{"id":26976,"date":"2025-07-10T11:36:00","date_gmt":"2025-07-10T03:36:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=26976"},"modified":"2025-08-05T14:41:59","modified_gmt":"2025-08-05T06:41:59","slug":"recent-advances-in-speech-language-models-a-survey","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/07\/10\/recent-advances-in-speech-language-models-a-survey\/","title":{"rendered":"\u8bed\u97f3\u5927\u6a21\u578b\u7efc\u8ff0: A Survey"},"content":{"rendered":"\n<ul class=\"has-light-gray-background-color has-background\"><li>ArXiv\u94fe\u63a5\uff1a<em><a href=\"https:\/\/arxiv.org\/abs\/2410.03751\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2410.03751<\/a><\/em><\/li><li>GitHub\u94fe\u63a5\uff1a<em><a href=\"https:\/\/github.com\/dreamtheater123\/Awesome-SpeechLM-Survey\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/dreamtheater123\/Awesome-SpeechLM-Survey<\/a><\/em><\/li><\/ul>\n\n\n\n<p>\u672c\u6587\u5bf9\u8bed\u97f3\u8bed\u8a00\u6a21\u578b (SpeechLM) \u9886\u57df\u8fdb\u884c\u4e86\u7efc\u8ff0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"500\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-106-1024x500.png\" alt=\"\" class=\"wp-image-27330\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-106-1024x500.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-106-300x147.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-106-768x375.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-106.png 1120w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u5982\u679c AI \u80fd\u591f\u50cf\u4eba\u7c7b\u4e00\u6837\u81ea\u7136\u5730\u8fdb\u884c\u8bed\u97f3\u5bf9\u8bdd\uff0c\u4e0d\u518d\u9700\u8981\u4f20\u7edf\u7684\u300c\u8bed\u97f3\u8f6c\u6587\u5b57\uff08ASR\uff09- \u6587\u672c\u5927\u6a21\u578b\u5904\u7406\uff08LLM\uff09- \u6587\u5b57\u8f6c\u8bed\u97f3\uff08TTS\uff09\u300d\u7684\u7e41\u7410\u6d41\u7a0b\uff0c\u800c\u662f\u76f4\u63a5\u7406\u89e3\u548c\u751f\u6210\u8bed\u97f3\uff0c\u90a3\u5c06\u662f\u600e\u6837\u7684\u4f53\u9a8c\uff1f\u8fd9\u5c31\u662f<strong>\u8bed\u97f3\u5927\u6a21\u578b<\/strong>\uff08\u8bed\u97f3\u8bed\u8a00\u6a21\u578b\uff0cSpeechLM\uff09\u8981\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684\u8bed\u97f3\u4ea4\u4e92\u7cfb\u7edf\u5b58\u5728\u4e09\u5927\u75db\u70b9\uff1a<strong>\u4fe1\u606f\u4e22\u5931\u3001\u5ef6\u8fdf\u4e25\u91cd\u3001\u9519\u8bef\u7d2f\u79ef<\/strong>\u3002\u5f53\u8bed\u97f3\u8f6c\u6362\u4e3a\u6587\u5b57\u65f6\uff0c<strong>\u97f3\u8c03\u3001\u8bed\u6c14\u3001\u60c5\u611f\u7b49\u526f\u8bed\u8a00\u4fe1\u606f\u5b8c\u5168\u4e22\u5931<\/strong>\uff1b\u591a\u4e2a\u6a21\u5757\u4e32\u8054\u5bfc\u81f4\u54cd\u5e94\u5ef6\u8fdf\u660e\u663e\uff1b\u6bcf\u4e2a\u73af\u8282\u7684\u9519\u8bef\u4f1a\u5c42\u5c42\u7d2f\u79ef\uff0c\u6700\u7ec8\u5f71\u54cd\u6574