{"id":31156,"date":"2026-06-11T17:15:00","date_gmt":"2026-06-11T09:15:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=31156"},"modified":"2026-06-11T17:15:03","modified_gmt":"2026-06-11T09:15:03","slug":"mega-asr","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2026\/06\/11\/mega-asr\/","title":{"rendered":"Mega-ASR \u9762\u5411\u201c\u5168\u573a\u666f\u590d\u6742\u73af\u5883\u201d\u9ad8\u566a\u8bed\u97f3\u8bc6\u522b"},"content":{"rendered":"\n<ul class=\"has-light-pink-background-color has-background\"><li>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2605.19833\">https:\/\/arxiv.org\/abs\/2605.19833<\/a><\/li><li>\u9879\u76ee\u4e3b\u9875\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/xzf-thu.github.io\/Mega-ASR\/\" target=\"_blank\">https:\/\/xzf-thu.github.io\/Mega-ASR\/<\/a><\/li><li>GitHub Repo\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/xzf-thu\/Mega-ASR\" target=\"_blank\">https:\/\/github.com\/xzf-thu\/Mega-ASR<\/a><\/li><li>Hugging Face \u6a21\u578b\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/zhifeixie\/Mega-ASR\" target=\"_blank\">https:\/\/huggingface.co\/zhifeixie\/Mega-ASR<\/a><\/li><li>Hugging Face \u6570\u636e\u96c6\uff1a<a href=\"https:\/\/huggingface.co\/datasets\/zhifeixie\/Voices-in-the-Wild-2M\">https:\/\/huggingface.co\/datasets\/zhifeixie\/Voices-in-the-Wild-2M<\/a><\/li><li><strong>Bench:<\/strong>&nbsp;<a href=\"https:\/\/github.com\/xzf-thu\/Voices-in-the-Wild-Bench\">github.com\/xzf-thu\/Voices-in-the-Wild-Bench<\/a><\/li><\/ul>\n\n\n\n<p>Mega-ASR \u662f\u4e00\u4e2a\u4e13\u95e8\u89e3\u51b3&#8221;\u771f\u5b9e\u4e16\u754c\u8bed\u97f3\u8bc6\u522b\u7ffb\u8f66&#8221;\u95ee\u9898\u7684\u5f00\u6e90\u6846\u67b6\u2014\u2014\u5b83\u7528\u6db5\u76d6<strong>54\u79cd\u566a\u58f0\u3001\u56de\u58f0\u3001\u4e22\u5e27\u7b49\u590d\u5408\u573a\u666f\u7684240\u4e07\u6761\u6570\u636e\u8bad\u7ec3<\/strong>\uff0c\u8ba9\u6a21\u578b\u5728\u5608\u6742\u73b0\u5b9e\u73af\u5883\u4e0b\u7684\u8bcd\u9519\u8bef\u7387\u964d\u4f4e30%+\uff0c\u540c\u65f6\u5927\u5e45\u51cf\u5c11&#8221;\u542c\u6ca1\u4e86&#8221;\u548c&#8221;\u4e71\u7f16\u5185\u5bb9&#8221;\u8fd9\u4e24\u79cd\u9ad8\u9891\u6545\u969c\u3002\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u662f\uff1a<strong>\u5728\u5404\u79cd\u5608\u6742\u3001\u5931\u771f\u3001\u56de\u58f0\u3001\u65ad\u8fde\u7684\u73b0\u5b9e\u573a\u666f\u4e0b\uff0c\u5c3d\u53ef\u80fd\u51c6\u786e\u5730\u628a\u8bed\u97f3\u8f6c\u6210\u6587\u5b57<\/strong>\u3002\u6a21\u578b\u57fa\u4e8e Qwen3-ASR-1.7B\u8fdb\u884c\u540e\u8bad\u7ec3\uff0c\u901a\u8fc7\u4e00\u5957\u4e13\u95e8\u8bbe\u8ba1\u7684\u6570\u636e\u96c6\u548c\u8bad\u7ec3\u65b9\u6cd5\u6765\u5f3a\u5316&#8221;<strong>\u6076\u52a3\u73af\u5883\u4e0b\u7684\u8bc6\u522b\u80fd<\/strong>\u529b&#8221;\u3002<\/p>\n\n\n\n<h2>\u4e00\u3001ASR \u5728\u300c\u73b0\u5b9e\u4e16\u754c\u73af\u5883\u300d\u4e3a\u4ec0\u4e48\u4e0d\u884c\uff1f<\/h2>\n\n\n\n<ul><li><strong>\u573a\u666f\u8986\u76d6\u592a\u7a84<\/strong>\uff1a\u53ea\u89e3\u51b3\u566a\u97f3 \/ \u8fdc\u573a\u5355\u4e00\u95ee\u9898\uff0c\u771f\u5b9e\u73af\u5883\u662f<strong>\u590d\u5408\u5e72\u6270<\/strong>\uff08\u566a\u97f3 + \u6df7\u54cd + \u4e22\u5305\u4e00\u8d77\u4e0a\uff09\u3002 <\/li><li><strong>\u590d\u5408\u9c81\u68d2\u6027\u7f3a\u5931<\/strong>\uff1a&nbsp;\u7f3a\u4e4f\u5bf9\u590d\u6742\u73af\u5883\u7684\u9002\u5e94\u6027\uff0c\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u73af\u5883\u5f80\u5f80\u662f\u591a\u79cd\u56e0\u7d20\u5171\u540c\u4f5c\u7528\u7684\u7ed3\u679c\uff0c\u5f88\u5c11\u6a21\u578b\u80fd\u540c\u65f6\u625b\u4f4f\u591a\u79cd\u5931\u771f\u53e0\u52a0\u3002 <\/li><li><strong>\u8bad\u7ec3\u4e0e\u771f\u5b9e\u4e0d\u5339\u914d<\/strong>\uff1a\u8bad\u7ec3\u6570\u636e\u592a\u7b80\u5355\uff08WER 4%\u201310%\uff09\uff0c\u9047\u5230\u9ad8\u96be\u5ea6\u573a\u666f\uff08WER&gt;30%\uff09\u76f4\u63a5\u5d29<\/li><\/ul>\n\n\n\n<h2>\u4e8c\u3001\u6570\u636e\uff1aVoices-in-the-Wild-2M<\/h2>\n\n\n\n<p>\u5927\u89c4\u6a21\u3001\u9ad8\u96be\u5ea6\u3001\u7269\u7406\u5408\u7406\u7684\u590d\u5408\u58f0\u5b66\u4eff\u771f\u6570\u636e\u96c6<\/p>\n\n\n\n<p>\u73b0\u6709\u8bed\u97f3\u6570\u636e\u96c6\u7684 3 \u5927\u81f4\u547d\u95ee\u9898\uff1a<\/p>\n\n\n\n<ol><li><strong>\u53ea\u8986\u76d6\u5355\u4e00\u5e72\u6270<\/strong>\uff1a\u566a\u97f3 \/ \u6df7\u54cd \/ \u8fdc\u573a\u5206\u5f00\u505a\uff0c\u4e0d\u6a21\u62df\u771f\u5b9e\u590d\u5408\u73af\u5883<\/li><li><strong>\u96be\u5ea6\u592a \u201c\u6e29\u67d4\u201d<\/strong>\uff1a\u5e73\u5747 WER \u53ea\u6709 4%\u201310%\uff0c\u8bad\u7ec3\u4e0d\u51fa\u5f3a\u9c81\u68d2\u6a21\u578b<\/li><li><strong>\u771f\u5b9e\u5f55\u97f3\u592a\u5c11\u592a\u8d35<\/strong>\uff1a\u6536\u96c6\u8986\u76d6\u6240\u6709\u573a\u666f\u7684\u771f\u5b9e\u5f55\u97f3\u6210\u672c\u6781\u9ad8\u3001\u4e0d\u53ef\u6269<\/li><\/ol>\n\n\n\n<p>\u4e3a\u4e86\u63a8\u52a8\u8fd9\u4e00\u66f4\u5177\u6311\u6218\u6027\u573a\u666f\u4e0b\u7684\u7814\u7a76\uff0c\u63d0\u51fa\u4e86 <strong>Voices-in-the-Wild-2M<\/strong>\uff0c\u4e00\u4e2a\u57fa\u4e8e<strong>\u9891\u8c31\u7ea7\u4ee3\u7801\u9a71\u52a8\u4eff\u771f\uff08spectrogram-level code-based simulation\uff09<\/strong>\u6784\u5efa\u7684\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u8d85\u5927\u89c4\u6a21\u6570\u636e\u751f\u6210\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n\n\n\n<p>\u9996\u5148\u8bc6\u522b\u5e76\u5b9a\u4e49\u4e86 7 \u7c7b\u7ecf\u5178\u7684\u73b0\u5b9e\u58f0\u5b66\u6548\u5e94\uff0c\u8fd9\u4e9b\u57fa\u7840\u6548\u5e94\u7528\u4e8e\u6a21\u62df\u5404\u79cd\u7269\u7406\u73af\u5883\u6216\u8bbe\u5907\u5f15\u8d77\u7684\u9000\u5316\u73b0\u8c61\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u771f\u5b9e\u9000\u5316\u73b0\u8c61<\/th><th>\u5bf9\u5e94 Primitive<\/th><\/tr><\/thead><tbody><tr><td>\u80cc\u666f\u566a\u58f0<\/td><td>Additive Noise<\/td><\/tr><tr><td>\u5ef6\u8fdf\u53cd\u5c04<\/td><td>Echo Delay<\/td><\/tr><tr><td>\u623f\u95f4\u6df7\u54cd<\/td><td>Reverberation<\/td><\/tr><tr><td>\u524a\u6ce2\u5931\u771f<\/td><td>Nonlinear Distortion<\/td><\/tr><tr><td>\u5e26\u5bbd\u53d7\u9650<\/td><td>Resampling<\/td><\/tr><tr><td>\u9ad8\u9891\u8870\u51cf<\/td><td>Spectral Filtering<\/td><\/tr><tr><td>\u97f3\u91cf\u4e0d\u4e00\u81f4<\/td><td>Loudness Transformation<\/td><\/tr><tr><td>\u4e22\u5305\/\u5361\u987f<\/td><td>Frame-level Stutter<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u8bbe\u8ba1\u4e86\u4e13\u95e8\u7684\u9891\u8c31\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u6301\u7eed\u8c03\u6574\u4eff\u771f\u53c2\u6570\uff0c\u5e76\u5229\u7528 Qwen3-ASR \u7684\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u7ed3\u679c\u8fdb\u884c\u9a8c\u8bc1\uff0c\u76f4\u5230\u6a21\u62df\u5668\u5728\u771f\u5b9e\u6570\u636e\u4e0a\u7684\u8868\u73b0\u8fbe\u5230\u6700\u4f73\u62df\u5408\u6548\u679c\u3002<\/strong><\/p>\n\n\n\n<p>\u5c06\u8fd9\u4e9b\u539f\u5b50\u6548\u5e94\u7ec4\u5408\u6210 <strong>54 \u79cd\u7ecf\u8fc7 Agent \u9a8c\u8bc1\u7684\u590d\u6742\u58f0\u5b66\u914d\u7f6e<\/strong>\uff0c\u6700\u7ec8\u751f\u6210\u4e86 <strong>240 \u4e07\u6761\uff082.4M\uff09\u5408\u6210\u8bed\u97f3\u6837\u672c<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e0e\u76f4\u63a5\u679a\u4e3e\u5404\u79cd\u590d\u6742\u771f\u5b9e\u73af\u5883\u4e0d\u540c\uff0c\u5c06\u91ce\u5916\u73af\u5883\uff08in-the-wild\uff09\u4e2d\u7684\u8bed\u97f3\u9000\u5316\u8fc7\u7a0b\u5212\u5206\u4e3a\u4e09\u4e2a\u5c42\u7ea7\uff1a<\/p>\n\n\n\n<ul><li><strong>Primitive Acoustic Effects\uff08\u57fa\u7840\u58f0\u5b66\u6548\u5e94\uff09<\/strong><\/li><li><strong>Atomic Acoustic Effects\uff08\u539f\u5b50\u58f0\u5b66\u6548\u5e94\uff09<\/strong><\/li><li><strong>Compound Acoustic Scenarios\uff08\u590d\u5408\u58f0\u5b66\u573a\u666f\uff09<\/strong><\/li><\/ul>\n\n\n\n<p><strong>\u7b2c\u4e00\u5c42\uff1aPrimitive Acoustic Effects\uff08\u57fa\u7840\u58f0\u5b66\u6548\u5e94\uff09<\/strong><\/p>\n\n\n\n<p>\u7528 DSP \u624b\u6bb5\u5b9e\u73b0\u6700\u57fa\u672c\u7684\u58f0\u5b66\u9000\u5316\u7ec4\u4ef6<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u539f\u5b50\u6548\u5e94<\/th><th>\u6838\u5fc3\u57fa\u5143\u7ec4\u5408<\/th><th>\u6a21\u62df\u771f\u5b9e\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td>\u566a\u58f0\uff08Noise\uff09<\/td><td>\u52a0\u6027\u566a\u58f0 + \u54cd\u5ea6\u5f52\u4e00<\/td><td>\u8857\u9053\u3001\u5496\u5561\u9986\u3001\u8f66\u5185\u3001\u4eba\u7fa4<\/td><\/tr><tr><td>\u8fdc\u573a\uff08Far-field\uff09<\/td><td>\u6df7\u54cd + \u4f4e\u901a\u6ee4\u6ce2 + \u54cd\u5ea6\u8870\u51cf<\/td><td>\u8fdc\u8ddd\u79bb\u8bf4\u8bdd\u3001\u667a\u80fd\u97f3\u7bb1\u8fdc\u573a<\/td><\/tr><tr><td>\u906e\u6321\uff08Obstructed\uff09<\/td><td>\u4f4e\u901a\u6ee4\u6ce2 + \u6df7\u54cd + \u8870\u51cf<\/td><td>\u9694\u95e8\u3001\u9694\u7a97\u3001\u53e3\u7f69\u3001\u5899\u540e\u8bf4\u8bdd<\/td><\/tr><tr><td>\u56de\u58f0 + \u6df7\u54cd\uff08Echo&amp;Reverb\uff09<\/td><td>\u5f3a\u6df7\u54cd + \u56de\u58f0 + \u9ad8\u901a<\/td><td>\u5927\u5385\u3001\u8f66\u5e93\u3001\u4f53\u80b2\u9986\u3001\u7a7a\u65f7\u623f\u95f4<\/td><\/tr><tr><td>\u5f55\u5236\u67d3\u8272\uff08Recording\uff09<\/td><td>\u91cd\u91c7\u6837 + \u566a\u58f0 + \u53cc\u5e26\u901a\u6ee4\u6ce2<\/td><td>\u624b\u673a\u5916\u653e\u518d\u5f55\u5236\u3001\u8bbe\u5907\u4e32\u97f3<\/td><\/tr><tr><td>\u7535\u5b50\u5931\u771f\uff08Electronic Distortion\uff09<\/td><td>\u975e\u7ebf\u6027\u5931\u771f + \u4f4e\u901a<\/td><td>\u9ea6\u514b\u98ce\u8fc7\u8f7d\u3001\u524a\u6ce2\u3001\u52a3\u8d28\u5f55\u97f3<\/td><\/tr><tr><td>\u4f20\u8f93\u4e22\u5305\uff08Transmission Dropout\uff09<\/td><td>\u5e27\u5361\u987f + \u54cd\u5ea6\u5f52\u4e00<\/td><td>\u7f51\u7edc\u4e22\u5305\u3001\u84dd\u7259\u4e0d\u7a33\u3001\u6d41\u5a92\u4f53\u5361\u987f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u7b2c\u4e8c\u5c42\uff1aAtomic Acoustic Effects\uff08\u539f\u5b50\u58f0\u5b66\u6548\u5e94\uff09<\/p>\n\n\n\n<p>\u5728\u4e2d\u95f4\u5c42\uff0c\u6211\u4eec\u5229\u7528\u4e0a\u8ff0 Primitive Effects \u6784\u5efa\u4e86 <strong>7 \u79cd\u539f\u5b50\u58f0\u5b66\u6548\u5e94<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Atomic Effect<\/th><th>\u4e2d\u6587<\/th><\/tr><\/thead><tbody><tr><td>Noise<\/td><td>\u566a\u58f0\u73af\u5883<\/td><\/tr><tr><td>Far-field<\/td><td>\u8fdc\u573a\u5f55\u97f3<\/td><\/tr><tr><td>Obstructed<\/td><td>\u906e\u6321\u8bed\u97f3<\/td><\/tr><tr><td>Echo &amp; Reverb<\/td><td>\u56de\u58f0\u4e0e\u6df7\u54cd<\/td><\/tr><tr><td>Recording<\/td><td>\u5f55\u97f3\u94fe\u8def\u6548\u5e94<\/td><\/tr><tr><td>Electronic Distortion<\/td><td>\u7535\u5b50\u5931\u771f<\/td><\/tr><tr><td>Transmission Dropout<\/td><td>\u4f20\u8f93\u4e22\u5931<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4e00\u4e2a Atomic Effect \u5e76\u4e0d\u4e00\u5b9a\u53ea\u5bf9\u5e94\u4e00\u4e2a Primitive Effect\u3002\u800c\u662f\u4e00\u4e2a\u4e3b\u5bfc Primitive + \u82e5\u5e72\u8f85\u52a9 Primitive\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\uff1aFar-field\uff08\u8fdc\u573a\uff09\u771f\u5b9e\u8fdc\u573a\u5f55\u97f3\u4e0d\u4ec5\u4ec5\u662f\u58f0\u97f3\u53d8\u5c0f\u3002\u901a\u5e38\u540c\u65f6\u5177\u6709\uff1a<\/p>\n\n\n\n<ul><li>\u58f0\u538b\u8870\u51cf\uff08Loudness\uff09<\/li><li>\u9ad8\u9891\u635f\u5931\uff08Spectral Filtering\uff09<\/li><li>\u623f\u95f4\u6df7\u54cd\uff08Reverb\uff09<\/li><\/ul>\n\n\n\n<p><strong>\u7b2c\u4e09\u5c42\uff1aCompound Acoustic Scenarios\uff08\u590d\u5408\u58f0\u5b66\u573a\u666f\uff09<\/strong><\/p>\n\n\n\n<p>\u6700\u9ad8\u5c42\u5c06\u591a\u4e2a Atomic Effects \u8fdb\u884c\u7ec4\u5408\uff0c\u6bd4\u5982\u89c6\u9891\u4f1a\u8bae<\/p>\n\n\n\n<p>Far-field + Echo&amp;Reverb + Recording<\/p>\n\n\n\n<p>\u65e0\u8bba\u6784\u5efa Atomic Effect \u8fd8\u662f Compound Scenario\uff0c\u90fd\u4fdd\u6301 Primitive Effect \u7684\u56fa\u5b9a\u6267\u884c\u987a\u5e8f\u3002\u4e3a\u7684\u662f\u907f\u514d\u7269\u7406\u4e0a\u4e0d\u5408\u7406\u7684\u5904\u7406\u94fe<\/p>\n\n\n\n<p>\u5173\u952e\u521b\u65b0\uff1a<strong>\u4e0d\u662f\u968f\u673a\u4e71\u7ec4\u5408\uff0c\u800c\u662f\u6309\u7269\u7406\u89c4\u5219\u5408\u6210<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u7ec4\u5408\u89c4\u5219\uff08\u4fdd\u8bc1\u771f\u5b9e\u4e0d\u8fdd\u548c\uff09<\/strong><\/p>\n\n\n\n<ul><li><strong>\u951a\u70b9\u6548\u5e94\uff083 \u79cd\uff09<\/strong>\uff1a\u8fdc\u573a \/ \u56de\u58f0\u6df7\u54cd \/ \u906e\u6321\uff08\u4e92\u65a5\uff0c\u4e0d\u540c\u65f6\u51fa\u73b0\uff09<\/li><li><strong>\u4fee\u9970\u6548\u5e94\uff084 \u79cd\uff09<\/strong>\uff1a\u566a\u58f0 \/ \u5f55\u5236\u67d3\u8272 \/ \u7535\u5b50\u5931\u771f \/ \u4e22\u5305\uff08\u53ef\u53e0\u52a0\uff09<\/li><\/ul>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u96be\u5ea6 \u201c\u5747\u5300\u4e14\u53ef\u5b66\u4e60\u201d\uff0c\u56e2\u961f\u8bbe\u8ba1\u4e86<strong>\u5168\u5c40 severity \u53c2\u6570 m \u2208 [0,1]<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u540c\u4e00\u4e2a\u97f3\u9891\u91cc\uff0c\u6240\u6709\u5931\u771f\u5171\u7528\u4e00\u4e2a m<\/li><li>\u4fdd\u8bc1\uff1a\u8981\u4e48\u6574\u4f53\u7b80\u5355\uff0c\u8981\u4e48\u6574\u4f53\u96be\uff0c\u4e0d\u4f1a\u51fa\u73b0 \u201c\u5f3a\u6df7\u54cd + \u96f6\u566a\u97f3\u201d \u8fd9\u79cd\u4e0d\u81ea\u7136\u7ec4\u5408<\/li><\/ul>\n\n\n\n<p>\u6700\u7ec8\u9009\u7528 <strong>Linear \u7ebf\u6027\u5206\u5e03<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u7b80\u5355\u3001\u4e2d\u7b49\u3001\u56f0\u96be\u6837\u672c\u5747\u5300\u8986\u76d6<\/li><li>\u8bad\u7ec3\u6700\u7a33\u5b9a\u3001\u6cdb\u5316\u6700\u5f3a<\/li><\/ul>\n\n\n\n<p>\u4e25\u683c\u8fc7\u6ee4\u4fdd\u8bc1\u53ef\u5b66\u4e60<\/p>\n\n\n\n<ul><li>\u5254\u9664 WER &gt; <strong>70%<\/strong> \u7684\u6837\u672c\uff08\u592a\u96be\u5b66\u4e0d\u52a8\uff09<\/li><li>\u4fdd\u7559\u7269\u7406\u5408\u7406\u7ec4\u5408<\/li><li>\u7edf\u4e00\u54cd\u5ea6\u3001\u7edf\u4e00\u683c\u5f0f\u3001\u5bf9\u9f50\u6807\u6ce8<\/li><\/ul>\n\n\n\n<h2>\u4e09\u3001Mega-ASR<\/h2>\n\n\n\n<p>&nbsp;Qwen3-ASR \u7684\u57fa\u7840\u4e0a\u5f00\u53d1\u4e86 Mega-ASR-Base \u6a21\u578b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"970\" height=\"424\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image.png\" alt=\"\" class=\"wp-image-31233\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image.png 970w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-300x131.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-768x336.png 768w\" sizes=\"(max-width: 970px) 100vw, 970px\" \/><\/figure>\n\n\n\n<h3>1. A2S-SFT\uff1a\u4ece\u58f0\u5b66 \u2192 \u8bed\u4e49\u9012\u8fdb\u5fae\u8c03<\/h3>\n\n\n\n<p>\u89e3\u51b3\uff1a\u9ad8\u5931\u771f\u4e0b\u300c\u542c\u4e0d\u6e05 \u2192 \u731c\u4e0d\u5bf9\u300d\u7684\u8fde\u9501\u5d29\u6e83\u3002\u5206\u4e09\u9636\u6bb5\u8bad\u7ec3\uff1a<\/p>\n\n\n\n<ol><li><strong>\u58f0\u5b66\u611f\u77e5\u9636\u6bb5<\/strong>\uff1a\u7f16\u7801\u5668 + \u5bf9\u9f50\u5668\uff0c\u6309\u96be\u5ea6\u9012\u8fdb\uff08WER&lt;30% \u2192 &lt;50% \u2192 &lt;70%\uff09<\/li><li><strong>\u8bed\u4e49\u6062\u590d\u9636\u6bb5<\/strong>\uff1a\u51bb\u7ed3\u58f0\u5b66\uff0c\u53ea\u5fae\u8c03 LLM\uff0c\u5b66\u4f1a\u4ece\u6b8b\u7f3a\u4fe1\u53f7\u8fd8\u539f\u8bed\u4e49<\/li><li><strong>\u8054\u5408\u5bf9\u9f50\u9636\u6bb5<\/strong>\uff1a\u5168\u6a21\u5757\u4e00\u8d77\u5fae\u8c03\uff0c\u58f0\u5b66\u4e0e\u8bed\u4e49\u5bf9\u9f50<\/li><\/ol>\n\n\n\n<h3>2. DG-WGPO\uff1a\u53cc\u7c92\u5ea6 WER \u95e8\u63a7\u7b56\u7565\u4f18\u5316<\/h3>\n\n\n\n<p>\u89e3\u51b3\uff1a\u666e\u901a WER \u5956\u52b1\u5728\u9ad8\u5931\u771f\u4e0b\u5931\u6548\uff08\u53ea\u770b\u8bcd\u9519\uff0c\u4e0d\u7ba1\u8bed\u4e49\u5d29\u6ca1\u5d29\uff09\u3002\u8bbe\u8ba1\u4e24\u5957\u5956\u52b1\uff0c\u6309 WER \u52a8\u6001\u5207\u6362\uff1a<\/p>\n\n\n\n<ul><li><strong>\u4f4e WER\uff08&lt;30%\uff09<\/strong>\uff1a\u4fa7\u91cd<strong>\u8bcd\u7ea7\u522b\u7cbe\u7ec6\u4fee\u6b63<\/strong>\uff08\u8f6f\u9519\u8bef \/ \u786c\u9519\u8bef\u533a\u5206\uff09<\/li><li><strong>\u9ad8 WER\uff08\u226530%\uff09<\/strong>\uff1a\u4fa7\u91cd<strong>\u53e5\u5b50\u7ea7\u7ed3\u6784\u6062\u590d<\/strong>\uff08\u4e3b\u5e72\u8bed\u4e49\u3001\u957f\u5ea6\u3001\u6700\u957f\u516c\u5171\u5b50\u4e32\uff09<\/li><\/ul>\n\n\n\n<p>\u6700\u7ec8\u5956\u52b1 = \u57fa\u7840\u89c4\u5219\u5956\u52b1 + \u53cc\u7c92\u5ea6\u52a8\u6001\u5956\u52b1<\/p>\n\n\n\n<h3>3. \u73af\u5883\u611f\u77e5\u8def\u7531\uff08Router\uff09<\/h3>\n\n\n\n<p>\u89e3\u51b3\uff1a\u9c81\u68d2\u6a21\u578b\u5728\u5e72\u51c0\u97f3\u9891\u4e0a\u7565\u6709\u4e0b\u964d\u3002<\/p>\n\n\n\n<ul><li>\u8bad\u7ec3\u4e00\u4e2a\u8f7b\u91cf\u4e8c\u5206\u7c7b\u5668\uff0c\u5224\u65ad\u97f3\u9891\u662f\u5426\u6076\u52a3<\/li><li>\u6076\u52a3 \u2192 \u8d70 Mega-ASR<\/li><li>\u5e72\u51c0 \u2192 \u8d70\u539f\u751f Qwen3-ASR<\/li><li>\u63a8\u7406\u5f00\u9500 <strong>&lt;1%<\/strong>\uff0c\u51e0\u4e4e\u65e0\u611f<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-1.png\" alt=\"\" class=\"wp-image-31237\" width=\"399\" height=\"281\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-1.png 649w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-1-300x211.png 300w\" sizes=\"(max-width: 399px) 100vw, 399px\" \/><\/figure>\n\n\n\n<h2>\u4e09\u3001Experiments<\/h2>\n\n\n\n<h3>Main