{"id":27921,"date":"2025-07-27T17:58:52","date_gmt":"2025-07-27T09:58:52","guid":{"rendered":"http:\/\/139.9.1.231\/?p=27921"},"modified":"2025-07-30T20:12:02","modified_gmt":"2025-07-30T12:12:02","slug":"seed-liveinterpret-2","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/07\/27\/seed-liveinterpret-2\/","title":{"rendered":"Seed LiveInterpret 2.0 \u7aef\u5230\u7aef\u540c\u58f0\u4f20\u8bd1\u5927\u6a21\u578b"},"content":{"rendered":"\n<ul><li><strong>\u6280\u672f\u62a5\u544a\uff1a<a rel=\"noreferrer noopener\" href=\"http:\/\/arxiv.org\/pdf\/2507.17527\" target=\"_blank\">http:\/\/arxiv.org\/pdf\/2507.17527<\/a><\/strong><\/li><li><strong>\u9879\u76ee\u4e3b\u9875\uff1a<a href=\"https:\/\/seed.bytedance.com\/seed_liveinterpret\">https:\/\/seed.bytedance.com\/seed_liveinterpret<\/a><\/strong><\/li><li><strong>\u7c7b\u4f3c\u7684\u7aef\u5230\u7aef\u5168\u53cc\u5de5\u540c\u58f0\u4f20\u8bd1\uff1a<\/strong><a href=\"https:\/\/arxiv.org\/abs\/2502.03382\" target=\"_blank\" rel=\"noreferrer noopener\">Hibiki<\/a><\/li><\/ul>\n\n\n\n<p class=\"has-dark-gray-color has-light-pink-background-color has-text-color has-background\">\uff01\uff01\uff01<strong>\u603b\u7ed3\uff1a\u5fc5\u987b<\/strong>\u8ba4\u8bc6\u5230<strong>\u6570\u636e\u5728\u6a21\u578b\u8bad\u7ec3\u7684\u91cd\u8981\u6027<\/strong>\u3002\u6a21\u578b\u7ecf\u8fc7\u6570\u5341\u4e07\u5c0f\u65f6\u8bed\u97f3\u6570\u636e\u7684\u8bad\u7ec3\uff0c<strong>\u6570\u636e\u8d28\u91cf\u4e2d\u7684\u4efb\u4f55\u7455\u75b5\u90fd\u53ef\u80fd\u5728\u6700\u7ec8\u6548\u679c\u4e2d\u88ab\u663e\u8457\u653e\u5927<\/strong>\uff0c\u8fd9\u4e9b\u6f5c\u5728\u95ee\u9898\u5305\u62ec\u53e3\u97f3\u5dee\u5f02\u3001\u51c6\u786e\u8bfb\u97f3\u3001\u65f6\u95f4\u6233\u7684\u51c6\u786e\u9884\u6d4b\uff0c\u4ee5\u53ca\u53e5\u5b50\u8854\u63a5\u7684\u6d41\u7545\u5ea6\u7b49\u5173\u952e\u8981\u7d20\u3002<strong>\u826f\u597d\u7684\u6027\u80fd\u6b63\u662f\u5efa\u7acb\u5728\u6d77\u91cf\u4f18\u8d28\u8bad\u7ec3\u6570\u636e\u4e4b\u4e0a\u3002<\/strong><\/p>\n\n\n\n\n\n<p><strong>Seed LiveInterpret 2.0 \u662f\u9996\u4e2a\u5ef6\u8fdf&amp;\u51c6\u786e\u7387\u63a5\u8fd1\u4eba\u7c7b\u6c34\u5e73\u7684\u4ea7\u54c1\u7ea7\u4e2d\u82f1\u8bed\u97f3\u540c\u4f20\u7cfb\u7edf\uff0c\u5728\u4e2d\u82f1\u540c\u4f20\u7ffb\u8bd1\u8d28\u91cf\u8fbe\u5230\u4e1a\u754c SOTA \u7684\u540c\u65f6\uff0c\u5b9e\u73b0\u4e86\u6781\u4f4e\u7684\u8bed\u97f3\u5ef6\u8fdf\u6c34\u5e73\u3002<\/strong><\/p>\n\n\n\n<p>\u5b83\u57fa\u4e8e\u5168\u53cc\u5de5\u7aef\u5230\u7aef\u8bed\u97f3\u751f\u6210\u7406\u89e3\u6846\u67b6\uff0c<strong>\u652f\u6301\u4e2d\u82f1\u4e92\u8bd1\uff0c\u53ef\u5b9e\u65f6\u5904\u7406\u591a\u4eba\u8bed\u97f3\u8f93\u5165<\/strong>\uff0c\u50cf\u4eba\u7c7b\u540c\u4f20\u8bd1\u5458\u4e00\u6837\u4ee5\u6781\u4f4e\u7684\u5ef6\u8fdf \u201c\u8fb9\u542c\u8fb9\u8bf4\u201d\uff0c<strong>\u4e00\u8fb9\u63a5\u6536\u6e90\u8bed\u8a00\u8bed\u97f3\u8f93\u5165\uff0c\u4e00\u8fb9\u76f4\u63a5\u8f93\u51fa\u76ee\u6807\u8bed\u8a00\u7684\u7ffb\u8bd1\u8bed\u97f3<\/strong>\u3002\u540c\u65f6\uff0cSeed LiveInterpret 2.0 \u8fd8\u652f\u6301 0 \u6837\u672c\u58f0\u97f3\u590d\u523b\uff0c\u8ba9\u6c9f\u901a\u66f4\u52a0\u6d41\u7545\u81ea\u7136\u3002<\/p>\n\n\n\n<ul><li><strong>\u63a5\u8fd1\u771f\u4eba\u540c\u4f20\u7684\u7ffb\u8bd1\u51c6\u786e\u7387<\/strong> \u7cbe\u51c6\u7684\u8bed\u97f3\u7406\u89e3\u80fd\u529b\u4fdd\u969c\u4e86\u7ffb\u8bd1\u51c6\u786e\u5ea6\uff0c\u5728\u591a\u4eba\u4f1a\u8bae\u7b49\u590d\u6742\u573a\u666f\u4e2d\u82f1\u53cc\u5411\u7ffb\u8bd1\u51c6\u786e\u7387\u8d85 70%\uff0c\u5355\u4eba\u6f14\u8bb2\u7ffb\u8bd1\u51c6\u786e\u7387\u8d85 80%\uff0c\u63a5\u8fd1\u771f\u4eba\u4e13\u4e1a\u540c\u4f20\u6c34\u5e73\u3002<\/li><li><strong>\u6781\u4f4e\u5ef6\u8fdf\u7684 \u201c\u8fb9\u542c\u8fb9\u8bf4\u201d \u80fd\u529b<\/strong> \u91c7\u7528<strong>\u5168\u53cc\u5de5\u8bed\u97f3\u7406\u89e3\u751f\u6210\u6846\u67b6<\/strong>\uff0c\u7ffb\u8bd1\u5ef6\u8fdf\u53ef\u4f4e\u81f3 2-3 \u79d2\uff0c\u8f83\u4f20\u7edf\u673a\u5668\u540c\u4f20\u7cfb\u7edf\u964d\u4f4e\u8d85 60%\uff0c\u5b9e\u73b0\u4e86\u771f\u6b63\u7684 \u201c\u8fb9\u542c\u8fb9\u8bf4\u201d \u7ffb\u8bd1\u3002<\/li><li><strong>\u96f6\u6837\u672c\u58f0\u97f3\u590d\u523b\uff0c\u97f3\u8272\u771f\u5b9e\u81ea\u7136<\/strong> \u53ea\u9700\u91c7\u6837\u5b9e\u65f6\u8bed\u97f3\u4fe1\u53f7\uff0c\u4fbf\u80fd\u63d0\u53d6\u58f0\u97f3\u7279\u5f81\uff0c\u7528\u8bf4\u8bdd\u4eba\u7684\u97f3\u8272\u7279\u8d28\u5b9e\u65f6 \u201c\u8bf4\u51fa\u201d \u5916\u8bed\uff0c\u63d0\u5347\u4ea4\u6d41\u7684\u6c89\u6d78\u611f\u548c\u4eb2\u548c\u529b\u3002<\/li><li><strong>\u667a\u80fd\u5e73\u8861\u7ffb\u8bd1\u8d28\u91cf\u3001\u5ef6\u8fdf\u548c\u8bed\u97f3\u8f93\u51fa\u8282\u594f<\/strong> \u53ef\u6839\u636e\u8bed\u97f3\u6e05\u6670\u5ea6\u3001\u6d41\u7545\u5ea6\u3001\u590d\u6742\u7a0b\u5ea6\uff0c\u8c03\u6574\u8f93\u51fa\u8282\u594f\uff0c\u5e76\u9002\u914d\u4e0d\u540c\u8bed\u8a00\u7279\u6027\u3002\u9762\u5bf9\u8d85\u957f\u4fe1\u606f\uff0c\u4f9d\u7136\u80fd\u4fdd\u8bc1\u4f20\u8bd1\u8bed\u97f3\u8282\u594f\u7684\u81ea\u7136\u6d41\u7545\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\/2025\/07\/image-83.png\" alt=\"\" class=\"wp-image-28004\" width=\"690\" height=\"334\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-83.png 880w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-83-300x146.