{"id":22220,"date":"2024-12-03T19:22:16","date_gmt":"2024-12-03T11:22:16","guid":{"rendered":"http:\/\/139.9.1.231\/?p=22220"},"modified":"2024-12-03T19:22:17","modified_gmt":"2024-12-03T11:22:17","slug":"synchronous-llms-as-full-duplex-dialogue-agents","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/12\/03\/synchronous-llms-as-full-duplex-dialogue-agents\/","title":{"rendered":"Synchronous LLMs as Full-Duplex Dialogue Agents"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><br><strong>\u540c\u6b65 LLMs \u4f5c\u4e3a\u5168\u53cc\u5de5\u5bf9\u8bdd\u4ee3\u7406<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/syncllm.cs.washington.edu\/\"><strong>https:\/\/syncllm.cs.washington.edu<\/strong>\/<\/a><\/p>\n\n\n\n<p>\u5c3d\u7ba1\u5bf9\u8bed\u97f3\u5bf9\u8bdd\u4ee3\u7406\u8fdb\u884c\u5efa\u6a21\u6709\u7740\u5e7f\u6cdb\u7684\u5174\u8da3\uff0c\u4f46\u5927\u591a\u6570\u65b9\u6cd5\u672c\u8d28\u4e0a\u90fd\u662f \u201c\u534a\u53cc\u5de5\u201d \u7684 \u2014\u2014 \u4ec5\u9650\u4e8e\u56de\u5408\u5236\u4ea4\u4e92\uff0c<strong>\u54cd\u5e94\u9700\u8981\u7528\u6237\u660e\u786e\u63d0\u793a\u6216\u9690\u5f0f\u8ddf\u8e2a\u4e2d\u65ad\u6216\u9759\u97f3\u4e8b\u4ef6<\/strong>\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4eba\u7c7b\u5bf9\u8bdd\u662f\u201c\u5168\u53cc\u5de5\u201d\u7684\uff0c\u5141\u8bb8\u4ee5\u5feb\u901f\u548c\u52a8\u6001\u7684\u8f6e\u6d41\u3001\u91cd\u53e0\u8bed\u97f3\u548c\u53cd\u5411\u901a\u9053\u7684\u5f62\u5f0f\u5b9e\u73b0\u4e30\u5bcc\u7684\u540c\u6b65\u6027\u3002\u4ece\u6280\u672f\u4e0a\u8bb2\uff0c\u4f7f\u7528 LLMs\u5728\u4e8e\u5c06\u540c\u6b65\u5efa\u6a21\u4e3a\u9884\u8bad\u7ec3\u7684 LLMs \u6ca1\u6709\u201c\u65f6\u95f4\u201d\u611f\u3002\u4e3a\u4e86\u5f25\u5408\u8fd9\u4e00\u5dee\u8ddd\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u7528\u4e8e<strong>\u5168\u53cc\u5de5\u53e3\u8bed\u5bf9\u8bdd\u5efa\u6a21\u7684\u540c\u6b65 LLMs<\/strong>\u3002\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u673a\u5236\uff0c\u5c06\u65f6\u95f4\u4fe1\u606f\u96c6\u6210\u5230 <strong>Llama3-8b<\/strong> \u4e2d\uff0c\u4ee5\u4fbf\u5b83\u4eec\u4e0e\u73b0\u5b9e\u4e16\u754c\u7684\u65f6\u949f\u540c\u6b65\u8fd0\u884c\u3002\u6211\u4eec\u8fd8\u4ecb\u7ecd\u4e86\u4e00\u4e2a\u8bad\u7ec3\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u4f7f\u7528<strong>\u4ece\u6587\u672c\u5bf9\u8bdd\u6570\u636e\u751f\u6210\u7684 212k \u5c0f\u65f6\u7684\u5408\u6210\u53e3\u8bed\u5bf9\u8bdd\u6570\u636e\u6765\u521b\u5efa\u4e00\u4e2a\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u4ec5\u4f7f\u7528 2k \u5c0f\u65f6\u7684\u771f\u5b9e\u53e3\u8bed\u5bf9\u8bdd\u6570\u636e\u5373\u53ef\u751f\u6210\u6709\u610f\u4e49\u4e14\u81ea\u7136\u7684\u53e3\u8bed\u5bf9\u8bdd\u3002<\/strong>\u540c\u6b65 