3d\u91cf\u4fdd\u7559\u539f\u6a21\u578b\u7684\u57fa\u7840\u8bc6\u522b\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u4e09\u4e2a\u9636\u6bb5\u5747\u91c7\u7528\u5168\u7ebf\u6027\u5c42 LoRA\uff0cLoRA rank \u4e3a 64\u3001alpha \u4e3a 128\uff1b\u6bcf\u9636\u6bb5\u8bad\u7ec3 1 \u4e2a epoch\uff0c\u5b66\u4e60\u7387\u4e3a \\(1\\times10^{-6}\\)\uff0c\u4f59\u5f26\u8870\u51cf\u548c 5% warmup\uff0c\u6709\u6548 batch size \u4e3a 384\uff0c\u4f7f\u7528 6 \u5f20 GPU\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">GRPO\uff1a\u540c\u65f6\u4f18\u5316\u8f6c\u5199\u51c6\u786e\u7387\u548c\u70ed\u8bcd\u4e00\u81f4\u6027<\/h3>\n\n\n\n<p>\u4e09\u9636\u6bb5 SFT \u540e\uff0c<strong>\u8bba\u6587\u51bb\u7ed3\u97f3\u9891\u7f16\u7801\u5668\uff0c\u901a\u8fc7 GRPO \u7ee7\u7eed\u4f18\u5316 LLM\u3002<\/strong>ASR \u5956\u52b1\u662f\u7ecf\u8fc7\u622a\u65ad\u7684\u8d1f CER\uff1a<\/p>\n\n\n\n\\(\nR_{\\mathrm{asr}}(\\hat y,y)=\\max\\left(0,1-\\mathrm{CER}(\\hat y,y)\\right)\n\\)\n\n\n\n<p>\u70ed\u8bcd\u5956\u52b1\u68c0\u67e5\u6bcf\u4e2a\u5019\u9009\u8bcd\u5728\u9884\u6d4b\u548c\u53c2\u8003\u6587\u672c\u4e2d\u7684\u201c\u51fa\u73b0\/\u672a\u51fa\u73b0\u201d\u72b6\u6001\u662f\u5426\u4e00\u81f4\uff1a<\/p>\n\n\n\n\\(\nR_{\\mathrm{hw}}(\\hat y,y;C)=\\frac{1}{|C|}\\sum_{c\\in C}\n\\mathbf{1}\\!\\left\\{\\mathbf{1}[c\\in\\mathrm{Pred}]=\\mathbf{1}[c\\in\\mathrm{Ref}]\\right\\}\n\\)\n\n\n\n<p>\u603b\u5956\u52b1\u4e3a\uff1a<\/p>\n\n\n\n\\(\nR=R_{\\mathrm{asr}}+0.3R_{\\mathrm{hw}}\n\\)\n\n\n\n<p>\u8fd9\u4e00\u8bbe\u8ba1\u4e0d\u4ec5\u9f13\u52b1\u6a21\u578b\u6284\u5bf9\u70ed\u8bcd\uff0c\u4e5f\u60e9\u7f5a\u5b83\u76f2\u76ee\u8f93\u51fa\u63d0\u793a\u8bcd\u4e2d\u5b9e\u9645\u6ca1\u6709\u88ab\u8bf4\u51fa\u7684\u8bcd\u3002\u4e0d\u8fc7\u8bba\u6587\u6ca1\u6709\u63d0\u4f9b\u201cSFT \u540e\u3001GRPO \u524d\u201d\u7684\u72ec\u7acb\u5bf9\u7167\uff0c\u56e0\u6b64\u5b9e\u9a8c\u65e0\u6cd5\u5355\u72ec\u91cf\u5316 GRPO \u7684\u8d21\u732e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u76ee\u6807\u8bf4\u8bdd\u4eba\u6570\u636e\u662f\u5982\u4f55\u5408\u6210\u7684<\/h2>\n\n\n\n<p>\u76ee\u6807\u8bf4\u8bdd\u4eba\u8bad\u7ec3\u6570\u636e\u7531\u5355\u8bf4\u8bdd\u4eba\u8bed\u6599\u79bb\u7ebf\u5408\u6210\u3002\u5bf9\u4e8e\u540c\u4e00\u76ee\u6807\u8bf4\u8bdd\u4eba\uff0c\u7cfb\u7edf\u9009\u62e9\u4e24\u6bb5\u4e0d\u540c\u5f55\u97f3\uff1a\u4e00\u6bb5\u4f5c\u4e3a 3 \u81f3 5 \u79d2\u6ce8\u518c\u97f3\u9891\uff0c\u53e6\u4e00\u6bb5\u4f5c\u4e3a\u5f85\u6df7\u5408\u7684\u76ee\u6807\u8bed\u97f3\uff0c\u518d\u52a0\u5165 1 \u81f3 2 \u4e2a\u975e\u76ee\u6807\u8bf4\u8bdd\u4eba\u3002<\/p>\n\n\n\n<p>\u6df7\u97f3\u8fc7\u7a0b\u53ef\u5199\u4e3a\uff1a<\/p>\n\n\n\n\\(\nx_{\\mathrm{mix}}[n]=s_{\\mathrm{tgt}}[n]+\\sum_{k=1}^{K}\\alpha_k\ns_{\\mathrm{int},k}[n-o_k],\\qquad\n\\alpha_k=\\frac{\\rho_{\\mathrm{tgt}}}{\\rho_{\\mathrm{int},k}}10^{-\\mathrm{SNR}_k\/20}\n\\)\n\n\n\n<p>\u5176\u4e2d \\(K\\sim\\mathrm{Cat}(\\{1:0.8,2:0.2\\})\\)\uff0c\u8bf4\u8bdd\u4eba\u95f4 SNR \u670d\u4ece\u5747\u503c 5 dB\u3001\u6807\u51c6\u5dee 7 dB \u7684\u6b63\u6001\u5206\u5e03\uff0c\u5e76\u622a\u65ad\u5230 -5 \u81f3 20 dB\uff1b\u5e72\u6270\u8bed\u97f3\u8986\u76d6\u76ee\u6807\u8bed\u97f3\u7684\u6bd4\u4f8b\u4ece 0.1 \u5230 1.0 \u5747\u5300\u91c7\u6837\u3002\u4e4b\u540e\u4ee5 0.5 \u7684\u6982\u7387\u52a0\u5165 RIR\uff0c\u518d\u4ee5 0 \u81f3 25 dB \u7684 SNR \u52a0\u5165 MUSAN \u6216 AudioSet \u73af\u5883\u566a\u58f0\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u964d\u4f4e\u201c\u76ee\u6807\u8bf4\u8bdd\u4eba\u4e0d\u5728\u573a\u65f6\u4ecd\u7136\u80e1\u4e71\u8f93\u51fa\u201d\u7684\u95ee\u9898\uff0c\u8bad\u7ec3\u96c6\u8fd8\u5305\u542b 66,194 \u6761\u7a7a\u8f6c\u5199\u8d1f\u6837\u672c\uff0c\u5305\u62ec\u566a\u58f0\/\u9759\u97f3\u548c\u53ea\u6709\u975e\u76ee\u6807\u8bf4\u8bdd\u4eba\u7684\u6df7\u5408\u97f3\u9891\u3002\u8fd9\u4e00\u90e8\u5206\u662f\u76ee\u6807\u8bf4\u8bdd\u4eba\u7cfb\u7edf\u80fd\u591f\u5b66\u4e60\u4fdd\u6301\u6c89\u9ed8\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"635\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-3-1024x635.png\" alt=\"\" class=\"wp-image-31486\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-3-1024x635.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-3-300x186.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-3-768x476.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-3.png 1267w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><em>Figure 4\uff0c\u76ee\u6807\u8bf4\u8bdd\u4eba\u8bad\u7ec3\u6570\u636e\u79bb\u7ebf\u5408\u6210\u6d41\u7a0b\uff1b\u53ef\u540c\u65f6\u53c2\u8003 Table 16 \u548c Table 17 \u7684 RIR\u3001\u566a\u58f0\u6765\u6e90\u4e0e\u8d1f\u6837\u672c\u53c2\u6570<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u70ed\u8bcd\u548c\u884c\u4e1a\u5b9e\u4f53\u8bc6\u522b<\/h3>\n\n\n\n<p>\u5728 GigaSpeechBench \u7684 12 \u4e2a\u5782\u76f4\u9886\u57df\u4e2d\uff0c\u52a0\u5165 RAG \u540e\uff0c\u4e2d\u6587\u5e73\u5747\u5b9e\u4f53 B-CER \u4ece 23.18% \u964d\u81f3 10.39%\uff0c\u76f8\u5bf9\u4e0b\u964d\u7ea6 55%\uff1b\u82f1\u6587\u5e73\u5747\u5b9e\u4f53 B-WER \u4ece 14.78% \u964d\u81f3 9.35%\uff0c\u76f8\u5bf9\u4e0b\u964d\u7ea6 37%\u3002\u52a0\u5165\u70ed\u8bcd\u4e0a\u4e0b\u6587\u540e\uff0cAmphionASR \u5728\u4e2d\u6587 12 \u4e2a\u9886\u57df\u4e2d\u7684 11 \u4e2a\u3001\u82f1\u6587\u5168\u90e8 12 \u4e2a\u9886\u57df\u4e2d\u4f18\u4e8e\u65e0\u70ed\u8bcd\u8f93\u5165\u7684 Qwen3-ASR-1.7B\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6d4b\u8bd5\u96c6<\/th><th>\u65e0 RAG<\/th><th>\u4f7f\u7528 RAG<\/th><th>Recall@50<\/th><\/tr><\/thead><tbody><tr><td>GigaSpeechBench \u4e2d\u6587\u5e73\u5747 B-CER<\/td><td>23.18%<\/td><td>10.39%<\/td><td>&#8211;<\/td><\/tr><tr><td>GigaSpeechBench \u82f1\u6587\u5e73\u5747 B-WER<\/td><td>14.78%<\/td><td>9.35%<\/td><td>&#8211;<\/td><\/tr><tr><td>CommonVoice \u4e2d\u6587\u70ed\u8bcd<\/td><td>9.27%<\/td><td>2.30%<\/td><td>94.52%<\/td><\/tr><tr><td>CommonVoice \u82f1\u6587\u70ed\u8bcd<\/td><td>28.93%<\/td><td>9.81%<\/td><td>95.19%<\/td><\/tr><\/tbody><\/table><figcaption>\u6839\u636e\u8bba\u6587 Table 9\u3001Table 10 \u548c Table 11 \u6c47\u603b\uff0c\u6307\u6807\u5747\u8d8a\u4f4e\u8d8a\u597d\uff0cRecall \u9664\u5916\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u7ea6\u4e00\u4e07\u4e2a\u5019\u9009\u8bcd\u7684\u8bcd\u5e93\u4e0a\uff0c\u76f8\u6bd4\u5df2\u7ecf\u9884\u5148\u8ba1\u7b97\u597d Top-50 \u70ed\u8bcd\u7684\u6761\u4ef6\uff0c\u5728\u7ebf\u68c0\u7d22\u589e\u52a0\u7684\u914d\u5bf9\u4e2d\u4f4d\u5ef6\u8fdf\u4e3a\u82f1\u6587 1.37 ms\u3001\u4e2d\u6587 3.25 ms\u3002\u4f46\u8be5\u5b9e\u9a8c\u6bcf\u79cd\u8bed\u8a00\u53ea\u6709 30 \u6761\u97f3\u9891\uff0c\u8fd0\u884c\u5728\u5171\u4eab H20 \u4e0a\uff0c\u6ca1\u6709\u5e76\u53d1\u548c RTF \u6570\u636e\uff0c\u56e0\u6b64\u53ea\u80fd\u8bf4\u660e\u70ed\u72b6\u6001\u4e0b\u7684\u76f8\u5bf9\u5f00\u9500\uff0c\u4e0d\u80fd\u76f4\u63a5\u89c6\u4e3a\u751f\u4ea7\u541e\u5410\u91cf\u7ed3\u8bba\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u76ee\u6807\u8bf4\u8bdd\u4eba\u8bc6\u522b<\/h3>\n\n\n\n<p>\u5728\u5185\u90e8\u5408\u6210\u7684\u76ee\u6807\u8bf4\u8bdd\u4eba\u6d4b\u8bd5\u96c6\u6b63\u6837\u672c\u4e0a\uff0cAmphionASR \u7684 WER \u4e3a 13.02%\uff0c\u660e\u663e\u4f4e\u4e8e\u96f6\u6837\u672c Qwen3-Omni-30B-A3B \u7684 31.91%\uff0c\u4e5f\u8fdc\u4f4e\u4e8e\u672a\u8fdb\u884c\u76ee\u6807\u8bf4\u8bdd\u4eba\u8bad\u7ec3\u7684 Qwen3-ASR-1.7B \u7684 78.99%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u578b<\/th><th>\u6b63\u6837\u672c WER<\/th><th>\u76ee\u6807\u7f3a\u5e2d\u9759\u97f3\u8bef\u62a5\u7387<\/th><\/tr><\/thead><tbody><tr><td>Qwen3-ASR-0.6B<\/td><td>84.97%<\/td><td>100.00%<\/td><\/tr><tr><td>Qwen3-ASR-1.7B<\/td><td>78.99%<\/td><td>100.00%<\/td><\/tr><tr><td>Qwen3-Omni-30B-A3B \u96f6\u6837\u672c<\/td><td>31.91%<\/td><td>9.15%<\/td><\/tr><tr><td>AmphionASR<\/td><td>13.02%<\/td><td>6.10%<\/td><\/tr><\/tbody><\/table><figcaption>\u8bba\u6587 