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-83-768x373.png 768w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><figcaption>\u540c\u58f0\u4f20\u8bd1\u7cfb\u7edf\u8bc4\u4f30\uff1a\u5de6\u53f3\u4e24\u56fe\u6bd4\u8f83\u4e86\u4eba\u5de5\u8bc4\u4f30\u7684\u7ffb\u8bd1\u8d28\u91cf\u5206\u6570\u548c\u54cd\u5e94\u6548\u7387&nbsp;<sup>\u3002<\/sup>&nbsp;\u5bf9\u4e8e\u8bed\u97f3\u8f6c\u6587\u672c (S2T) \u548c\u8bed\u97f3\u8f6c\u8bed\u97f3 (S2S) \u6a21\u5f0f\uff0c\u54cd\u5e94\u6548\u7387\u662f\u76f8\u5bf9\u4e8e\u4eba\u5de5\u7ffb\u8bd1\u5ef6\u8fdf\u6765\u8861\u91cf\u7684\u3002\u4eba\u5de5\u8bc4\u4f30\u51c6\u786e\u5ea6\u53cd\u6620\u4e86\u7ffb\u8bd1\u8f93\u51fa\u5bf9\u8bf4\u8bdd\u8005\u539f\u59cb\u610f\u56fe\u7684\u5fe0\u5b9e\u7a0b\u5ea6<\/figcaption><\/figure>\n\n\n\n<h2>\u6846\u67b6\uff1a<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"400\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-84-1024x400.png\" alt=\"\" class=\"wp-image-28007\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-84-1024x400.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-84-300x117.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-84-768x300.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-84.png 1056w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u7cfb\u7edf\u4f1a\u514b\u9686\u6bcf\u4f4d\u8bf4\u8bdd\u8005\u7684\u58f0\u97f3\uff0c\u5e76\u4ee5\u76f8\u5e94\u7684\u8bed\u8c03\u5c06\u5176\u7ffb\u8bd1\u4e3a\u53e6\u4e00\u79cd\u8bed\u8a00<\/figcaption><\/figure>\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\/2025\/07\/image-85-1024x616.png\" alt=\"\" class=\"wp-image-28022\" width=\"690\" height=\"415\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-85-1024x616.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-85-300x181.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-85-768x462.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-85.png 1191w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><figcaption><strong>\u5168\u53cc\u5de5\u6d41\u5f0f\u7aef\u5230\u7aef\u6a21\u578b\u67b6\u6784\uff1a <a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2502.03382\" target=\"_blank\">Hibiki<\/a> <\/strong>\uff0c\u6a21\u578b\u67b6\u6784\u548c\u6570\u636e\u76f8\u5173\u53ef\u53c2\u8003\u8be5\u8bba\u6587<\/figcaption><\/figure>\n\n\n\n<p>\u63d0\u51fa\u4e00\u79cd\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u5230\u8bed\u97f3\u540c\u6b65\u7ffb\u8bd1\u6a21\u578b\uff0c\u5728\u4e00\u4e2a\u7edf\u4e00\u6846\u67b6\u5185\u65e0\u7f1d\u6574\u5408\u4e86\u540c\u6b65\u8bed\u97f3\u7ffb\u8bd1\u548c\u8bed\u97f3\u514b\u9686\u529f\u80fd\u3002<\/p>\n\n\n\n<ul><li><strong>\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3<\/strong>\uff1a\u4f7f\u7528 Seed LLM \u7cfb\u5217\u7684\u65b9\u6cd5\u5bf9\u521d\u59cb\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5efa\u7acb\u57fa\u7840\u7684\u6587\u672c\u751f\u6210\u4e0e\u7406\u89e3\u80fd\u529b\u3002<\/li><li><strong>\u591a\u6a21\u6001\u6269\u5c55<\/strong>\uff1a\u96c6\u6210\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u97f3\u9891\u7f16\u7801\u5668\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u63a5\u53d7\u6d41\u5f0f\u97f3\u9891\u8f93\u5165\uff0c\u6269\u5c55\u4e3a\u5177\u5907\u97f3\u9891\u5904\u7406\u80fd\u529b\u7684\u591a\u6a21\u6001 LLM\u3002<\/li><li><strong>\u591a\u4efb\u52a1\u6301\u7eed\u5b66\u4e60\u8bad\u7ec3<\/strong>\uff1a\u5728\u5927\u89c4\u6a21\u591a\u4efb\u52a1\u6570\u636e\u4e0a\u8fdb\u884c\u81ea\u56de\u5f52\u8bad\u7ec3\uff0c\u751f\u6210\u5305\u62ec\u6587\u672c token\uff08\u53ef\u9009\uff09\u548c\u97f3\u9891 token \u7684\u8f93\u51fa\uff0c\u5b9e\u73b0\u8bed\u97f3\u5408\u6210\u3002<\/li><li><strong>\u9ad8\u8d28\u91cf\u6570\u636e\u5fae\u8c03\uff1a<\/strong>\u4f7f\u7528\u4eba\u5de5\u6807\u6ce8\u7684\u9ad8\u8d28\u91cf\u6570\u636e\u8fdb\u884c\u5fae\u8c03\uff0c\u8fdb\u4e00\u6b65\u4f18\u5316\u6a21\u578b\u5728\u6307\u4ee4\u7406\u89e3\u3001\u591a\u8bf4\u8bdd\u4eba\u8bc6\u522b\u3001\u7ffb\u8bd1\u7b56\u7565\u5173\u952e\u80fd\u529b\u4e0a\u7684\u8868\u73b0\u3002<\/li><\/ul>\n\n\n\n<p>\u95ee\u9898\uff1a\u9762\u4e34<strong>\u4e25\u683c\u5ef6\u8fdf\u7ea6\u675f<\/strong>\u4e0b\u7684\u540c\u6b65\u7ffb\u8bd1\u4f18\u5316\u96be\u9898\uff0c\u9700\u8981\u5728<strong>\u7ffb\u8bd1\u8d28\u91cf<\/strong>\u4e0e<strong>\u65f6\u5e8f\u63a7\u5236<\/strong>\u4e4b\u95f4\u6743\u8861\u3002<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u601d\u8def\uff1a\u4f18\u5316\u4e24\u4e2a\u4e92\u8865\u76ee\u6807<\/strong><\/p>\n\n\n\n<ul><li><strong>\u7247\u6bb5\u5185\u4e00\u81f4\u6027<\/strong>\uff1a<strong>\u786e\u4fdd\u6bcf\u4e2a\u7ffb\u8bd1\u7247\u6bb5\u81ea\u8eab\u51c6\u786e\u3001\u6d41\u7545<\/strong><\/li><li><strong>\u7247\u6bb5\u95f4\u8fde\u8d2f\u6027<\/strong>\uff1a<strong>\u786e\u4fdd\u4e0d\u540c\u7ffb\u8bd