\u4f53\u6548\u679c\u3002<\/p>\n\n\n\n<p><strong>SpeechLM<\/strong> \u7684\u51fa\u73b0\u5f7b\u5e95\u6539\u53d8\u4e86\u8fd9\u4e00\u5c40\u9762\u3002\u5b83\u80fd\u591f\u7aef\u5230\u7aef\u5730\u5904\u7406\u8bed\u97f3\uff0c\u65e2\u4fdd\u7559\u4e86\u8bed\u97f3\u4e2d\u7684\u4e30\u5bcc\u4fe1\u606f\uff0c\u53c8\u5927\u5e45\u964d\u4f4e\u4e86\u5ef6\u8fdf\uff0c\u4e3a\u771f\u6b63\u81ea\u7136\u7684\u4eba\u673a\u8bed\u97f3\u4ea4\u4e92\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"485\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-107-1024x485.png\" alt=\"\" class=\"wp-image-27331\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-107-1024x485.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-107-300x142.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-107-768x363.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-107.png 1099w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u6280\u672f\u67b6\u6784\uff1a\u4e09\u5927\u6838\u5fc3\u7ec4\u4ef6\u6784\u5efa\u8bed\u97f3\u667a\u80fd<\/strong><\/p>\n\n\n\n<p>\u672c\u8bba\u6587\u6df1\u5165\u5256\u6790\u4e86 SpeechLM \u7684\u6280\u672f\u67b6\u6784\uff0c\u53d1\u73b0\u5176\u7531\u4e09\u4e2a\u5173\u952e\u7ec4\u4ef6\u6784\u6210\uff1a\u8bed\u97f3\u5206\u8bcd\u5668\u3001\u8bed\u8a00\u6a21\u578b\u548c\u58f0\u7801\u5668\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"972\" height=\"748\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-108.png\" alt=\"\" class=\"wp-image-27332\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-108.png 972w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-108-300x231.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/06\/image-108-768x591.png 768w\" sizes=\"(max-width: 972px) 100vw, 972px\" \/><\/figure>\n\n\n\n<ul><li>\u8bed\u97f3\u5206\u8bcd\u5668\uff08Speech Tokenizer\uff09\u8d1f\u8d23\u5c06\u8fde\u7eed\u7684\u97f3\u9891\u4fe1\u53f7\u8f6c\u6362\u4e3a\u79bb\u6563\u6216\u8fde\u7eed\u7684 token \u8868\u793a\u3002\u6839\u636e\u5efa\u6a21\u76ee\u6807\u7684\u4e0d\u540c\uff0c\u53ef\u4ee5\u5206\u4e3a\u8bed\u4e49\u7406\u89e3\u578b\u3001\u58f0\u5b66\u751f\u6210\u578b\u548c\u6df7\u5408\u578b\u4e09\u7c7b\u3002\u8bed\u4e49\u7406\u89e3\u578b\u4e13\u6ce8\u4e8e\u63d0\u53d6\u8bed\u97f3\u7684\u8bed\u4e49\u5185\u5bb9\uff0c\u58f0\u5b66\u751f\u6210\u578b\u5219\u91cd\u70b9\u4fdd\u7559\u97f3\u9891\u7684\u58f0\u5b66\u7279\u5f81\uff0c\u800c\u6df7\u5408\u578b\u8bd5\u56fe\u517c\u987e\u4e24\u8005\u7684\u4f18\u52bf\u3002<\/li><li>\u8bed\u8a00\u6a21\u578b\uff08Language Model\uff09\u662f\u6574\u4e2a\u7cfb\u7edf\u7684\u6838\u5fc3\uff0c\u4e3b\u8981\u91c7\u7528\u57fa\u4e8e Transformer \u7684\u81ea\u56de\u5f52\u67b6\u6784\u3002\u901a\u8fc7\u6269\u5c55\u8bcd\u6c47\u8868\u5b9e\u73b0\u540c\u65f6\u5904\u7406\u6587\u672c\u548c\u8bed\u97f3 