results\u00a0<\/h3>\n\n\n\n<p><strong>\u91c7\u7528\u81ea\u9002\u5e94\u8def\u7531\u7684\u901a\u7528 ASR \u6027\u80fd\u5177\u6709\u7ade\u4e89\u529b<\/strong>\uff1aMEGA-ASR \u5728\u5e72\u51c0\u8bed\u97f3\u548c\u591a\u8bed\u8a00\u57fa\u51c6\u6d4b\u8bd5\u4e0a\uff0c\u76f8\u8f83\u4e8e Qwen3-ASR\u3001Seed-ASR \u548c Kimi-Audio \u4ecd\u4fdd\u6301\u6781\u5f3a\u7684\u7ade\u4e89\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"547\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-2-1024x547.png\" alt=\"\" class=\"wp-image-31241\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-2-1024x547.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-2-300x160.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-2-768x410.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-2.png 1276w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u58f0\u5b66\u6270\u52a8\u6761\u4ef6\u4e0b\u8fbe\u5230\u5f53\u524d\u6700\u4f73\u9c81\u68d2\u6027<\/strong>\uff1a\u76f8\u8f83\u4e8e\u6700\u5f3a\u57fa\u7ebf Qwen3-ASR\uff0cMEGA-ASR \u7684\u9519\u8bef\u7387\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86 <strong>17.4%<\/strong>\uff1b\u76f8\u8f83\u4e8e Gemini-3-Flash\uff0c\u5219\u964d\u4f4e\u4e86 <strong>64.5%<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"520\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-3-1024x520.png\" alt=\"\" class=\"wp-image-31243\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-3-1024x520.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-3-300x152.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-3-768x390.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-3.png 1285w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u5728\u7ec4\u5408\u5f0f\u771f\u5b9e\u73af\u5883\u4e2d\u7684\u9c81\u68d2\u6027\u8868\u73b0\u66f4\u4f18<\/strong>  <\/p>\n\n\n\n<p>\u5728 Voices-in-the-Wild-Bench \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cMEGA-ASR \u5728\u591a\u79cd\u771f\u5b9e\u4e16\u754c\u9000\u5316\u6761\u4ef6\u4e0b\u5747\u53d6\u5f97\u4e86\u6700\u4f73\u6027\u80fd\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul><li>\u6df7\u5408\u9000\u5316\uff08mixed degradations\uff09<\/li><li>\u8fdc\u573a\u8bed\u97f3\uff08far-field speech\uff09<\/li><li>\u5f55\u97f3\u4f2a\u5f71\u4e0e\u8bbe\u5907\u7f3a\u9677\uff08recording artifacts\uff09<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"433\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-4-1024x433.png\" alt=\"\" class=\"wp-image-31245\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-4-1024x433.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-4-300x127.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-4-768x325.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-4.png 1266w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>Analysis<\/h3>\n\n\n\n<p>\u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\uff0c\u6211\u4eec\u603b\u7ed3\u51fa\u4e94\u4e2a\u5173\u952e\u89c2\u5bdf\uff08[Obs.1]\u2013[Obs.5]\uff09\uff0c\u6db5\u76d6\u4e86\u8bed\u4e49\u5c42\u9762\u6536\u76ca\u3001\u8bad\u7ec3\u7b56\u7565\u3001\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\u4ee5\u53ca\u8d85\u53c2\u6570\u654f\u611f\u6027\u7b49\u65b9\u9762\u3002\u76f8\u5173\u8bc1\u636e\u5206\u522b\u6765\u81ea\u8868 5\u20139\u3002\u4e0b\u9762\u5bf9\u5404\u9879\u53d1\u73b0\u8fdb\u884c\u8be6\u7ec6\u8bf4\u660e\u3002<\/p>\n\n\n\n<p><strong>[Obs.1] MEGA-ASR \u7684\u6536\u76ca\u4e0d\u4ec5\u4f53\u73b0\u5728 WER \u4e0a\uff0c\u4e5f\u4f53\u73b0\u5728\u8bed\u4e49\u5c42\u9762\u6307\u6807\u4e0a<\/strong><\/p>\n\n\n\n<p>\u8868 7 \u663e\u793a\uff0c\u76f8\u6bd4 Qwen3-ASR\uff0cMEGA-ASR \u5728\u8bed\u4e49\u5c42\u9762\u6307\u6807\u4e0a\u4e5f\u53d6\u5f97\u4e86\u6301\u7eed\u63d0\u5347\uff1a<\/p>\n\n\n\n<ul><li>\u6f0f\u8bc6\u5185\u5bb9\uff08Missed Content\uff09\u4ece <strong>14.2<\/strong> \u964d\u4f4e\u5230 <strong>5.9<\/strong>\u3002<\/li><\/ul>\n\n\n\n<p>\u8fd9\u8868\u660e\uff0cMEGA-ASR \u7684\u6539\u8fdb\u4e0d\u4ec5\u4ec5\u662f\u964d\u4f4e\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\uff0c\u8fd8\u5e26\u6765\u4e86\u66f4\u9ad8\u5c42\u6b21\u7684\u8bed\u4e49\u548c\u6574\u4f53\u7406\u89e3\u80fd\u529b\u63d0\u5347\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul><li>\u51cf\u5c11\u5e7b\u89c9\uff08Hallucination\uff09\uff1b<\/li><li>\u51cf\u5c11\u6574\u53e5\u6216\u6574\u6bb5\u8bed\u97f3\u9057\u6f0f\uff08Dropped Utterances\uff09\uff1b<\/li><\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0cMEGA-ASR \u5b9e\u73b0\u7684\u662f\u8bed\u4e49\u5c42\u9762\u548c\u6574\u4f53\u5c42\u9762\u7684\u8d28\u91cf\u63d0\u5347\uff0c\u800c\u4e0d\u4ec5\u662f\u5b57\u8bcd\u7ea7\u522b\u7684\u8bc6\u522b\u4f18\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"618\" height=\"241\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-5.png\" alt=\"\" class=\"wp-image-31249\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-5.png 618w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-5-300x117.png 300w\" sizes=\"(max-width: 618px) 100vw, 618px\" \/><\/figure>\n\n\n\n<p><strong>[Obs.2] A2S-SFT \u4e0e DG-WGPO \u7ec4\u4ef6\u7684\u6d88\u878d\u5206\u6790<\/strong><\/p>\n\n\n\n<p>\u5728 Voices \u548c Noizeus \u6570\u636e\u96c6\u4e0a\uff0c\u5bf9 A2S-SFT \u5404\u9636\u6bb5\u4ee5\u53ca DG-WGPO \u5404\u7ec4\u6210\u90e8\u5206\u8fdb\u884c\u4e86\u6d88\u878d\u5b9e\u9a8c\uff08\u8868 5\uff09\u3002<\/p>\n\n\n\n<ul><li>\u5206\u9636\u6bb5\u7684\u201c\u58f0\u5b66\u5230\u8bed\u4e49\uff08Acoustic-to-Semantic\uff09\u9002\u914d\u201d\u8fc7\u7a0b\u662f\u6709\u6548\u4e14\u5fc5\u8981\u7684\u3002<\/li><li>DAPO \u4f5c\u4e3a\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u7684\u57fa\u7840\u4f18\u5316\u6846\u67b6\u3002<\/li><li>\u53e5\u5b50\u7ea7\u91cd\u6784\u5956\u52b1\u5bf9\u4e8e\u4e2d\u9ad8\u9519\u8bef\u7387\u6837\u672c\u5c24\u4e3a\u5173\u952e\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-6.png\" alt=\"\" class=\"wp-image-31250\" width=\"454\" height=\"357\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-6.png 688w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-6-300x236.png 300w\" sizes=\"(max-width: 454px) 100vw, 454px\" \/><\/figure>\n\n\n\n<p><strong>[Obs.3] \u57fa\u4e8e\u89c4\u5219\u7684\u5956\u52b1\u51fd\u6570\u4e0e LLM Judge \u6548\u679c\u76f8\u5f53\uff0c\u4f46\u8bad\u7ec3\u6210\u672c\u964d\u4f4e 3.2 \u500d<\/strong><\/p>\n\n\n\n<p>\u89c4\u5219\u5956\u52b1\u5df2\u7ecf\u80fd\u591f\u5145\u5206\u6355\u83b7 LLM Judge \u6240\u63d0\u4f9b\u7684\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-7.png\" alt=\"\" class=\"wp-image-31253\" width=\"485\" height=\"192\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-7.png 595w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-7-300x118.png 300w\" sizes=\"(max-width: 485px) 100vw, 485px\" \/><\/figure>\n\n\n\n<p><strong>[Obs.4] \u8d85\u53c2\u6570\u6d88\u878d\u5b9e\u9a8c<\/strong><\/p>\n\n\n\n<p>\u52a8\u6001\u95e8\u63a7\u6743\u91cd \u03b1dyn \u8bed\u4e49\u5956\u52b1\u6743\u91cd \u03b1s\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff08\u8868 8\uff09<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>\u03b1dyn \u6240\u63a7\u5236\u7684\u6743\u8861\u5173\u7cfb\u8fdc\u6bd4 \u03b1s \u66f4\u654f\u611f\u3002<\/p><\/blockquote>\n\n\n\n<p>\u6700\u7ec8\u91c7\u7528\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>(\u03b1dyn, \u03b1s) = (0.6, 0.4)<\/code><\/pre>\n\n\n\n<p>\u56e0\u4e3a\u5b83\u5728\u6240\u6709\u6d4b\u8bd5\u5b50\u96c6\u4e0a\u90fd\u8fbe\u5230\u6700\u4f73\u6216\u63a5\u8fd1\u6700\u4f73\u8868\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"643\" height=\"471\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-8.png\" alt=\"\" class=\"wp-image-31255\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-8.png 643w, http:\/\/139.9.1.231\/wp-content\/uploads\/2026\/06\/image-8-300x220.png 300w\" sizes=\"(max-width: 643px) 100vw, 643px\" \/><\/figure>\n\n\n\n<p><strong>[Obs.5] \u95e8\u63a7\u9608\u503c \u03c4 \u7684\u5f71\u54cd<\/strong><\/p>\n\n\n\n<p>\u8fc7\u9ad8\u7684\u95e8\u63a7\u9608\u503c\u4f1a\u4f7f\u95e8\u63a7\u673a\u5236\u8fc7\u4e8e\u4e25\u683c\uff08over-restrictive gating\uff09\uff0c\u4ece\u800c\u9650\u5236\u5956\u52b1\u4fe1\u53f7\u7684\u6709\u6548\u4f20\u64ad\uff0c\u6700\u7ec8\u5bfc\u81f4\u8bc6\u522b\u6027\u80fd\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\uff0c\u5f97\u5230\u4ee5\u4e0b\u6838\u5fc3\u7ed3\u8bba\uff1a<\/p>\n\n\n\n<ol><li><strong>MEGA-ASR \u7684\u6536\u76ca\u4e0d\u4ec5\u4f53\u73b0\u5728 WER\uff0c\u8fd8\u4f53\u73b0\u5728\u8bed\u4e49\u5b8c\u6574\u6027\u4e0e\u5185\u5bb9\u4fdd\u771f\u5ea6\u4e0a\u3002<\/strong><\/li><li><strong>A2S-SFT \u7684\u6e10\u8fdb\u5f0f\u58f0\u5b66\u2192\u8bed\u4e49\u9002\u914d\u4ee5\u53ca DG-WGPO \u7684\u5404\u5956\u52b1\u7ec4\u4ef6\u5747\u5bf9\u6027\u80fd\u63d0\u5347\u81f3\u5173\u91cd\u8981\u3002<\/strong><\/li><li><strong>\u89c4\u5219\u5956\u52b1\u80fd\u591f\u4ee5\u63a5\u8fd1 LLM Judge \u7684\u6548\u679c\u5b9e\u73b0\u8bad\u7ec3\uff0c\u540c\u65f6\u5c06\u8ba1\u7b97\u6210\u672c\u964d\u4f4e 3.2 \u500d\u3002<\/strong><\/li><li><strong>\u52a8\u6001\u95e8\u63a7\u6743\u91cd \u03b1dyn \u662f\u6700\u654f\u611f\u7684\u8d85\u53c2\u6570\uff0c\u6700\u4f73\u8bbe\u7f6e\u4e3a 0.6\u3002<\/strong><\/li><li><strong>\u95e8\u63a7\u9608\u503c \u03c4=0.3 \u80fd\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u53d6\u5f97\u6700\u5747\u8861\u7684\u9c81\u68d2\u6027\u8868\u73b0\u3002<\/strong><\/li><\/ol>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2605.19833 \u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/xzf- &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2026\/06\/11\/mega-asr\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Mega-ASR \u9762\u5411\u201c\u5168\u573a\u666f\u590d\u6742\u73af\u5883\u201d\u9ad8\u566a\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\/31156"}],"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=31156"}],"version-history":[{"count":43,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31156\/revisions"}],"predecessor-version":[{"id":31256,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/31156\/revisions\/31256"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=31156"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=31156"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=31156"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}