1\u7247\u6bb5\u4e4b\u95f4\u903b\u8f91\u8854\u63a5\u81ea\u7136<\/strong><\/li><\/ul>\n\n\n\n<p><strong>\u5956\u52b1\u673a\u5236\u8bbe\u8ba1<\/strong>\uff1a<\/p>\n\n\n\n<ul><li><strong>\u591a\u7ef4\u5355\u8f6e\u5956\u52b1\uff08step-level\uff09<\/strong>\uff1a\u4e3a\u6bcf\u4e00\u6b65\u751f\u6210\u5373\u65f6\u53cd\u9988\uff0c\u8bc4\u4f30\u7ffb\u8bd1\u51c6\u786e\u6027\u4e0e\u65f6\u5e8f\u63a7\u5236\uff0c\u5b9e\u73b0\u7247\u6bb5\u5185\u90e8\u4e00\u81f4\u6027\u4f18\u5316<\/li><li><strong>\u7edf\u4e00\u591a\u8f6e\u5956\u52b1\uff08sequence-level\uff09<\/strong>\uff1a\u4ece\u5168\u5c40\u89d2\u5ea6\u8bc4\u4f30\u6574\u4e2a\u7ffb\u8bd1\u6bb5\u843d\u7684\u8fde\u8d2f\u6027\uff0c\u4f18\u5316\u8de8\u7247\u6bb5\u4e00\u81f4\u6027<\/li><\/ul>\n\n\n\n<p><strong>\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565<\/strong>\uff1a<\/p>\n\n\n\n<ul><li><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u5355\u8f6e\u5956\u52b1\u8bad\u7ec3<\/strong><ul><li>\u4ec5\u4f7f\u7528 step-level \u5956\u52b1\uff0c\u5b66\u4e60\u4eba\u7c7b\u7ffb\u8bd1\u7684\u5148\u9a8c\u77e5\u8bc6\uff0c\u786e\u4fdd\u8bad\u7ec3\u7a33\u5b9a<\/li><\/ul><\/li><li><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u8054\u5408\u4f18\u5316\u8bad\u7ec3<\/strong><ul><li>\u5f15\u5165 sequence-level \u5956\u52b1\uff0c\u4e0e step-level \u5956\u52b1\u8054\u5408\u4f18\u5316\uff0c\u5e73\u8861\u8fc7\u7a0b\u6307\u6807\uff08\u6bcf\u6b65\u8868\u73b0\uff09\u4e0e\u7ed3\u679c\u6307\u6807\uff08\u6574\u4f53\u8f93\u51fa\u8d28\u91cf\uff09<\/li><\/ul><\/li><\/ul>\n\n\n\n<p>\u4e3b\u8981\u8d21\u732e\u5305\u62ec\uff1a\u7edf\u4e00\u7684\u8bed\u97f3\u5230\u8bed\u97f3\u67b6\u6784\u3001\u8de8\u8bed\u8a00\u7684\u8bed\u97f3\u514b\u9686\u673a\u5236\uff0c\u4ee5\u53ca\u63a5\u8fd1\u4eba\u7c7b\u6c34\u5e73\u7684\u7ffb\u8bd1\u6027\u80fd\u3002<\/p>\n\n\n\n<h2>Training<\/h2>\n\n\n\n<h3>Continual Training and Supervised Fine-tuning<\/h3>\n\n\n\n<p>\u4e3a\u5b9e\u73b0\u6587\u672c\u4e0e\u8bed\u97f3\u4e4b\u95f4\u7684\u6709\u6548\u6a21\u6001\u5bf9\u9f50\uff0c\u5e76\u63d0\u5347\u8de8\u8bed\u8a00\u80fd\u529b\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u5168\u9762\u7684<strong>\u591a\u4efb\u52a1\u591a\u6a21\u6001\u6301\u7eed\u8bad\u7ec3\uff08CT\uff09\u7b56\u7565<\/strong>\u3002\u8be5\u7b56\u7565\u6709\u6548\u4fc3\u8fdb\u4e86\u8bed\u97f3\u4e0e\u6587\u672c\u6a21\u6001\u4e4b\u95f4\u7684\u5bf9\u9f50\uff0c\u5e76\u5f3a\u5316\u4e86\u6a21\u578b\u7684<strong>\u8de8\u6a21\u6001\u4e0e\u8de8\u8bed\u8a00\u6cdb\u5316\u80fd\u529b<\/strong>\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u63aa\u65bd\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol><li><strong>\u591a\u6a21\u6001\u591a\u4efb\u52a1\u8bad\u7ec3\u6570\u636e<\/strong><ul><li>CT \u6570\u636e\u96c6\u6db5\u76d6\u7ea6 <strong>1000 \u4ebf tokens<\/strong>\uff0c\u4efb\u52a1\u7c7b\u578b\u5305\u62ec\uff1a<ul><li><strong>\u8bed\u97f3\u8f6c\u6587\u672c\uff08Audio-to-Text Transcription\uff09<\/strong><\/li><li><strong>\u6587\u672c\u8f6c\u8bed\u97f3\uff08Text-to-Audio Synthesis\uff09<\/strong><\/li><li><strong>\u7eaf\u6587\u672c\u5904\u7406\uff08Text-Only Tasks\uff09<\/strong><\/li><\/ul><\/li><\/ul><\/li><li><strong>\u6570\u636e\u8d28\u91cf\u63a7\u5236<\/strong><ul><li>\u4e3a\u63d0\u5347\u8bad\u7ec3\u6548\u7387\u5e76\u786e\u4fdd\u6570\u636e\u8d28\u91cf\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u57fa\u4e8e<strong>\u8bed\u97f3\u8d28\u91cf\u6307\u6807<\/strong>\u7684\u4e25\u683c\u8fc7\u6ee4\u6d41\u7a0b\uff0c\u5bf9\u8bed\u97f3\u6570\u636e\u8fdb\u884c\u7b5b\u9009\u3002<\/li><\/ul><\/li><\/ol>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u6301\u7eed\u8bad\u7ec3\u4e4b\u540e\uff0c<strong>\u6211\u4eec\u5728\u9ad8\u8d28\u91cf\u7684\u4eba\u7c7b\u6807\u6ce8\u6570\u636e\u4e0a\u8fdb\u884c\u6709\u76d1\u7763\u5fae\u8c03\uff0c\u4ee5\u6fc0\u6d3b\u540c\u6b65\u8bed\u97f3\u4f20\u8bd1\u6240\u9700\u7684\u5173\u952e\u80fd\u529b\u3002\u8be5\u8fc7\u7a0b\u4f7f\u6a21\u578b\u80fd\u591f\u5efa\u7acb\u4ee5\u4e0b\u6570\u636e\u9a71\u52a8\u80fd\u529b\uff1a<\/strong><\/p>\n\n\n\n<ol><li><strong>\u8bfb-\u5199\u7b56\u7565\uff08read-write policy\uff09<\/strong><\/li><li><strong>\u591a\u8bf4\u8bdd\u4eba\u533a\u5206\u80fd\u529b<\/strong><\/li><li><strong>\u8bed\u97f3\u7ffb\u8bd1\u80fd\u529b<\/strong><\/li><li><strong>\u58f0\u97f3\u514b\u9686\u80fd\u529b<\/strong><\/li><\/ol>\n\n\n\n<p><strong>\u6709\u76d1\u7763\u5fae\u8c03\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u4ee5\u53ca\u5728\u6838\u5fc3\u4f20\u8bd1\u4efb\u52a1\u4e0a\u7684\u6574\u4f53\u8868\u73b0\u3002\u7ecf\u8fc7\u5fae\u8c03\u540e\u7684\u6a21\u578b\u4e3a\u540e\u7eed\u7684\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u63d0\u4f9b\u4e86\u5f3a\u5927\u57fa\u7840<\/strong>\uff0c\u4f7f\u5f97\u540e\u7eed\u4f18\u5316\u66f4\u5177<strong>\u9488\u5bf9\u6027<\/strong>\u548c<strong>\u6709\u6548\u6027<\/strong>\u3002<\/p>\n\n\n\n<h3>Reinforcement