LLMs \u5728\u4fdd\u6301\u81ea\u7136\u6027\u7684\u540c\u65f6\uff0c\u5728\u5bf9\u8bdd\u610f\u4e49\u65b9\u9762\u4f18\u4e8e\u6700\u5148\u8fdb\u7684\u3002\u6700\u540e\uff0c\u6211\u4eec\u901a\u8fc7\u6a21\u62df\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u4e24\u4e2a\u4ee3\u7406\u4e4b\u95f4\u7684\u4ea4\u4e92\uff0c\u540c\u65f6\u8003\u8651\u9ad8\u8fbe 240 \u6beb\u79d2\u7684 Internet \u89c4\u6a21\u5ef6\u8fdf\uff0c\u5c55\u793a\u4e86\u8be5\u6a21\u578b\u53c2\u4e0e\u5168\u53cc\u5de5\u5bf9\u8bdd\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<h2>Latency tolerant interaction<\/h2>\n\n\n\n<p>SyncLLM \u662f\u4e00\u79cd\u4ec5\u9650\u81ea\u56de\u5f52\u89e3\u7801\u5668\u7684 transformer \u6a21\u578b\uff0c\u53ef\u4ee5\u7528\u4f5c\u5168\u53cc\u5de5\u5bf9\u8bdd\u4ee3\u7406\u3002\u5728\u4e0b\u56fe\u4e2d\uff0c\u5728\u5f53\u524d\u65f6\u95f4\u6b65\uff08\u56fe\u4e2d\u7684 chunk N\uff09\uff0cSyncLLM \u7684\u4e0a\u4e0b\u6587\u5305\u542b LLM \u7684\u8bed\u97f3\u5230\u5f53\u524d chunk \u7684\u4ea4\u9519\u5757\uff0c\u4ee5\u53ca\u5bf9\u5e94\u4e8e\u9664\u5f53\u524d chunk \u4e4b\u5916\u7684\u6240\u6709 chunk \u7684\u7528\u6237\u8bed\u97f3\u3002<strong>\u4e3a\u4e86\u4e0e\u7528\u6237\u540c\u6b65\uff0cLLM \u5fc5\u987b\u5728\u5f53\u524d chunk \u7ed3\u675f\u4e4b\u524d\u751f\u6210\u5176\u4e0b\u4e00\u4e2a chunk \uff08chunk N+1\uff09\u3002\u56e0\u6b64\uff0cSyncLLM \u9996\u5148\u751f\u6210\u4f30\u8ba1\u7528\u6237\u7684 chunk\uff0c\u8be5 chunk \u53c8\u9644\u52a0\u5230\u4e0a\u4e0b\u6587\u5e76\u7528\u4e8e\u9884\u6d4b\u5176\u4e0b\u4e00\u4e2a chunk\u3002<\/strong><\/p>\n\n\n\n<p>SyncLLM \u7ecf\u8fc7\u8bad\u7ec3\uff0c\u53ef\u4ee5\u9884\u6d4b\u5bf9\u5e94\u4e8e\u5bf9\u8bdd\u4e24\u4fa7\u7684\u8bed\u97f3\u5355\u5143\u7684\u4ea4\u9519\u5757\uff0c\u5982\u56fe 2 \u6240\u793a\u3002<a href=\"https:\/\/arxiv.org\/html\/2409.15594v1#S1.F1\">1<\/a>. \u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u957f\u4e2d\uff0c\u6a21\u578b\u9884\u6d4b\u4e0e\u5bf9\u8bdd\u4e00\u4fa7\u7684\u56fa\u5b9a\u6301\u7eed\u65f6\u95f4\uff08\u79f0\u4e3a\u6a21\u578b\u7684<em>\u5757\u5927\u5c0f<\/em>\uff09\u76f8\u5bf9\u5e94\u7684\u8bed\u97f3\u5355\u4f4d\uff0c\u7136\u540e\u662f\u4e0e\u5bf9\u8bdd\u7684\u7528\u6237\u4e00\u4fa7\u76f8\u5bf9\u5e94\u7684\u8bed\u97f3\u5355\u4f4d\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u751f\u6210\u4e0e\u771f\u5b9e\u65f6\u949f\u540c\u6b65\u7684\u4e24\u4e2a\u8bed\u97f3\u6d41\u3002\u8fd9\u5141\u8bb8\u6211\u4eec\u7684\u65b9\u6cd5\u5bf9\u6240\u6709\u5bf9\u8bdd\u7ebf\u7d22\u8fdb\u884c\u5efa\u6a21\uff0c\u4f8b\u5982\u53cd\u5411\u901a\u9053\u3001\u91cd\u53e0\u3001\u4e2d\u65ad\u7b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"927\" height=\"510\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-11.png\" alt=\"\" class=\"wp-image-22750\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-11.png 927w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-11-300x165.