token\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u591a\u6a21\u6001\u5efa\u6a21\u80fd\u529b\u3002<\/li><li>\u58f0\u7801\u5668\uff08Token-to-wav Synthesizer\uff0cVocoder\uff09\u5219\u5c06\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684 token \u8f6c\u6362\u56de\u53ef\u542c\u7684\u97f3\u9891\u6ce2\u5f62\uff0c\u5b8c\u6210\u4ece\u62bd\u8c61\u8868\u793a\u5230\u5177\u4f53\u8bed\u97f3\u7684\u6700\u540e\u4e00\u6b65\u8f6c\u6362\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u8bad\u7ec3\u7b56\u7565\uff1a\u4ece\u9884\u8bad\u7ec3\u5230\u6307\u4ee4\u5fae\u8c03\u7684\u5b8c\u6574\u6d41\u7a0b<\/strong><\/p>\n\n\n\n<p>\u8bad\u7ec3\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684 SpeechLM \u9700\u8981\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8bad\u7ec3\u7b56\u7565\u3002\u6211\u4eec\u7684\u7efc\u8ff0\u8be6\u7ec6\u68b3\u7406\u4e86\u5f53\u524d\u4e3b\u6d41\u7684\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5305\u62ec\u4e09\u4e2a\u5173\u952e\u9636\u6bb5\u3002<\/p>\n\n\n\n<p>\u9884\u8bad\u7ec3\u9636\u6bb5\u662f\u57fa\u7840\uff0c\u53ef\u4ee5\u9009\u62e9\u51b7\u542f\u52a8\u6216\u7ee7\u7eed\u9884\u8bad\u7ec3\u4e24\u79cd\u65b9\u5f0f\u3002\u51b7\u542f\u52a8\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\uff0c\u800c\u7ee7\u7eed\u9884\u8bad\u7ec3\u5219\u57fa\u4e8e\u5df2\u6709\u7684\u6587\u672c\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u9002\u914d\uff0c\u540e\u8005\u901a\u5e38\u80fd\u83b7\u5f97\u66f4\u597d\u7684\u6548\u679c\u3002\u5173\u952e\u5728\u4e8e\u5982\u4f55\u6709\u6548\u5bf9\u9f50\u6587\u672c\u548c\u8bed\u97f3\u7684\u8868\u793a\u7a7a\u95f4\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5145\u5206\u5229\u7528\u4e24\u79cd\u6a21\u6001\u7684\u5171\u540c\u4fe1\u606f\u4e0e\u4e92\u8865\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u6307\u4ee4\u5fae\u8c03\u9636\u6bb5\u8ba9\u6a21\u578b\u5b66\u4f1a\u9075\u5faa\u5404\u79cd\u6307\u4ee4\u6267\u884c\u4e0d\u540c\u4efb\u52a1\u3002\u7814\u7a76\u8005\u4eec\u901a\u8fc7\u6784\u5efa\u5927\u89c4\u6a21\u7684\u6307\u4ee4\u8ddf\u968f\u6570\u636e\u96c6\uff0c\u8ba9 SpeechLM \u5177\u5907\u4e86\u5904\u7406\u591a\u6837\u5316\u8bed\u97f3\u4efb\u52a1\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u540e\u5bf9\u9f50\u9636\u6bb5\u5219\u901a\u8fc7\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\u7b49\u6280\u672f\uff0c\u8fdb\u4e00\u6b65\u4f18\u5316\u6a21\u578b\u7684\u8f93\u51fa\u8d28\u91cf\u548c\u5b89\u5168\u6027\uff0c\u786e\u4fdd\u751f\u6210\u7684\u8bed\u97f3\u65e2\u81ea\u7136\u53c8\u7b26\u5408\u4eba\u7c7b\u504f\u597d\u3002<\/p>\n\n\n\n<p><strong>\u4ea4\u4e92\u8303\u5f0f\uff1a\u5b9e\u73b0\u771f\u6b63\u81ea\u7136\u7684\u8bed\u97f3\u5bf9\u8bdd<\/strong><\/p>\n\n\n\n<p>\u8bed\u97f3\u4ea4\u4e92\u7684\u672a\u6765\u4e0d\u4ec5\u5728\u4e8e\u7406\u89e3\u548c\u751f\u6210\uff0c\u66f4\u5728\u4e8e\u5982\u4f55\u5b9e\u73b0\u771f\u6b63\u81ea\u7136\u7684\u5bf9\u8bdd\u4f53\u9a8c\u3002\u4f20\u7edf\u7684\u8bed\u97f3\u4ea4\u4e92\u91c7\u7528\u300c\u4f60\u8bf4\u5b8c\u6211\u518d\u8bf4\u300d\u7684\u6a21\u5f0f\uff0c\u4f46\u771f\u5b9e\u5bf9\u8bdd\u4e2d\u4eba\u4eec\u7ecf\u5e38\u4f1a\u6253\u65ad\u5bf9\u65b9\u6216\u540c\u65f6\u8bf4\u8bdd\u3002\u4e3a\u4e86\u8ba9 