Learning<\/h3>\n\n\n\n<p>\u73b0\u4ee3\u540c\u58f0\u4f20\u8bd1\u7cfb\u7edf\u91c7\u7528\u53cc\u5de5\u5904\u7406\uff0c\u5c06\u8f93\u5165\u6d41\u5206\u5272\u6210\u8fde\u7eed\u7684\u97f3\u9891\u5757\u3002\u5f62\u5f0f\u4e0a\uff0c\u6211\u4eec\u5c06\u8f93\u5165\u8f93\u51fa\u5e8f\u5217\u8868\u793a\u4e3a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-86.png\" alt=\"\" class=\"wp-image-28031\" width=\"417\" height=\"33\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-86.png 575w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-86-300x24.png 300w\" sizes=\"(max-width: 417px) 100vw, 417px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u6bcf\u4e2a\u97f3\u9891\u7247\u6bb5\uff08audio\u209c\uff09\u5bf9\u5e94\u4e00\u4e2a\u589e\u91cf\u7ffb\u8bd1 y\u209c<\/strong>\u3002\u6211\u4eec\u5c06\uff08audio\u209c, y\u209c\uff09\u8868\u793a\u4e3a\u5e8f\u5217\u4e2d\u7684\u7b2c t \u4e2a\u7247\u6bb5\uff0c\u5e76\u5c06 audio :=\uff08audio\u2081, audio\u2082, \u2026, audio\u209c\uff09\u8868\u793a\u4e3a\u4ece 1 \u5230 T \u7684\u805a\u5408\u97f3\u9891\u3002\u5728\u6bcf\u4e2a t \u7247\u6bb5\u4e2d\uff0c\u6211\u4eec\u6709 y\u209c :=\uff08y\u209c\u2081, y\u209c\u2082, \u2026, y\u209c\u2099, \u2026, y\u209c\u2099\uff09\uff0c\u5176\u4e2d N \u662f\u8f93\u51fa\u7684\u957f\u5ea6\u3002\u8be5\u6a21\u578b\u5229\u7528\u5f53\u524d\u97f3\u9891\u7247\u6bb5\uff08audio\u209c\uff09\u548c\u4e4b\u524d\u7684\u4e0a\u4e0b\u6587 x&lt;t\uff0c\u901a\u8fc7\u7b56\u7565\u751f\u6210\u7ffb\u8bd1 y\u209c\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-87.png\" alt=\"\" class=\"wp-image-28038\" width=\"243\" height=\"41\"\/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d&nbsp;\u03c0\u03b8&nbsp;\u662f\u5177\u6709\u53c2\u6570&nbsp;\u03b8&nbsp;\u7684\u7b56\u7565 \u51b3\u5b9a\u7ffb\u8bd1\u7b56\u7565\u3002\u5b8c\u6574\u7684\u8f68\u8ff9\u6982\u7387\u5b9a\u4e49\u4e3a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-88.png\" alt=\"\" class=\"wp-image-28041\" width=\"572\" height=\"57\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-88.png 703w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-88-300x30.png 300w\" sizes=\"(max-width: 572px) 100vw, 572px\" \/><\/figure><\/div>\n\n\n\n<p>\u6211\u4eec\u5c06&nbsp;<strong><em>r<sub>t<\/sub><sup>n<\/sup><\/em><\/strong>&nbsp;\u8868\u793a\u4e3a&nbsp;t&nbsp;\u4e2a\u5757\u4e2d\u7b2c&nbsp;n&nbsp;\u4e2a token \u7684\u5956\u52b1\u3002\u5f3a\u5316\u5b66\u4e60\u7684\u76ee\u6807\u662f\u6700\u5927\u5316\u6bcf\u6761\u8f68\u8ff9\u4e0a\u7684\u7d2f\u79ef\u5956\u52b1\uff0c\u5373\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-89.png\" alt=\"\" class=\"wp-image-28046\" width=\"410\" height=\"74\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-89.png 563w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-89-300x54.png 300w\" sizes=\"(max-width: 410px) 100vw, 410px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d&nbsp;\ud835\udc9f&nbsp;\u662f\u8bad\u7ec3\u6570\u636e\u96c6\u3002\u4ee5\u4e0b\u90e8\u5206\u8be6\u7ec6\u8bf4\u660e\u4e86 <strong><em>r<sub>t<\/sub><sup>n<\/sup><\/em><\/strong> &nbsp;\u7684\u8bbe\u8ba1\u65b9\u5f0f\u3002<\/p>\n\n\n\n<h4>&nbsp;\u5956\u52b1\u8bbe\u8ba1\uff1a\u5e73\u8861\u5355\u8f6e\u53cd\u9988\u548c\u591a\u8f6e\u53cd\u9988<\/h4>\n\n\n\n<ul><li>\u5355\u8f6e\u5956\u52b1\uff08Single-turn rewards\uff09\uff1a\u5728\u6bcf\u4e2a\u51b3\u7b56\u70b9\u63d0\u4f9b\u5373\u65f6\u53cd\u9988\uff0c\u7528\u4e8e\u8bc4\u4f30\u4e2d\u95f4\u7684\u63a8\u7406\u6216\u751f\u6210\u6b65\u9aa4\u3002<\/li><li>\u591a\u8f6e\u5956\u52b1\uff08Multi-turn rewards\uff09\uff1a\u8bc4\u4f30\u6574\u4e2a\u8f93\u51fa\u5e8f\u5217\u7684\u8d28\u91cf\uff0c\u53cd\u6620\u591a\u4e2a\u51b3\u7b56\u6b65\u9aa4\u7684\u957f\u671f\u3001\u7d2f\u79ef\u6548\u679c\u3002<\/li><\/ul>\n\n\n\n<p>\u540c\u6b65\u7ffb\u8bd1\u7cfb\u7edf\u5c24\u5176\u5177\u6709\u72ec\u7279\u6311\u6218\uff0c\u56e0\u6b64\u9700\u8981\u7cbe\u7ec6\u5316\u7684\u5956\u52b1\u8bbe\u8ba1\u3002\u8be5\u4efb\u52a1\u9700\u540c\u65f6\u4f18\u5316\u4e24\u4e2a\u4e92\u8865\u76ee\u6807\uff1a<\/p>\n\n\n\n<p>\u7247\u6bb5\u5185\u4e00\u81f4\u6027\uff08Intra-segment consistency\uff09\uff1a\u8981\u6c42\u6a21\u578b\u5728\u9010\u6b65\u8f93\u51fa\u65f6\u4fdd\u6301\u8bed\u4e49\u4e0e\u65f6\u95f4\u4e0a\u7684\u51c6\u786e\u6027\u548c\u5b8c\u6574\u6027\uff0c\u9002\u5408\u91c7\u7528<strong>\u5355\u8f6e\u5956\u52b1\uff08single-turn reward\uff09<\/strong>\u8fdb\u884c\u5373\u65f6\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p><strong>\u7247\u6bb5\u95f4\u8fde\u8d2f\u6027\uff08Inter-segment coherence\uff09<\/strong>\uff1a\u786e\u4fdd\u6574\u4e2a\u7ffb\u8bd1\u5e8f\u5217\u5728\u8bed\u4e49\u548c\u65f6\u95f4\u4e0a\u7684\u8fde\u7eed\u6027\u4e0e\u4e00\u81f4\u6027\uff0c\u9002\u5408\u91c7\u7528<strong>\u591a\u8f6e\u5956\u52b1\uff08multi-turn reward\uff09<\/strong>\uff0c\u4ece\u5168\u5c40\u89d2\u5ea6\u8bc4\u4f30\u7d2f\u79ef\u7684\u5e8f\u5217\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u8003\u91cf\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u6846\u67b6\uff0c\u5c06<strong>\u591a\u7ef4\u5355\u8f6e\u5956\u52b1<\/strong>\u4e0e<strong>\u7edf\u4e00\u591a\u8f6e\u5956\u52b1<\/strong>\u76f8\u7ed3\u5408\u3002<\/p>\n\n\n\n<p><strong>Single-turn