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-11-768x423.png 768w\" sizes=\"(max-width: 927px) 100vw, 927px\" \/><\/figure>\n\n\n\n<h2>Training<\/h2>\n\n\n\n<p>SyncLLM \u4f7f\u7528\u7b80\u5355\u7684 next-token \u9884\u6d4b\u76ee\u6807\u8fdb\u884c\u8bad\u7ec3\uff0c\u5176\u4e2d\u5168\u53cc\u5de5\u53e3\u8bed\u5bf9\u8bdd\u7684\u683c\u5f0f\u5982\u4e0b\u3002\uff08\u9876\u884c\uff09\u6211\u4eec\u5c06\u8bed\u97f3\u5bf9\u8bdd\u8868\u793a\u4e3a HuBERT \u4ee4\u724c\u7684\u4ea4\u9519\u5757\uff0c\u5176\u4e2d\u5757\u5927\u5c0f\u51b3\u5b9a\u4e86\u540c\u6b65\u4ee4\u724c [S0] \u7684\u9891\u7387\u3002\uff08\u4e2d\u95f4\u884c\uff09\u6211\u4eec\u8bad\u7ec3 SyncLLM \u751f\u6210\u53bb\u91cd HuBERT \u4ee4\u724c\u7684\u4ea4\u9519\u5757\u4ee5\u53ca\u5b9a\u671f\u540c\u6b65\u4ee4\u724c\u3002\uff08\u5e95\u884c\uff09\u6211\u4eec\u5728\u6bcf\u4e2a\u5757\u4e2d\u63d2\u5165\u53bb\u91cd\u7684\u6807\u8bb0\uff0c\u4ee5\u83b7\u5f97\u539f\u59cb\u683c\u5f0f\u7684\u8bed\u97f3\u5bf9\u8bdd\u5e8f\u5217\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1024\" height=\"427\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-12.png\" alt=\"\" class=\"wp-image-22754\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-12.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-12-300x125.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-12-768x320.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5982\u679c\u6211\u4eec\u53ef\u4ee5\u5c06\u4e24\u4e2a\u4ee4\u724c\u6d41\u4e2d\u7684\u4e00\u4e2a\u66ff\u6362\u4e3a\u4e0e\u771f\u5b9e\u7528\u6237\u76f8\u5bf9\u5e94\u7684\u4ee4\u724c\u6d41\uff0c\u90a3\u4e48\u7ecf\u8fc7\u8bad\u7ec3\u7684\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u5168\u53cc\u5de5\u8bed\u97f3\u4ea4\u4e92\u3002\u5728\u56fe .<a href=\"https:\/\/arxiv.org\/html\/2409.15594v1#S1.F1\">1<\/a>\uff0c\u7d2b\u8272\u6846\u5bf9\u5e94\u4e8e\u6bcf\u4e2a\u65f6\u95f4\u5757\u4e2d LLM \u4fa7\u5bf9\u8bdd\u7684\u6807\u8bb0\u5e8f\u5217\uff0c\u7eff\u8272\u6846\u5bf9\u5e94\u4e8e\u5bf9\u8bdd\u7684\u7528\u6237\u4fa7\u3002\u6211\u4eec\u901a\u8fc7\u4e22\u5f03 LLM \u7528\u6237\u8bed\u97f3\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p><strong>  HuBERT \u4ee4\u724c \uff1a<\/strong>\u4f7f\u7528 HuBERT\u00a0\u00a0\u6765\u8868\u793a\u8bed\u97f3\u3002\u6211\u4eec\u4f7f\u7528\u00a0Nguyen \u7b49\u00a0\u4eba\u7684\u5206\u8bcd\u5316\u53c2\u6570\uff0c\u5206\u8bcd\u91c7\u6837\u7387\u4e3a 25 Hz\uff0c\u6bcf 40 \u6beb\u79d2\u97f3\u9891\u4ea7\u751f\u4e00\u4e2a\u5206\u8bcd\uff0c\u8bcd\u6c47\u91cf\u4e3a 501\u3002\u4e3a\u4e86\u6a21\u62df\u4e24\u4e2a\u8bf4\u8bdd\u4eba 0 \u548c 1 \u4e4b\u95f4\u7684\u5bf9\u8bdd\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86\u4e24\u4e2a\u7279\u6b8a\u7684\u6807\u8bb0\u00a0<code>[S0]<\/code>\u00a0\u548c\u00a0<code>[S1]<\/code>\uff0c\u79f0\u4e3a\u8bf4\u8bdd\u4eba\u6807\u7b7e\uff0c\u5206\u522b\u6307\u5b9a\u6bcf\u4e2a\u8bf4\u8bdd\u4eba\u7684\u6807\u8bb0\u5e8f\u5217\u7684\u5f00\u59cb\u3002\u6211\u4eec\u5c06\u5bf9\u8bdd\u8868\u793a\u4e3a\u4e24\u4e2a\u5e76\u884c\u7684\u8bed\u97f3\u6d41\uff0c\u6bcf\u4e2a\u8bf4\u8bdd\u4eba\u4e00\u4e2a\uff0c\u4ea4\u9519\uff0c\u5982\u4e0a\u56fe \u7684\u9876\u884c\u6240\u793a\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u6d41\uff0c\u6211\u4eec\u5d4c\u5165\u4e00\u4e2a\u5468\u671f\u6027\u7684 speaker \u6807\u7b7e\uff0c\u5176\u65f6\u95f4\u6bb5\u7b49\u4e8e\u6a21\u578b\u7684\u5757\u5927\u5c0f\u3002<\/p>\n\n\n\n<p><strong>\u91cd\u590d\u6570\u636e\u5220\u9664\u3002<\/strong>HuBERT \u4ee4\u724c\u7684\u56fa\u5b9a\u65f6\u95f4\u6bb5\u5bf9\u4e8e\u5728\u5168\u53cc\u5de5\u5bf9\u8bdd\u4e2d\u5bf9\u65f6\u95f4\u8fdb\u884c\u5efa\u6a21\u5f88\u6709\u7528\u3002\u7136\u800c\uff0c\u539f\u59cb HuBERT \u5e8f\u5217\u7531\u5927\u91cf\u91cd\u590d\u7684\u6807\u8bb0\u7ec4\u6210\uff0c\u4e3b\u8981\u662f\u7531\u8bdd\u8bed\u5185\u548c\u8bdd\u8bed\u4e4b\u95f4\u7684\u6c89\u9ed8\u5f15\u8d77\u7684\u3002\u6bcf\u4e2a\u552f\u4e00\u6807\u8bb0\u7684\u91cd\u590d\u6b21\u6570\u8868\u793a\u6807\u8bb0\u6240\u8868\u793a\u7684\u58f0\u5b66\u5355\u5143\u7684\u6301\u7eed\u65f6\u95f4\u3002\u7136\u800c\uff0c\u8bed\u4e49\u5185\u5bb9\u53ef\u4ee5\u901a\u8fc7\u5728\u5220\u9664\u91cd\u590d\u6807\u8bb0\u5e8f\u5217\u65f6\u4ec5\u8003\u8651\u552f\u4e00\u6807\u8bb0\u6765\u5efa\u6a21\u3002\u91cd\u590d\u7684\u6807\u8bb0\u5e8f\u5217\u4f1a\u5bf9\u6700\u7ec8\u53e3\u8bed\u5bf9\u8bdd\u6a21\u578b\u7684\u8bed\u4e49\u80fd\u529b\u4ea7\u751f\u4e0d\u5229\u5f71\u54cd\u00a0\uff0c\u56e0\u4e3a\u5982\u4e0a\u56fe  \u6240\u793a\uff0c\u4e0e\u53bb\u91cd\u5e8f\u5217\u76f8\u6bd4\uff0c\u5b83\u4eec\u6bcf\u4e2a\u6807\u8bb0\u7684\u8bed\u4e49\u5185\u5bb9\u6bd4\u53bb\u91cd\u540e\u7684\u5e8f\u5217\u4f4e\u7ea650%\u3002<\/p>\n\n\n\n<p><strong>\u63d2\u503c\u3002<\/strong>\u867d\u7136\u53bb\u91cd\u7684\u6807\u8bb0\u5e8f\u5217\u6709\u5229\u4e8e\u81ea\u56de\u5f52\u5efa\u6a21\uff0c\u4f46\u8981\u751f\u6210\u9002\u5408\u8bed\u97f3\u5408\u6210\u7684\u6807\u8bb0\u5e8f\u5217\uff0c\u6211\u4eec\u9700\u8981\u539f\u59cb\u683c\u5f0f\u7684\u5468\u671f\u6027 HuBERT \u6807\u8bb0\u3002\u7531\u4e8e speaker \u6807\u7b7e\u00a0<code>[S0]<\/code>\u00a0\u7ef4\u62a4\u4e86\u8ba1\u65f6\u4fe1\u606f\uff0c\u56e0\u6b64\u6211\u4eec\u77e5\u9053\u6bcf\u4e2a\u5757\u4e2d\u53bb\u91cd\u540e\u5220\u9664\u7684\u4ee4\u724c\u6570\u91cf\u3002\u6211\u4eec\u4f7f\u7528\u5b83\u6765\u63d2\u5165\u5df2\u5220\u9664\u91cd\u590d\u6570\u636e\u7684\u4ee4\u724c\uff0c\u4ee5\u5339\u914d\u6bcf\u4e2a\u5757\u4e2d\u7684\u9884\u671f\u4ee4\u724c\u6570\u91cf\u3002\u4f8b\u5982\uff0c\u5728 Fig.<a href=\"https:\/\/arxiv.org\/html\/2409.15594v1#S3.F2\">2<\/a>\uff0c\u5219\u8bf4\u8bdd\u4eba 0 \u7684\u6d41\u5728\u53bb\u91cd\u540e\u53ea\u6709\u4e00\u4e2a Token\u3002\u4f46\u662f\u7531\u4e8e\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5757\u5927\u5c0f\u4e3a 160 \u6beb\u79d2\uff0c\u56e0\u6b64\u6bcf\u4e2a\u5757\u5c06\u5305\u542b 160\/40 = 4 \u4e2a\u4ee4\u724c\u3002\u6240\u4ee5\u5982\u56fe 3 \u65e5\u7684\u7b2c\u4e09\u884c\u6240\u793a\u3002<a href=\"https:\/\/arxiv.org\/html\/2409.15594v1#S3.F2\">2<\/a>\u00a0\u4e2d\uff0c\u6211\u4eec\u91cd\u590d deed token \u4e09\u6b21\u4ee5\u91cd\u5efa chunk\u3002\u5982\u679c\u4e00\u4e2a\u5757\u6709\u591a\u4e2a\u53bb\u91cd\u7684\u4ee4\u724c\uff0c\u5982\u56fe 2 \u4e2d\u7684\u7b2c\u4e8c\u4e2a token\u3002<a href=\"https:\/\/arxiv.org\/html\/2409.15594v1#S3.F2\">2<\/a>\uff0c\u6211\u4eec\u4ee5\u76f8\u7b49\u7684\u6570\u91cf\u91cd\u590d\u6bcf\u4e2a Token\u3002\u6211\u4eec\u6ce8\u610f\u5230\u8fd9\u79cd\u65b9\u6cd5\u53ef\u80fd\u4f1a\u5bfc\u81f4\u9519\u8bef\uff0c\u56e0\u4e3a\u539f\u59cb chunk \u53ef\u80fd\u4e0d\u9075\u5faa\u8fd9\u79cd\u542f\u53d1\u5f0f\u65b9\u6cd5\u3002\u6211\u4eec\u89c2\u5bdf\u5230\uff0c\u5373\u4f7f\u6570\u636e\u5757\u5927\u5c0f\u4e3a 240 \u6beb\u79d2\uff0c\u5176\u5f71\u54cd\u4e5f\u662f\u96be\u4ee5\u5bdf\u89c9\u7684\uff0c\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a\u6bcf\u4e2a\u6807\u8bb0\u7684\u9884\u6d4b\u6301\u7eed\u65f6\u95f4\u7684\u8bef\u5dee\u53d7\u5230\u6570\u636e\u5757\u5927\u5c0f\u7684\u4e0a\u9650\u3002\u6b64\u5916\uff0c\u5728\u5177\u6709\u66f4\u591a\u65b0\u8bcd\u5143\u7684 chunk \u4e2d\uff0c\u8bef\u5dee\u4f1a\u66f4\u5c0f\u3002<\/p>\n\n\n\n<p><strong>\u91c7\u7528\u4e09\u9636\u6bb5\u8bad\u7ec3\uff0c\u8bad\u7ec3\u6570\u636e\uff1a<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"457\" height=\"231\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-13.png\" alt=\"\" class=\"wp-image-22768\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-13.png 457w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-13-300x152.png 300w\" sizes=\"(max-width: 457px) 100vw, 457px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u7b2c 1 \u9636\u6bb5\uff1a\u5177\u6709\u5408\u6210\u8bed\u97f3\u6570\u636e\u7684\u56de\u5408\u5236\u53e3\u8bed\u5bf9\u8bdd\u6a21\u578b\u3002<\/strong>\u00a0\u9274\u4e8e\u53e3\u8bed\u5bf9\u8bdd\u6570\u636e\u6709\u9650\uff0c\u6211\u4eec\u4ece\u5927\u89c4\u6a21\u6587\u672c\u5bf9\u8bdd\u6570\u636e\u96c6\u4e2d\u751f\u6210\u5408\u6210\u8bed\u97f3\u6570\u636e\u3002 \u6211\u4eec\u4f7f\u7528\u76d1\u7763\u5f0f\u5fae\u8c03 \uff08SFT\uff09 \u6570\u636e\u96c6\u4f5c\u4e3a\u6211\u4eec\u7684\u6e90\u6587\u672c\u5bf9\u8bdd\u6570\u636e\u96c6\u3002\u6211\u4eec\u4f7f\u7528 Bark TTS\u00a0AI \uff08<a href=\"https:\/\/arxiv.org\/html\/2409.15594v1#bib.bib1\">2023<\/a>\uff09\u00a0\u6a21\u578b\u751f\u6210\u6587\u672c\u5bf9\u8bdd\u6570\u636e\u96c6\u7684\u53e3\u8bed\u7248\u672c\uff0c\u5176\u4e2d\u5305\u542b 10 \u4e2a\u8bf4\u8bdd\u4eba\u9884\u8bbe\u3002<\/p>\n\n\n\n<p><strong>\u7b2c 2 \u9636\u6bb5\uff1a\u5047\u8bbe\u6ca1\u6709\u91cd\u53e0\u7684\u5168\u53cc\u5de5\u5bf9\u8bdd\u3002<\/strong>\u56de\u5408\u5236\u8bed\u97f3\u5bf9\u8bdd\u662f\u65e0\u91cd\u53e0\u7684\u5168\u53cc\u5de5\u5bf9\u8bdd\u7684\u7279\u4f8b\u3002\u57fa\u4e8e\u8fd9\u4e00\u89c2\u5bdf\u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5408\u6210\u7684\u8bed\u97f3\u5bf9\u8bdd\u6570\u636e\u89c6\u4e3a\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u6570\u636e\uff0c\u5176\u4e2d\u8f6e\u5230\u4e00\u4e2a\u8bf4\u8bdd\u4eba\u65f6\uff0c\u53e6\u4e00\u4e2a\u8bf4\u8bdd\u4eba\u5b8c\u5168\u6c89\u9ed8\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u6211\u4eec\u4ece\u6587\u672c\u5bf9\u8bdd\u6570\u636e\u521b\u5efa\u5408\u6210\u7684\u53e3\u8bed\u5bf9\u8bdd\u6570\u636e\uff0c\u4e0e\u4e0a\u4e00\u9636\u6bb5\u7c7b\u4f3c\uff0c\u4f46\u6709\u4e00\u4e2a\u4e3b\u8981\u533a\u522b\uff1a\u4ece\u5bf9\u8bdd\u7684\u6bcf\u4e2a\u56de\u5408\u4e2d\uff0c\u6211\u4eec\u751f\u6210\u4e00\u4e2a\u5bf9\u5e94\u4e8e\u4e00\u4e2a\u8bf4\u8bdd\u8005\u7684\u8bed\u97f3\u8bdd\u8bed\u548c\u5bf9\u5e94\u4e8e\u53e6\u4e00\u4e2a\u8bf4\u8bdd\u8005\u7684\u7b49\u957f\u6c89\u9ed8\u3002\u7136\u540e\uff0c\u6211\u4eec\u4ee5\u56fe 2 \u7b2c\u4e8c\u884c\u6240\u793a\u7684\u683c\u5f0f\u5bf9\u5e76\u884c\u8bed\u97f3\u5bf9\u8bdd\u6570\u636e\u8fdb\u884c\u6807\u8bb0\u3002<a href=\"https:\/\/arxiv.org\/html\/2409.15594v1#S3.F2\">2<\/a>. \u8fd9\u6837\uff0c\u6211\u4eec\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5229\u7528\u6587\u672c\u5bf9\u8bdd\u6570\u636e\u6765\u5e2e\u52a9\u6211\u4eec\u7684\u6a21\u578b\u5b66\u4e60\u56fe 1 \u4e2d\u7684\u6807\u8bb0\u5e8f\u5217\u683c\u5f0f\u3002<a