Table 13\uff0c\u6570\u503c\u8d8a\u4f4e\u8d8a\u597d\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u8fd9\u4e00\u7ed3\u679c\u8bf4\u660e\u6a21\u578b\u786e\u5b9e\u5b66\u5230\u4e86\u201c\u6839\u636e\u6ce8\u518c\u8bed\u97f3\u9009\u62e9\u8bf4\u8bdd\u4eba\u201d\u7684\u80fd\u529b\uff0c\u540c\u65f6\u8d1f\u6837\u672c\u964d\u4f4e\u4e86\u76ee\u6807\u7f3a\u5e2d\u65f6\u7684\u5e7b\u89c9\u3002\u4e0d\u8fc7\u6d4b\u8bd5\u96c6\u7531\u4e0e\u8bad\u7ec3\u76f8\u540c\u7684\u5408\u6210\u6d41\u6c34\u7ebf\u751f\u6210\uff0c\u53ea\u662f\u66f4\u6362\u968f\u673a\u79cd\u5b50\u548c\u8bf4\u8bdd\u4eba\uff1b\u8bba\u6587\u4e5f\u6ca1\u6709\u4e0e\u4e13\u7528 TS-ASR \u6a21\u578b\u8fdb\u884c\u5b8c\u5168\u4e00\u81f4\u534f\u8bae\u4e0b\u7684\u6bd4\u8f83\uff0c\u56e0\u6b64\u6cdb\u5316\u80fd\u529b\u4ecd\u9700\u8981\u516c\u5f00\u771f\u5b9e\u91cd\u53e0\u8bed\u97f3\u6570\u636e\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u771f\u5b9e\u9000\u5316\u97f3\u9891\u9c81\u68d2\u6027<\/h3>\n\n\n\n<p>Voice-in-the-Wild-Bench \u5305\u542b 5,000 \u6761\u4e2d\u82f1\u6587\u97f3\u9891\uff0c\u8986\u76d6 7 \u7c7b\u5355\u4e00\u9000\u5316\u548c Mixed \u590d\u5408\u9000\u5316\uff0c\u5e76\u5206\u4e3a\u771f\u5b9e\u5f55\u97f3\u4e0e\u9891\u8c31\u6a21\u62df\u4e24\u7ec4\uff0c\u5171 16 \u4e2a\u5b50\u96c6\u3002AmphionASR \u5728\u5176\u4e2d 8 \u4e2a\u5b50\u96c6\u53d6\u5f97\u6700\u4f4e WER\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u771f\u5b9e\u5f55\u97f3\u9886\u5148\u9879\uff1a\u906e\u6321 1.38%\u3001\u6df7\u54cd 7.91%\u3001\u5f55\u97f3\u67d3\u8272 6.32%\u3001\u4f20\u8f93\u4e22\u5931 2.32%\u3002<\/li><li>\u6a21\u62df\u9000\u5316\u9886\u5148\u9879\uff1a\u566a\u58f0 7.24%\u3001\u6df7\u54cd 11.49%\u3001\u5f55\u97f3\u67d3\u8272 11.55%\u3001Mixed 4.19%\u3002<\/li><li>Real-Mixed \u4e3a 2.85%\uff0c\u4ec5\u6b21\u4e8e Mega-ASR \u7684 2.63%\u3002<\/li><\/ul>\n\n\n\n<p>\u8fd9\u8bf4\u660e\u9636\u6bb5 1 \u7684\u9000\u5316\u8bad\u7ec3\u5177\u6709\u660e\u663e\u6548\u679c\uff0c\u4f46 AmphionASR \u5e76\u975e\u5728\u6240\u6709\u6761\u4ef6\u4e0b\u90fd\u9886\u5148\uff0c\u4f8b\u5982\u771f\u5b9e\u566a\u58f0\u3001\u8fdc\u573a\u3001\u7535\u5b50\u5931\u771f\u4ee5\u53ca\u90e8\u5206\u6a21\u62df\u6761\u4ef6\u4ecd\u6709\u5176\u4ed6\u4e13\u7528\u6a21\u578b\u8868\u73b0\u66f4\u597d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u8033\u8bed\u8bc6\u522b<\/h3>\n\n\n\n<p>\u8033\u8bed\u8bc6\u522b\u662f\u8bba\u6587\u4e2d\u6700\u7a33\u5b9a\u7684\u4f18\u52bf\u4e4b\u4e00\u3002AmphionASR \u5728\u4e2d\u6587 wEar \u4e0a\u53d6\u5f97 0.58% CER\uff0c\u5728\u82f1\u6587 