AI \u5177\u5907\u8fd9\u79cd\u81ea\u7136\u5bf9\u8bdd\u80fd\u529b\uff0c\u7814\u7a76\u8005\u4eec\u6b63\u5728\u5f00\u53d1\u5177\u6709\u5b9e\u65f6\u4ea4\u4e92\u80fd\u529b\u7684 SpeechLM\u3002<\/p>\n\n\n\n<p>\u5173\u952e\u7a81\u7834\u5728\u4e8e\u5168\u53cc\u5de5\u5efa\u6a21\u6280\u672f\uff0c\u5b83\u5305\u62ec\u4e24\u4e2a\u6838\u5fc3\u7279\u6027\uff1a\u7528\u6237\u4e2d\u65ad\u80fd\u529b\uff0c\u5373\u6a21\u578b\u53ef\u4ee5\u88ab\u7528\u6237\u6253\u65ad\u5e76\u9002\u5f53\u54cd\u5e94\uff1b\u540c\u65f6\u54cd\u5e94\u80fd\u529b\uff0c\u5373\u6a21\u578b\u80fd\u591f\u5728\u5904\u7406\u8f93\u5165\u7684\u540c\u65f6\u751f\u6210\u8f93\u51fa\u3002\u901a\u8fc7\u6d41\u5f0f\u5904\u7406\u548c\u5168\u53cc\u5de5\u67b6\u6784\uff0cSpeechLM \u80fd\u591f\u652f\u6301\u771f\u6b63\u7684\u53cc\u5411\u540c\u65f6\u901a\u4fe1\uff0c\u8ba9\u4eba\u673a\u4ea4\u4e92\u53d8\u5f97\u66f4\u52a0\u81ea\u7136\u6d41\u7545\u3002<\/p>\n\n\n\n<p><strong>\u5e94\u7528\u573a\u666f\uff1a\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u4ea4\u4e92\u7684\u8fb9\u754c<\/strong><\/p>\n\n\n\n<p>SpeechLM \u7684\u5e94\u7528\u6f5c\u529b\u8fdc\u8d85\u6211\u4eec\u7684\u60f3\u8c61\u3002\u5728\u8bed\u4e49\u76f8\u5173\u5e94\u7528\u65b9\u9762\uff0c\u5b83\u80fd\u591f\u8fdb\u884c\u81ea\u7136\u7684\u8bed\u97f3\u5bf9\u8bdd\u3001\u8bed\u97f3\u7ffb\u8bd1\u3001\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u3001\u5173\u952e\u8bcd\u68c0\u6d4b\u7b49\u4efb\u52a1\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e9b\u4efb\u52a1\u90fd\u53ef\u4ee5\u5728\u7edf\u4e00\u7684\u6846\u67b6\u4e0b\u5b8c\u6210\uff0c\u65e0\u9700\u9488\u5bf9\u6bcf\u4e2a\u4efb\u52a1\u8bad\u7ec3\u4e13\u95e8\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u5728\u8bf4\u8bdd\u4eba\u76f8\u5173\u5e94\u7528\u4e2d\uff0cSpeechLM 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Survey<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/26976"}],"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=26976"}],"version-history":[{"count":16,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/26976\/revisions"}],"predecessor-version":[{"id":28199,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/26976\/revisions\/28199"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=26976"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=26976"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=26976"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}