href=\"https:\/\/arxiv.org\/html\/2409.15594v1#S3.F2\">2<\/a>. \u6b64\u5fae\u8c03\u9636\u6bb5\u5bf9\u8bdd\u8bed\u4e2d\u7684\u8ba1\u65f6\u8fdb\u884c\u5efa\u6a21\u3002\u8be5\u6a21\u578b\u8fd8\u65e0\u6cd5\u5b66\u4e60\u8f6e\u6d41\u63d0\u793a\uff0c\u4f8b\u5982\u53cd\u5411\u4fe1\u9053\u6216\u4e24\u4e2a\u8bf4\u8bdd\u4eba\u4e4b\u95f4\u7684\u91cd\u53e0\u3002<\/p>\n\n\n\n<p><strong>\u7b2c 3 \u9636\u6bb5\uff1a\u4f7f\u7528\u771f\u5b9e\u4e16\u754c\u7684\u53e3\u8bed\u5bf9\u8bdd\u6570\u636e\u8fdb\u884c\u5efa\u6a21\u3002<\/strong>\u6700\u540e\uff0c\u6211\u4eec\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ece\u73b0\u5b9e\u4e16\u754c\u7684\u53e3\u8bed\u5bf9\u8bdd\u6570\u636e\u4e2d\u5b66\u4e60\u8f6e\u6d41\u7ebf\u7d22\u3002\u6211\u4eec\u4f7f\u7528 Fisher\u00a0Cieri et\u00a0al. \uff08<a href=\"https:\/\/arxiv.org\/html\/2409.15594v1#bib.bib7\">2004<\/a>\uff09\u00a0\u7684\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b 2000 \u5c0f\u65f6\u7684\u53e3\u8bed\u5bf9\u8bdd\uff0c\u5176\u4e2d\u5bf9\u8bdd\u4e2d\u6bcf\u4e2a\u8bf4\u8bdd\u8005\u7684\u8bed\u97f3\u90fd\u88ab\u5206\u6210\u72ec\u7acb\u7684\u97f3\u9891\u901a\u9053\u3002\u6211\u4eec\u5c06\u6570\u636e\u96c6\u5206\u522b\u4ee5 98\uff1a1\uff1a1 \u7684\u6bd4\u4f8b\u5206\u4e3a train\u3001val \u548c test split\u3002\u5bf9\u8bdd\u4e2d\u7684\u6bcf\u4e2a\u97f3\u9891\u58f0\u9053\u90fd\u5355\u72ec\u6807\u8bb0\u5316\uff0c\u5e76\u4ee5\u4e0a\u4e00\u9636\u6bb5\u4f7f\u7528\u7684\u5168\u53cc\u5de5\u5bf9\u8bdd\u683c\u5f0f\u4ea4\u9519\u3002\u5728\u6b64\u9636\u6bb5\uff0c\u9664\u4e86\u5b66\u4e60\u8bdd\u8bed\u4e2d\u7684\u8ba1\u65f6\u5916\uff0c\u8be5\u6a21\u578b\u8fd8\u5b66\u4e60\u6709\u6548\u7684\u8f6e\u6d41\u5bf9\u8bdd\u7ebf\u7d22\uff0c\u4f8b\u5982\u5728\u8f6e\u6d41\u548c\u53cd\u5411\u901a\u9053\u4e4b\u95f4\u51c6\u786e\u5206\u914d\u505c\u987f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u540c\u6b65 LLMs \u4f5c\u4e3a\u5168\u53cc\u5de5\u5bf9\u8bdd\u4ee3\u7406 https:\/\/syncllm.cs.washington.edu\/ \u5c3d\u7ba1 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/12\/03\/synchronous-llms-as-full-duplex-dialogue-agents\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Synchronous LLMs as Full-Duplex Dialogue Agents<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[21,40,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/22220"}],"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=22220"}],"version-history":[{"count":29,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/22220\/revisions"}],"predecessor-version":[{"id":22772,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/22220\/revisions\/22772"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=22220"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=22220"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=22220"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}