WTIMIT \u4e0a\u53d6\u5f97 6.11% WER\uff0c\u5747\u4e3a\u8868\u4e2d\u6700\u4f4e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u578b<\/th><th>wEar \u4e2d\u6587 CER<\/th><th>WTIMIT \u82f1\u6587 WER<\/th><\/tr><\/thead><tbody><tr><td>Whisper-large-v3<\/td><td>16.33%<\/td><td>11.99%<\/td><\/tr><tr><td>Kimi-Audio-7B-Instruct<\/td><td>1.48%<\/td><td>10.95%<\/td><\/tr><tr><td>Qwen3-ASR-1.7B<\/td><td>1.22%<\/td><td>9.56%<\/td><\/tr><tr><td>FireRed-ASR2-LLM<\/td><td>1.01%<\/td><td>15.18%<\/td><\/tr><tr><td>AmphionASR<\/td><td>0.58%<\/td><td>6.11%<\/td><\/tr><\/tbody><\/table><figcaption>\u8bba\u6587 Table 15 \u7684\u4e3b\u8981\u6a21\u578b\u7ed3\u679c\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u76f8\u6bd4\u57fa\u7840\u6a21\u578b Qwen3-ASR-1.7B\uff0cAmphionASR \u5728\u4e2d\u6587\u8033\u8bed\u4e0a\u7edd\u5bf9\u964d\u4f4e 0.64 \u4e2a\u767e\u5206\u70b9\uff0c\u5728\u82f1\u6587\u8033\u8bed\u4e0a\u7edd\u5bf9\u964d\u4f4e 3.45 \u4e2a\u767e\u5206\u70b9\u3002\u6a21\u578b\u540c\u65f6\u5728\u4e2d\u82f1\u6587\u4e0a\u9886\u5148\uff0c\u8bf4\u660e\u8033\u8bed\u8bad\u7ec3\u6ca1\u6709\u51fa\u73b0\u660e\u663e\u7684\u8bed\u8a00\u95f4\u53d6\u820d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u901a\u7528 ASR \u80fd\u529b\u662f\u5426\u88ab\u9057\u5fd8<\/h3>\n\n\n\n<p>\u8bba\u6587\u5728 4 \u4e2a\u82f1\u6587\u548c 6 \u4e2a\u4e2d\u6587\u901a\u7528\u6d4b\u8bd5\u96c6\u4e0a\u8fdb\u884c\u4e86\u4fdd\u6301\u6027\u68c0\u67e5\u3002\u4e0e\u540c\u89c4\u6a21\u7684 Qwen3-ASR-1.7B \u76f8\u6bd4\uff0cAmphionASR \u5728\u6bcf\u4e2a\u6d4b\u8bd5\u96c6\u4e0a\u7684\u5dee\u8ddd\u90fd\u4e0d\u8d85\u8fc7 0.85 \u4e2a\u7edd\u5bf9 WER\/CER \u70b9\uff0c\u5e76\u5728\u4e24\u8005\u76f4\u63a5\u6bd4\u8f83\u65f6\u8d62\u4e0b 10 \u4e2a\u6d4b\u8bd5\u96c6\u4e2d\u7684 4 \u4e2a\u3002<\/p>\n\n\n\n<p>\u9700\u8981\u533a\u5206\u7684\u662f\uff1a\u8fd9\u4e0d\u4ee3\u8868 AmphionASR \u5728 4 \u4e2a\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u6240\u6709\u7cfb\u7edf\u4e2d\u7684\u6700\u597d\u7ed3\u679c\u3002Table 18 \u548c Table 19 \u7684\u6574\u4f53\u9886\u5148\u8005\u4ecd\u5206\u6563\u5728 Kimi-Audio\u3001Step-Audio\u3001FireRed-ASR2 \u7b49\u6a21\u578b\u4e2d\u3002\u8bba\u6587\u5c06\u8be5\u5b9e\u9a8c\u5b9a\u4f4d\u4e3a\u201c\u80fd\u529b\u4fdd\u6301\u68c0\u67e5\u201d\uff0c\u800c\u4e0d\u662f\u901a\u7528 ASR \u7684 SOTA \u58f0\u660e\uff0c\u8fd9\u662f\u8f83\u4e3a\u5ba2\u89c2\u7684\u8868\u8ff0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"823\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-4-1024x823.png\" alt=\"\" class=\"wp-image-31488\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-4-1024x823.