Reward<\/strong>\uff1a\u65b9\u6cd5\u5229\u7528\u4e86\u6bcf\u4e2a\u589e\u91cf\u6b65\u9aa4\u7684\u7ec6\u7c92\u5ea6\u53cd\u9988\uff0c\u6211\u4eec\u901a\u8fc7\u5b9e\u8bc1\u7814\u7a76\u53d1\u73b0\uff0c\u8fd9\u4e9b\u53cd\u9988\u4e0e\u4eba\u7c7b\u7684\u8bc4\u4f30\u6307\u6807\u9ad8\u5ea6\u76f8\u5173\u3002<\/p>\n\n\n\n<p>\u7ed9\u5b9a\u4e00\u4e2a\u97f3\u9891\u5e8f\u5217&nbsp;<em>{audio<sub>t<\/sub>}<sub>1<\/sub><sup>T<\/sup><\/em>&nbsp;\u548c\u76f8\u5e94\u7684\u771f\u5b9e\u503c&nbsp;<em>{yt<sup>\u2217<\/sup>}<sub>1<\/sub><sup>T<\/sup><\/em>&nbsp;\uff0c\u6cbf\u7740\u4e94\u4e2a\u6d3e\u751f\u7ef4\u5ea6\u5b9a\u4e49\u6bb5\u5185\u5956\u52b1\uff1a<\/p>\n\n\n\n<p><strong>\u68c0\u6d4b\u51c6\u786e\u6027\u5956\u52b1\uff08r<em><sup>l<\/sup><\/em>\u200b\uff09<\/strong>\uff1a\u8be5\u5956\u52b1\u65e8\u5728\u9f13\u52b1\u6a21\u578b\u5728\u7ffb\u8bd1\u524d\u8fdb\u884c\u5145\u5206\u201c\u503e\u542c\u201d\uff0c\u907f\u514d\u8fc7\u65e9\u8f93\u51fa\uff0c\u4ece\u800c\u63d0\u5347\u8bed\u4e49\u5355\u5143\u5b8c\u6574\u6027\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-90.png\" alt=\"\" class=\"wp-image-28059\" width=\"311\" height=\"31\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-90.png 311w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-90-300x30.png 300w\" sizes=\"(max-width: 311px) 100vw, 311px\" \/><\/figure><\/div>\n\n\n\n<p>I(\u22c5) \u4e3a\u6307\u793a\u51fd\u6570\uff0c\u6761\u4ef6\u6210\u7acb\u65f6\u53d6\u503c\u4e3a 1\uff0c\u5426\u5219\u4e3a 0\uff1b\u2223yt\u200b\u2223 \u8868\u793a\u6a21\u578b\u5728\u7b2c t \u6b65\u751f\u6210\u7684 token \u6570\u91cf\uff1b\u2223yt\u2217\u200b\u2223 \u8868\u793a\u53c2\u8003\u7ffb\u8bd1\u5728\u7b2c t \u6b65\u5e94\u751f\u6210\u7684 token \u6570\u91cf\u3002<strong>\u5f53\u6a21\u578b\u548c\u53c2\u8003\u7ffb\u8bd1\u5728\u5f53\u524d\u6b65\u90fd\u6ca1\u6709\u8f93\u51fa\uff08token \u6570\u4e3a 0\uff09\u65f6\uff0c\u5956\u52b1\u4e3a 1\uff0c\u5426\u5219\u4e3a 0<\/strong>\u3002<strong>\u8be5\u8bbe\u8ba1\u9f13\u52b1\u6a21\u578b\u5728\u8bed\u4e49\u4fe1\u606f\u5c1a\u4e0d\u5b8c\u6574\u65f6\u4fdd\u6301\u201c\u9759\u9ed8\u201d\uff0c<\/strong>\u4ece\u800c\u63d0\u5347\u7ffb\u8bd1\u7684\u5ef6\u8fdf-\u51c6\u786e\u6027\u6743\u8861\u8868\u73b0\u3002<\/p>\n\n\n\n<p><strong>\u7ffb\u8bd1\u4e3b\u52a8\u5956\u52b1 (&nbsp;<em>r<sup>s<\/sup>&nbsp;<\/em>)<\/strong>\uff1a\u901a\u8fc7\u5956\u52b1\u5c3d\u5feb\u751f\u6210\u5df2\u786e\u8ba4\u7684\u8bed\u4e49\u5355\u5143\u6765\u9f13\u52b1\u8bed\u97f3\u7ffb\u8bd1\uff1a\u9f13\u52b1\u6a21\u578b\u5728\u8bed\u4e49\u5355\u5143\u4e00\u65e6\u53ef\u7528\u65f6\u7acb\u5373\u7ffb\u8bd1<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-91.png\" alt=\"\" class=\"wp-image-28069\" width=\"193\" height=\"28\"\/><\/figure><\/div>\n\n\n\n<p><strong>\u7ffb\u8bd1\u8d28\u91cf\u5956\u52b1\uff08<em>r<sup>q<\/sup><\/em>\uff09<\/strong>\uff1a\u8861\u91cf\u5f53\u524d\u6b65\u751f\u6210\u5185\u5bb9\u4e0e\u53c2\u8003\u7ffb\u8bd1\u7684\u76f8\u4f3c\u5ea6\uff08\u53ef\u901a\u8fc7 BLEU\u3001BERTScore \u7b49\uff09\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-92.png\" alt=\"\" class=\"wp-image-28075\" width=\"174\" height=\"33\"\/><\/figure><\/div>\n\n\n\n<p><strong>\u65f6\u5e8f\u5339\u914d\u5956\u52b1\uff08r<em><sup>c<\/sup><\/em>\u200b\uff09<\/strong>\uff1a\u9f13\u52b1\u6a21\u578b\u751f\u6210\u7684\u8bed\u97f3\u65f6\u957f\u4e0e\u53c2\u8003\u65f6\u957f\u4e00\u81f4\uff0c\u60e9\u7f5a\u8fc7\u957f\u6216\u8fc7\u77ed\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-93.png\" alt=\"\" class=\"wp-image-28079\" width=\"423\" height=\"54\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-93.png 562w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-93-300x38.png 300w\" sizes=\"(max-width: 423px) 100vw, 423px\" \/><\/figure><\/div>\n\n\n\n<p>\u683c\u5f0f\u4e00\u81f4\u6027\u5956\u52b1\uff08<em>r<sup>f<\/sup>\u200b<\/em>\uff09\uff1a\u4fdd\u8bc1\u8f93\u51fa\u7ed3\u6784\u6b63\u786e\uff0c\u5982\u6807\u70b9\u3001\u683c\u5f0f\u7b26\u53f7\u7b49\u7b26\u5408\u9884\u8bbe\u6b63\u5219\u8868\u8fbe\u5f0f\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-94.png\" alt=\"\" class=\"wp-image-28082\" width=\"197\" height=\"34\"\/><\/figure><\/div>\n\n\n\n<p><strong>\u6700\u7ec8\u5355\u8f6e\u5956\u52b1\u5b9a\u4e49\u5982\u4e0b\uff1a<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-95.png\" alt=\"\" class=\"wp-image-28084\" width=\"344\" height=\"98\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-95.png 431w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-95-300x86.png 300w\" sizes=\"(max-width: 344px) 100vw, 