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-4-300x241.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-4-768x617.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/08\/image-4.png 1084w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u8bba\u6587\u7684\u4e3b\u8981\u521b\u65b0\u70b9<\/h2>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u7528\u7edf\u4e00\u63a5\u53e3\u627f\u8f7d\u591a\u79cd\u6761\u4ef6\u5316 ASR\u3002<\/strong>\u6587\u672c\u6307\u4ee4\u3001\u70ed\u8bcd\u548c\u6ce8\u518c\u8bed\u97f3\u90fd\u88ab\u7ec4\u7ec7\u4e3a LLM \u4e0a\u4e0b\u6587\uff0c\u4f7f\u4e0d\u540c\u4efb\u52a1\u5171\u4eab\u97f3\u9891\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u3002<\/li><li><strong>\u5c06\u5e27\u7ea7\u70ed\u8bcd\u68c0\u7d22\u63a5\u5165\u5b8c\u6574 SpeechLLM\u3002<\/strong>\u5c40\u90e8 max-over-time \u5339\u914d\u6bd4\u6574\u53e5\u6c60\u5316\u66f4\u9002\u5408\u53d1\u73b0\u77ed\u65f6\u51fa\u73b0\u7684\u5b9e\u4f53\uff0c\u5e76\u628a\u4e07\u7ea7\u5019\u9009\u5e93\u538b\u7f29\u5230 Top-50\u3002<\/li><li><strong>\u901a\u8fc7\u53cc\u97f3\u9891\u8f93\u5165\u5b9e\u73b0\u76ee\u6807\u8bf4\u8bdd\u4eba\u9009\u62e9\u3002<\/strong>\u6ce8\u518c\u97f3\u9891\u548c\u6df7\u5408\u97f3\u9891\u5171\u7528\u58f0\u5b66\u7f16\u7801\u5668\uff0c\u4e0d\u9700\u8981\u989d\u5916\u6784\u5efa\u5b8c\u5168\u72ec\u7acb\u7684 TS-ASR \u7f51\u7edc\u3002<\/li><li><strong>\u7cfb\u7edf\u5316\u6784\u9020\u76ee\u6807\u7f3a\u5e2d\u8d1f\u6837\u672c\u3002<\/strong>\u566a\u58f0\u3001\u9759\u97f3\u548c\u7eaf\u5e72\u6270\u8bf4\u8bdd\u4eba\u6837\u672c\u6559\u4f1a\u6a21\u578b\u5728\u627e\u4e0d\u5230\u76ee\u6807\u65f6\u4fdd\u6301\u6c89\u9ed8\uff0c\u4ece\u800c\u964d\u4f4e\u5e7b\u89c9\u3002<\/li><li><strong>\u5206\u9636\u6bb5\u8bad\u7ec3\u517c\u987e\u4e13\u9879\u80fd\u529b\u4e0e\u57fa\u7840\u80fd\u529b\u3002<\/strong>\u5148\u9002\u5e94\u58f0\u5b66\u53d8\u5316\uff0c\u518d\u5b66\u4e60\u6761\u4ef6\u63a7\u5236\uff0c\u6700\u540e\u56de\u653e\u901a\u7528\u6570\u636e\uff0c\u8bad\u7ec3\u987a\u5e8f\u4e0e\u4e0d\u540c\u6a21\u5757\u7684\u804c\u8d23\u76f8\u5339\u914d\u3002<\/li><\/ol>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\uff0c\u8bba\u6587\u660e\u786e\u6307\u51fa GLCLAP Top-K \u68c0\u7d22\u3001\u63d0\u793a\u8bcd\u6ce8\u5165\u548c GRPO \u7684\u7ec4\u5408\u5df2\u6709\u76f8\u5173\u5de5\u4f5c\u3002AmphionASR \u7684\u8d21\u732e\u91cd\u70b9\u4e0d\u662f\u63d0\u51fa\u4e00\u79cd\u5168\u65b0\u7684\u68c0\u7d22\u6216\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u800c\u662f\u628a\u8fd9\u4e9b\u65b9\u6cd5\u96c6\u6210\u5230\u7edf\u4e00\u6a21\u578b\u4e2d\uff0c\u5e76\u8986\u76d6\u66f4\u591a\u6761\u4ef6\u5316\u8bc6\u522b\u4efb\u52a1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516b\u3001\u5c40\u9650\u6027\u4e0e\u503c\u5f97\u7ee7\u7eed\u9a8c\u8bc1\u7684\u95ee\u9898<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u8bed\u8a00\u8303\u56f4\u6709\u9650\uff1a<\/strong>\u5f53\u524d\u6838\u5fc3\u8bc4\u6d4b\u53ea\u8986\u76d6\u666e\u901a\u8bdd\u548c\u82f1\u8bed\uff0c\u5c1a\u4e0d\u80fd\u8bc1\u660e\u7edf\u4e00\u8bad\u7ec3\u65b9\u6cd5\u5bf9\u8d8a\u5357\u8bed\u7b49\u8bed\u8a00\u540c\u6837\u6709\u6548\u3002<\/li><li><strong>\u70ed\u8bcd\u5bf9\u6bd4\u5e76\u975e\u5b8c\u5168\u540c\u8f93\u5165\uff1a<\/strong>\u591a\u6570\u57fa\u7ebf\u6ca1\u6709\u6536\u5230\u70ed\u8bcd\uff0c\u56e0\u800c\u7ed3\u679c\u8bc1\u660e\u7684\u662f\u5b8c\u6574\u201c\u68c0\u7d22\u52a0\u4e0a\u4e0b\u6587\u63d0\u793a\u201d\u6d41\u6c34\u7ebf\u4ef7\u503c\uff0c\u800c\u4e0d\u662f\u516c\u5e73\u6761\u4ef6\u4e0b\u68c0\u7d22\u5668\u5355\u6a21\u5757\u7684\u589e\u76ca\u3002<\/li><li><strong>GRPO \u7f3a\u5c11\u72ec\u7acb\u6d88\u878d\uff1a<\/strong>\u6ca1\u6709 SFT-only \u5bf9\u7167\uff0c\u65e0\u6cd5\u77e5\u9053\u6700\u7ec8\u63d0\u5347\u4e2d\u6709\u591a\u5c11\u6765\u81ea GRPO\u3002<\/li><li><strong>\u76ee\u6807\u8bf4\u8bdd\u4eba\u6d4b\u8bd5\u4ecd\u504f\u5185\u90e8\u5408\u6210\uff1a<\/strong>\u9700\u8981\u5728\u516c\u5f00\u771f\u5b9e\u4f1a\u8bae\u3001\u91cd\u53e0\u8bf4\u8bdd\u548c\u8de8\u8bbe\u5907\u6570\u636e\u4e0a\u9a8c\u8bc1\u3002<\/li><li><strong>\u5ef6\u8fdf\u6d4b\u8bd5\u89c4\u6a21\u8f83\u5c0f\uff1a<\/strong>\u5171\u4eab GPU\u3001\u6bcf\u79cd\u8bed\u8a00 30 \u6761\u8bf7\u6c42\u3001\u65e0\u5e76\u53d1\u3001\u65e0 RTF\uff0c\u4e0d\u80fd\u636e\u6b64\u63a8\u65ad\u751f\u4ea7\u670d\u52a1\u5bb9\u91cf\u3002<\/li><li><strong>\u7edf\u4e00\u6a21\u578b\u5e76\u975e\u6240\u6709\u4efb\u52a1\u90fd\u6700\u4f18\uff1a<\/strong>\u5b83\u7684\u4f18\u52bf\u662f\u80fd\u529b\u8986\u76d6\u548c\u5171\u4eab\u90e8\u7f72\uff0c\u800c\u4e0d\u662f\u5728\u6bcf\u4e2a\u901a\u7528\u6216\u9000\u5316\u5b50\u96c6\u4e0a\u90fd\u51fb\u8d25\u4e13\u7528\u6a21\u578b\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e5d\u3001\u603b\u7ed3<\/h2>\n\n\n\n<p>AmphionASR \u6700\u6709\u4ef7\u503c\u7684\u5730\u65b9\uff0c\u662f\u628a ASR \u4ece\u201c\u65e0\u6761\u4ef6\u8f6c\u5199\u5668\u201d\u63a8\u8fdb\u6210\u201c\u53ef\u88ab\u7528\u6237\u6761\u4ef6\u63a7\u5236\u7684\u8bed\u97f3\u8bc6\u522b\u6a21\u578b\u201d\u3002\u70ed\u8bcd\u544a\u8bc9\u6a21\u578b\u54ea\u4e9b\u8bcd\u503c\u5f97\u91cd\u70b9\u5173\u6ce8\uff0c\u6ce8\u518c\u8bed\u97f3\u544a\u8bc9\u6a21\u578b\u5e94\u8be5\u542c\u8c01\uff0c\u4efb\u52a1\u6307\u4ee4\u544a\u8bc9\u6a21\u578b\u8f93\u5165\u5c5e\u4e8e\u8033\u8bed\u8fd8\u662f\u666e\u901a\u8bed\u97f3\uff0c\u800c\u9000\u5316\u6570\u636e\u8ba9\u6a21\u578b\u9002\u5e94\u771f\u5b9e\u91c7\u96c6\u73af\u5883\u3002<\/p>\n\n\n\n<p>\u4ece\u5b9e\u9a8c\u7ed3\u679c\u770b\uff0c\u70ed\u8bcd\u548c\u8033\u8bed\u662f\u76ee\u524d\u8bc1\u636e\u6700\u5145\u5206\u7684\u4e24\u9879\u80fd\u529b\uff1a\u524d\u8005\u5728\u4e07\u7ea7\u5019\u9009\u8bcd\u5e93\u4e0b\u663e\u8457\u964d\u4f4e\u5b9e\u4f53\u9519\u8bef\uff0c\u540e\u8005\u5728\u4e2d\u82f1\u6587\u6d4b\u8bd5\u96c6\u4e0a\u540c\u65f6\u53d6\u5f97\u6700\u597d\u7ed3\u679c\u3002\u76ee\u6807\u8bf4\u8bdd\u4eba\u548c\u9000\u5316\u9c81\u68d2\u6027\u540c\u6837\u8868\u73b0\u51fa\u6f5c\u529b\uff0c\u4f46\u8fd8\u9700\u8981\u66f4\u4e25\u683c\u7684\u516c\u5f00\u6d4b\u8bd5\u548c\u751f\u4ea7\u7ea7\u541e\u5410\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u5b9e\u9645 ASR \u7cfb\u7edf\uff0c\u8fd9\u7bc7\u8bba\u6587\u7ed9\u51fa\u7684\u542f\u53d1\u5e76\u4e0d\u662f\u5fc5\u987b\u628a\u6240\u6709\u4efb\u52a1\u90fd\u585e\u8fdb\u4e00\u4e2a\u6a21\u578b\uff0c\u800c\u662f\u53ef\u4ee5\u5efa\u7acb\u4e00\u5957\u5171\u4eab\u7684\u8bed\u97f3\u8868\u793a\u548c\u89e3\u7801\u9aa8\u5e72\uff0c\u518d\u901a\u8fc7\u6587\u672c\u4e0a\u4e0b\u6587\u3001\u53c2\u8003\u97f3\u9891\u4e0e\u68c0\u7d22\u7ed3\u679c\u63cf\u8ff0\u7528\u6237\u610f\u56fe\u3002\u8fd9\u6837\u65e2\u80fd\u51cf\u5c11\u591a\u6a21\u578b\u7ef4\u62a4\u6210\u672c\uff0c\u4e5f\u8ba9\u4e2a\u6027\u5316\u8bed\u97f3\u8bc6\u522b\u62e5\u6709\u66f4\u7edf\u4e00\u7684\u4ea7\u54c1\u63a5\u53e3\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\uff1aAmphionASR: Personalized Context-Aware Speech Recogn &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2026\/08\/05\/amphionasr\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">AmphionASR-\u5927\u89c4\u6a21\u70ed\u8bcd\u7684\u4e2a\u6027\u5316\u8bed\u97f3\u8bc6\u522b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[42,40,4,9,38,43,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31465"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=31465"}],"version-history":[{"count":18,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31465\/revisions"}],"predecessor-version":[{"id":31489,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31465\/revisions\/31489"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=31465"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=31465"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=31465"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}