344px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u591a\u8f6e\u5956\u52b1<\/strong>\uff1a\u5355\u8f6e\u5956\u52b1\u673a\u5236\u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684\u3001\u9010\u6b65\u7684\u53cd\u9988\uff0c\u80fd\u591f\u5728\u6bcf\u4e00\u6b65\u7684\u9012\u589e\u4e2d\u5e73\u8861\u5ef6\u8fdf\u548c\u7ffb\u8bd1\u8d28\u91cf\uff0c\u4f46\u5b83\u672a\u80fd\u5b8c\u5168\u6355\u6349\u540c\u58f0\u4f20\u8bd1\u4e2d\u56fa\u6709\u7684\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u548c\u7d2f\u79ef\u6548\u5e94\u3002\u5c24\u5176\u662f\uff0c\u5f53\u751f\u6210\u7684\u76ee\u6807\u97f3\u9891\u9010\u6e10\u843d\u540e\u4e8e\u6e90\u97f3\u9891\u65f6\uff0c\u4f1a\u5bfc\u81f4\u7834\u574f\u6027\u5ef6\u8fdf\uff0c\u4ece\u800c\u964d\u4f4e\u7528\u6237\u4f53\u9a8c\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u5168\u5c40\u5e8f\u5217\u7ea7\u7684\u52a8\u6001\u95ee\u9898\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u4e92\u8865\u7684\u591a\u8f6e\u5956\u52b1\u673a\u5236\uff0c\u53ef\u4ee5\u6574\u4f53\u8bc4\u4f30\u6574\u4e2a\u8f93\u51fa\u5e8f\u5217\u3002<\/p>\n\n\n\n<p>\u5ef6\u8fdf\u60e9\u7f5a\uff08r<em>L\u200b<\/em>\uff09\uff1a\u60e9\u7f5a\u7ffb\u8bd1\u6ede\u540e\uff0c\u9f13\u52b1\u66f4\u53ca\u65f6\u7684\u8f93\u51fa\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-96.png\" alt=\"\" class=\"wp-image-28092\" width=\"228\" height=\"52\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-96.png 337w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-96-300x69.png 300w\" sizes=\"(max-width: 228px) 100vw, 228px\" \/><\/figure><\/div>\n\n\n\n<ul><li>l\uff1a\u53ef\u63a5\u53d7\u7684\u6700\u5927\u7b49\u5f85\u9608\u503c<\/li><li>K\uff1a\u7ffb\u8bd1\u7247\u6bb5\u6570<\/li><li>dk\u200b\uff1a\u7b2c k \u4e2a\u7ffb\u8bd1\u7247\u6bb5\u524d\u7b49\u5f85\u7684\u7247\u6bb5\u6570\u91cf<\/li><\/ul>\n\n\n\n<p>\u5e8f\u5217\u7ea7\u7ffb\u8bd1\u8d28\u91cf\u5956\u52b1\uff08r<em>Q<\/em>\u200b\uff09\uff1a\u8861\u91cf\u6574\u4e2a\u7ffb\u8bd1\u5e8f\u5217\u4e0e\u53c2\u8003\u7684\u5339\u914d\u5ea6\uff08\u4f8b\u5982\u901a\u8fc7\u5168\u5c40\u5bf9\u9f50\u7b97\u6cd5\uff09\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-97.png\" alt=\"\" class=\"wp-image-28098\" width=\"246\" height=\"36\"\/><\/figure><\/div>\n\n\n\n<p>\u591a\u8f6e\u5956\u52b1\u5b9a\u4e49\u4e3a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-98.png\" alt=\"\" class=\"wp-image-28100\" width=\"202\" height=\"42\"\/><\/figure><\/div>\n\n\n\n<p><strong>\u6700\u7ec8\u5956\u52b1\u878d\u5408\u4e0e\u6b63\u5219\u9879<\/strong><\/p>\n\n\n\n<ul><li>\u6bcf\u4e2a\u5b50\u5956\u52b1\u5728 batch \u4e2d\u8fdb\u884c\u6807\u51c6\u5316\uff08\u5747\u503c\u4e3a 0\uff0c\u65b9\u5dee\u4e3a 1\uff09\uff0c\u63d0\u9ad8\u6570\u503c\u53ef\u6bd4\u6027\u3002<\/li><li>\u603b\u5956\u52b1\u4e3a\u6807\u51c6\u5316\u540e\u7684\u5355\u8f6e\u4e0e\u591a\u8f6e\u5956\u52b1\u4e4b\u548c\uff0c\u878d\u5408\u4e86<strong>\u5c40\u90e8\u7ec6\u7c92\u5ea6\u6307\u5bfc<\/strong>\u4e0e<strong>\u5168\u5c40\u4e00\u81f4\u6027\u76ee\u6807<\/strong>\u3002<\/li><li>\u5f15\u5165 KL \u6563\u5ea6\u6b63\u5219\u9879\uff1a<\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-99.png\" alt=\"\" class=\"wp-image-28102\" width=\"131\" height=\"37\"\/><\/figure><\/div>\n\n\n\n<p>\u7528\u4e8e\u9f13\u52b1\u5f53\u524d\u7b56\u7565 \u03c0\u03b8\u200b \u5411\u53c2\u8003\u7b56\u7565\u9760\u62e2\uff0c\u63d0\u5347\u8bad\u7ec3\u7a33\u5b9a\u6027\u4e0e\u53ef\u63a7\u6027\u3002<\/p>\n\n\n\n<p><strong>\u7a33\u5b9a\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3<\/strong>\uff1a\u901a\u8fc7\u8fd1\u7aef\u7b56\u7565\u4f18\u5316 (PPO)\u6765\u4f18\u5316\u5b9a\u4e49\u7684\u76ee\u6807\uff0c\u8be5\u7b97\u6cd5\u901a\u8fc7\u4fee\u526a\u7684\u76ee\u6807\u51fd\u6570\u5b9e\u73b0\u7a33\u5b9a\u9ad8\u6548\u7684\u7b56\u7565\u66f4\u65b0\u3002\u8bad\u7ec3\u76ee\u6807\u516c\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"842\" height=\"93\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-100.png\" alt=\"\" class=\"wp-image-28106\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-100.png 842w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-100-300x33.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-100-768x85.png 768w\" sizes=\"(max-width: 842px) 100vw, 842px\" \/><\/figure>\n\n\n\n<p>&nbsp;audio=<em>{audio<sub>t<\/sub>}<sub>1<\/sub><sup>T<\/sup><\/em>&nbsp;\u8868\u793a\u8f93\u5165\u7684\u97f3\u9891\u5e8f\u5217\uff0c<em>&nbsp;y={y<sub>t<\/sub>}<sub>1<\/sub><sup>T<\/sup>&nbsp;<\/em>\u8868\u793a\u4ece\u65e7\u7b56\u7565&nbsp;\u03c0\u03b8o\u2062l\u2062d&nbsp;\u91c7\u6837\u7684\u7ffb\u8bd1\u54cd\u5e94\u3002\u4f18\u52bf\u4f30\u8ba1&nbsp;<em>A<sub>t<\/sub><sup>n<\/sup><\/em>&nbsp;\u4f7f\u7528\u5e7f\u4e49\u4f18\u52bf\u4f30\u8ba1 (GAE)\u8ba1\u7b97\u3002\u7531\u4e8e\u8fd9\u4e9b\u5956\u52b1\u4e4b\u95f4\u7d27\u5bc6\u8026\u5408\u4e14\u5dee\u5f02\u5316\uff0c\u8c03\u6574\u5b83\u4eec\u5404\u81ea\u7684\u6743\u91cd\u9887\u5177\u6311\u6218\u6027\uff0c\u800c\u4e14\u901a\u5e38\u6548\u679c\u4e0d\u4f73\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u5e76\u7a33\u5b9a\u8bad\u7ec3\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u4e24\u79cd\u4e3b\u8981\u7b56\u7565\uff1a\u81ea\u9002\u5e94 KL \u60e9\u7f5a&nbsp;\u548c\u4e24\u9636\u6bb5\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u65b9\u6848\u3002<\/p>\n\n\n\n<p>&nbsp;<strong>Adaptive KL<\/strong>\uff1a<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u5305\u542b\u97f3\u9891\u548c\u6587\u672c token \u7684\u5e8f\u5217\uff0c\u7531\u4e8e\u5176\u957f\u5ea6\u8f83\u957f\uff0c\u63a7\u5236 KL \u6563\u5ea6\u4f1a\u66f4\u52a0\u56f0\u96be\uff0c\u8fd9\u81ea\u7136\u4f1a\u5bfc\u81f4\u66f4\u9ad8\u7684\u7d2f\u79ef KL \u6563\u5ea6\u3002\u56e0\u6b64\uff0cKL \u60e9\u7f5a\u7cfb\u6570&nbsp;\u03b2&nbsp;\u5fc5\u987b\u8bbe\u7f6e\u4e3a\u9ad8\u4e8e\u4f20\u7edf RLHF \u7684\u8bbe\u7f6e\u3002<\/p>\n\n\n\n<p>\u91c7\u7528\u5bf9\u6570\u7a7a\u95f4\u4e2d\u7684\u6bd4\u4f8b\u63a7\u5236\u5668\u6765\u81ea\u9002\u5e94\u5730\u8c03\u6574&nbsp;\u03b2&nbsp;\uff0c\u4ee5\u786e\u4fdd KL \u6563\u5ea6\u59cb\u7ec8\u63a5\u8fd1\u9884\u5b9a\u76ee\u6807\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-101.png\" alt=\"\" class=\"wp-image-28115\" width=\"438\" height=\"54\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-101.png 582w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-101-300x37.png 300w\" sizes=\"(max-width: 438px) 100vw, 438px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u4e24\u9636\u6bb5\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u65b9\u6848<\/strong>\uff1a\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u901a\u8fc7\u4ec5\u4f18\u5316\u591a\u7ef4\u5355\u8f6e\u5956\u52b1\u6765\u9884\u70ed\u6a21\u578b\uff0c\u4f7f\u5176\u5185\u5316\u4eba\u7c7b\u5148\u9a8c\u77e5\u8bc6\u5e76\u5b9e\u73b0\u7a33\u5b9a\u7684\u5b66\u4e60\u52a8\u6001\u3002\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u4f7f\u7528\u7ed3\u5408\u8fc7\u7a0b\u548c\u7ed3\u679c\u6210\u5206\u7684\u591a\u8f6e\u5956\u52b1\u5bf9\u6a21\u578b\u8fdb\u884c\u8fdb\u4e00\u6b65\u8bad\u7ec3\uff0c\u4f7f\u5176\u80fd\u591f\u6709\u6548\u5730\u4f18\u5316\u548c\u5e73\u8861\u5ef6\u8fdf\u4e0e\u7ffb\u8bd1\u8d28\u91cf\u3002\u3001<\/p>\n\n\n\n<h2>Experiments<\/h2>\n\n\n\n<p>&nbsp;<strong>\u8bc4\u4f30\u6307\u6807\uff1a<\/strong><\/p>\n\n\n\n<p>\u5bf9\u4e8e\u6587\u672c\u7ffb\u8bd1\u8d28\u91cf\u8bc4\u4f30\uff0c\u6211\u4eec\u4e3b\u8981\u4f9d\u8d56\u4e8e\u4eba\u5de5\u8bc4\u4f30\u6307\u6807\u2014\u2014\u6709\u6548\u4fe1\u606f\u6bd4\u4f8b (VIP)\uff0c\u8be5\u6307\u6807\u8861\u91cf\u7ffb\u8bd1\u8f93\u51fa\u5bf9\u6bcf\u4e2a\u8bed\u4e49\u7247\u6bb5\u4f20\u8fbe\u8bf4\u8bdd\u8005\u539f\u59cb\u610f\u56fe\u7684\u51c6\u786e\u7a0b\u5ea6\uff0c\u4e0e\u4eba\u5de5\u7ffb\u8bd1\u7684\u5224\u65ad\u9ad8\u5ea6\u4e00\u81f4\u3002<\/p>\n\n\n\n<p>\u5728\u8bed\u97f3\u5230\u8bed\u97f3\u8bc4\u4f30\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u201c\u8bed\u97f3\u6709\u6548\u4fe1\u606f\u6bd4\u4f8b\u201d\uff08SVIP\uff09\u4f5c\u4e3a\u4e00\u79cd\u5168\u9762\u7684\u4eba\u7c7b\u8bc4\u4f30\u6307\u6807\u3002\u8be5\u6307\u6807\u5efa\u7acb\u5728\u5df2\u6709\u7684\u201c\u6709\u6548\u4fe1\u606f\u6bd4\u4f8b\u201d\uff08VIP\uff09\u6846\u67b6[6]\u4e4b\u4e0a\uff0c\u7528\u4e8e\u8861\u91cf\u5b8c\u6574\u8bed\u97f3\u4f1a\u8bdd\u4e2d\u6709\u6548\u8bed\u4e49\u7247\u6bb5\u6240\u5360\u7684\u6bd4\u4f8b\u3002<\/p>\n\n\n\n<p>\u5f53\u4e00\u4e2a\u8bed\u97f3\u8bed\u4e49\u7247\u6bb5\u80fd\u591f\u6709\u6548\u4f20\u8fbe\u6e90\u8bed\u97f3\u7684\u6838\u5fc3\u4fe1\u606f\u3001\u51c6\u786e\u8868\u8fbe\u8bf4\u8bdd\u8005\u7684\u539f\u59cb\u610f\u56fe\u3001\u5728\u53ef\u63a5\u53d7\u7684\u5ef6\u8fdf\u8303\u56f4\u5185\u5b8c\u6210\u4f20\u9012\u3001\u4fdd\u6301\u9002\u5408\u542c\u4f17\u7406\u89e3\u7684\u8bed\u901f\uff0c\u5e76\u8fbe\u5230\u6e05\u6670\u548c\u6613\u61c2\u7684\u58f0\u97f3\u8d28\u91cf\u6807\u51c6\u65f6\uff0c\u5373\u88ab\u89c6\u4e3a\u6709\u6548\u3002<\/p>\n\n\n\n<p>\u5728\u5ef6\u8fdf\u8bc4\u4f30\u65b9\u9762\uff0c\u6211\u4eec\u91c7\u7528\u201c\u9996\u5b57\u6bcd\u51fa\u73b0\u5ef6\u8fdf\u201d\uff08FLAL\uff09\u6307\u6807\u6765\u8861\u91cf\u7cfb\u7edf\u5728\u6bb5\u843d\u7ea7\u522b\u8f93\u51fa\u7b2c\u4e00\u4e2a\u786e\u5b9a\u7ffb\u8bd1\u6240\u9700\u7684\u65f6\u95f4\u3002\u5728\u53e5\u5b50\u7ea7\u522b\uff0c\u6211\u4eec\u4f7f\u7528\u5e7f\u6cdb\u5e94\u7528\u7684\u201c\u5e73\u5747\u5ef6\u8fdf\u201d\uff08AL\uff09\u548c\u201c\u957f\u5ea6\u81ea\u9002\u5e94\u5e73\u5747\u5ef6\u8fdf\u201d\uff08LAAL\uff09\u6307\u6807\uff0c\u4ee5\u6bd4\u8f83\u4e0d\u540c\u65b9\u6cd5\u4e4b\u95f4\u7684\u5ef6\u8fdf\u8868\u73b0\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u5ef6\u8fdf\u8868\u73b0\u4e0a\uff0cSeed LiveInterpret 2.0 \u5728\u8bed\u97f3\u5230\u6587\u672c\u573a\u666f\u4e2d\uff0c<strong>\u8f93\u51fa\u9996\u5b57\u5e73\u5747\u5ef6\u8fdf\u4ec5 2.21 \u79d2\uff0c\u5728\u8bed\u97f3\u5230\u8bed\u97f3\u573a\u666f\u4e2d\uff0c\u8f93\u51fa\u5ef6\u65f6\u4ec5 2.53 \u79d2\uff0c\u505a\u5230\u4e86\u5bf9\u7ffb\u8bd1\u8d28\u91cf\u4ee5\u53ca\u65f6\u5ef6\u7684\u5747\u8861\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"942\" height=\"956\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-102.png\" alt=\"\" class=\"wp-image-28133\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-102.png 942w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-102-296x300.png 296w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-102-768x779.png 768w\" sizes=\"(max-width: 942px) 100vw, 942px\" \/><\/figure>\n\n\n\n<p>\u9488\u5bf9 Seed LiveInterpret 2.0 \u4e2d\u8bd1\u82f1\u548c\u82f1\u8bd1\u4e2d\u4e24\u4e2a\u65b9\u5411\u7684\u8868\u73b0\u8fdb\u884c\u4e86\u5ba2\u89c2\u8bc4\u4f30\uff0c\u4e0e\u5176\u4ed6\u7ffb\u8bd1\u7cfb\u7edf\u5728\u7ffb\u8bd1\u8d28\u91cf\uff08BLEURT\/ COMET\uff09\u548c\u5ef6\u8fdf\uff08AL\/ LAAL\/FLAL\uff09\u7b49\u6307\u6807\u4e0a\u8fdb\u884c\u5bf9\u6bd4\u3002<\/p>\n\n\n\n<p>\u7ed3\u679c\u663e\u793a\uff0cSeed LiveInterpret 2.0 \u5728\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u5747\u8868\u73b0\u51fa\u6700\u9ad8\u7684\u7ffb\u8bd1\u8d28\u91cf\u3002\u5728\u5ef6\u8fdf\u65b9\u9762\uff0cSeed LiveInterpret 2.0 \u5728\u82f1\u5230\u4e2d\u65b9\u5411\u4e0a\u5b9e\u73b0\u4e86\u8bed\u97f3\u5230\u8bed\u97f3\u7ffb\u8bd1\u7684\u6700\u4f4e\u5e73\u5747\u6ede\u540e\uff08AL\uff09\uff0c\u5728\u4e2d\u5230\u82f1\u65b9\u5411\u4e0a\u4e5f\u8868\u73b0\u51fa\u7ade\u4e89\u529b\uff0c\u5c55\u73b0\u4e86\u901f\u5ea6\u4e0e\u51c6\u786e\u5ea6\u7684\u826f\u597d\u5e73\u8861\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"946\" height=\"866\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-103.png\" alt=\"\" class=\"wp-image-28134\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-103.png 946w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-103-300x275.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/07\/image-103-768x703.png 768w\" sizes=\"(max-width: 946px) 100vw, 946px\" \/><\/figure>\n\n\n\n<p>\u603b\u4f53\u6765\u770b\uff0cSeed LiveInterpret 2.0 \u5728\u53e5\u5b50\u7ea7\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c<strong>\u6709\u6548\u5e73\u8861\u4e86\u7ffb\u8bd1\u8d28\u91cf\u4e0e\u5ef6\u8fdf<\/strong>\u3002\u8fd9\u4e0d\u4ec5\u7f13\u89e3\u4e86\u4f20\u7edf\u540c\u4f20\u4e2d \u201c\u8bd1\u5f97\u51c6\u5219\u6162\uff0c\u8bd1\u5f97\u5feb\u5219\u504f\u201d \u7684\u75db\u70b9\uff0c\u914d\u5408\u97f3\u8272\u590d\u523b\u80fd\u529b\uff0c\u8ba9\u4e2d\u82f1\u8de8\u8bed\u8a00\u4ea4\u6d41\u9996\u6b21\u5177\u5907\u81ea\u7136\u5bf9\u8bdd\u822c\u7684\u6d41\u7545\u611f\u3002<\/p>\n\n\n\n<h2><strong>\u603b\u7ed3\u4e0e\u5c55\u671b<\/strong><\/h2>\n\n\n\n<p>\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u56e2\u961f\u8fdb\u4e00\u6b65\u8ba4\u8bc6\u5230\u6570\u636e\u5bf9\u6a21\u578b\u8bad\u7ec3\u7684\u91cd\u8981\u6027\u3002<strong>\u6a21\u578b\u7ecf\u8fc7\u6570\u5341\u4e07\u5c0f\u65f6\u8bed\u97f3\u6570\u636e\u7684\u8bad\u7ec3<\/strong>\uff0c\u6570\u636e\u8d28\u91cf\u4e2d\u7684\u4efb\u4f55\u7455\u75b5\u90fd\u53ef\u80fd\u5728\u6700\u7ec8\u6548\u679c\u4e2d\u88ab\u663e\u8457\u653e\u5927\uff0c\u8fd9\u4e9b\u6f5c\u5728\u95ee\u9898\u5305\u62ec\u53e3\u97f3\u5dee\u5f02\u3001\u51c6\u786e\u8bfb\u97f3\u3001\u65f6\u95f4\u6233\u7684\u51c6\u786e\u9884\u6d4b\uff0c\u4ee5\u53ca\u53e5\u5b50\u8854\u63a5\u7684\u6d41\u7545\u5ea6\u7b49\u5173\u952e\u8981\u7d20\u3002Seed LiveInterpret 2.0 \u826f\u597d\u7684\u6027\u80fd\u6b63\u662f\u5efa\u7acb\u5728\u6d77\u91cf\u4f18\u8d28\u8bad\u7ec3\u6570\u636e\u4e4b\u4e0a\u3002<\/p>\n\n\n\n<p>Seed LiveInterpret 2.0 \u5df2\u521d\u6b65\u5c55\u73b0\u51fa\u4e00\u5b9a\u4f18\u52bf\uff0c<strong>\u5176\u8fb9\u754c\u4ecd\u6709\u62d3\u5c55\u7a7a\u95f4<\/strong>\u3002\u6bd4\u5982\uff0c\u5728\u8bed\u8a00\u8986\u76d6\u65b9\u9762\uff0c\u76ee\u524d\u6a21\u578b\u4e3b\u8981\u652f\u6301\u4e2d\u82f1\u4e92\u8bd1\uff0c\u5176\u4ed6\u8bed\u79cd\u5c1a\u672a\u8f83\u597d\u652f\u6301\u3002\u6b64\u5916\uff0c\u5176\u58f0\u97f3\u590d\u523b\u7684\u7a33\u5b9a\u6027\u3001\u8bed\u97f3\u8868\u73b0\u529b\u3001\u60c5\u7eea\u590d\u523b\u80fd\u529b\u3001\u6781\u590d\u6742\u60c5\u51b5\u4e0b\u7684\u7ffb\u8bd1\u51c6\u786e\u6027\u7b49\u4ecd\u6709\u8fdb\u6b65\u7a7a\u95f4\u3002<\/p>\n\n\n\n<p>\u5728\u672a\u6765\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u5e0c\u671b\u8fdb\u4e00\u6b65\u6316\u6398\u6a21\u578b\u6f5c\u529b\uff0c\u901a\u8fc7\u4f18\u5316\u7b97\u6cd5\u3001\u589e\u5f3a\u6570\u636e\u53ca\u6539\u8fdb\u8bad\u7ec3\u7b56\u7565\u7b49\u65b9\u5f0f\uff0c\u9010\u6b65\u62d3\u5c55\u540c\u4f20\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u63d0\u5347\u5176\u5728\u590d\u6742\u573a\u666f\u4e0b\u7684\u9002\u5e94\u6027\u548c\u6027\u80fd\u8868\u73b0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6280\u672f\u62a5\u544a\uff1ahttp:\/\/arxiv.org\/pdf\/2507.17527 \u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/seed. &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/07\/27\/seed-liveinterpret-2\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Seed LiveInterpret 2.0 \u7aef\u5230\u7aef\u540c\u58f0\u4f20\u8bd1\u5927\u6a21\u578b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[42,40,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27921"}],"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=27921"}],"version-history":[{"count":133,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27921\/revisions"}],"predecessor-version":[{"id":28148,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/27921\/revisions\/28148"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=27921"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=27921"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=27921"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}