{"id":29320,"date":"2025-11-08T09:24:00","date_gmt":"2025-11-08T01:24:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=29320"},"modified":"2025-11-04T09:25:04","modified_gmt":"2025-11-04T01:25:04","slug":"phoenix-vad","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/11\/08\/phoenix-vad\/","title":{"rendered":"Phoenix-VAD"},"content":{"rendered":"\n<p><em><strong>\u8bba<\/strong><\/em><strong><em>\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2509.20410<\/em><\/strong><\/p>\n\n\n\n<p>\u53e3\u8bed\u5bf9\u8bdd\u6a21\u578b\u5728\u667a\u80fd\u4eba\u673a\u4ea4\u4e92\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u4ecd\u7f3a\u4e4f\u4e00\u79cd\u53ef<strong>\u5373\u63d2\u5373\u7528\u7684\u5168\u53cc\u5de5\u8bed\u4e49\u7aef\u70b9\u68c0\u6d4b\u6a21\u5757<\/strong>\uff0c\u4ece\u800c\u9650\u5236\u4e86\u97f3\u9891\u4ea4\u4e92\u7684\u65e0\u7f1d\u4f53\u9a8c\u3002\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6d41\u5f0f\u8bed\u4e49\u7aef\u70b9\u68c0\u6d4b\u6a21\u578b\u2014\u2014<strong>Phoenix-VAD<\/strong>\u3002Phoenix-VAD <strong>\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff0c\u5e76\u7ed3\u5408\u6ed1\u52a8\u7a97\u53e3\u8bad\u7ec3\u7b56\u7565\uff0c\u5b9e\u73b0\u4e86\u5728\u6d41\u5f0f\u63a8\u7406\u573a\u666f\u4e0b\u7684\u53ef\u9760\u8bed\u4e49\u7aef\u70b9\u68c0\u6d4b<\/strong>\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u5728\u8bed\u4e49\u5b8c\u6574\u4e0e\u8bed\u4e49\u4e0d\u5b8c\u6574\u7684\u8bed\u97f3\u573a\u666f\u4e2d\uff0cPhoenix-VAD \u5747\u53d6\u5f97\u4e86\u4f18\u5f02\u4e14\u5177\u7ade\u4e89\u529b\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u73b0\u6709\u65b9\u6cd5\u5728\u8fd9\u4e00\u65b9\u9762\u5b58\u5728\u660e\u663e\u5c40\u9650\u3002\u4f20\u7edf\u7684VAD\u4ec5\u4f9d\u8d56\u58f0\u5b66\u7279\u5f81\u5224\u65ad\u201c\u662f\u5426\u5b58\u5728\u4eba\u58f0\u201d\uff0c\u65e0\u6cd5\u7406\u89e3\u8bed\u4e49\u5c42\u9762\u7684\u610f\u56fe\uff0c\u56e0\u800c\u96be\u4ee5\u5b9e\u73b0\u81ea\u7136\u7684\u8bed\u4e49\u5bf9\u9f50\u3002\u8bed\u4e49VAD\u867d\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5f15\u5165\u4e86\u8bed\u4e49\u5224\u65ad\uff0c\u4f46\u901a\u5e38\u4f9d\u8d56\u5916\u90e8\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u6a21\u5757\uff0c\u5bfc\u81f4\u7cfb\u7edf\u5ef6\u8fdf\u589e\u52a0\uff0c\u5e76\u53ef\u80fd\u635f\u5931\u8bed\u97f3\u4e2d\u7684\u7ec6\u7c92\u5ea6\u8bed\u4e49\u4fe1\u606f\u3002\u81f3\u4e8e\u5982 RTTL-DG\u3001Moshi \u7b49\u7aef\u5230\u7aef\u65b9\u6848\uff0c\u867d\u5177\u5907\u4e00\u5b9a\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff0c\u4f46\u6a21\u578b\u9ad8\u5ea6\u8026\u5408\uff0c\u96be\u4ee5\u5728\u4e0d\u540c\u5bf9\u8bdd\u7cfb\u7edf\u4e2d\u76f4\u63a5\u590d\u7528\uff0c\u6bcf\u6b21\u66f4\u6362\u5bf9\u8bdd\u6a21\u578b\u90fd\u9700\u91cd\u65b0\u8bad\u7ec3\u6216\u5fae\u8c03\uff0c\u90e8\u7f72\u6210\u672c\u8f83\u9ad8\u3002<\/p>\n\n\n\n<p><strong>Phoenix-VAD<\/strong> \u2014\u2014\u4e00\u79cd\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u4e49\u7aef\u70b9\u68c0\u6d4b\u6846\u67b6\uff0c\u65e8\u5728\u5b9e\u73b0\u6a21\u5757\u5316\u3001\u4f4e\u5ef6\u8fdf\u3001\u53ef\u6d41\u5f0f\u63a8\u7406\u7684\u5168\u53cc\u5de5\u8bed\u97f3\u4ea4\u4e92\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\/11\/image.png\" alt=\"\" class=\"wp-image-29334\" width=\"460\" height=\"366\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image.png 724w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-300x239.png 300w\" sizes=\"(max-width: 460px) 100vw, 460px\" \/><figcaption>Phoenix-VAD \u57fa\u4e8e\u7528\u6237\u8bed\u97f3\u7684\u8bed\u4e49\u5b8c\u6574\u6027\u8fdb\u884c\u7aef\u70b9\u68c0\u6d4b\uff0c\u5e76\u4f7f\u7528\u4e0d\u540c\u7684\u8d85\u65f6\u9608\u503c\u6765\u5224\u65ad\u7ec8\u6b62\u6761\u4ef6\u3002\u5f53\u7528\u6237\u67e5\u8be2\u8bed\u4e49\u4e0d\u5b8c\u6574\u65f6\uff0c\u6a21\u578b\u4f1a\u5e94\u7528\u66f4\u957f\u7684\u8d85\u65f6\u9608\u503c\uff0c\u4ee5\u907f\u514d\u8fc7\u65e9\u7ec8\u6b62\u54cd\u5e94\u3002<\/figcaption><\/figure><\/div>\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\/11\/image-1.png\" alt=\"\" class=\"wp-image-29339\" width=\"370\" height=\"479\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-1.png 529w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-1-232x300.png 232w\" sizes=\"(max-width: 370px) 100vw, 370px\" \/><\/figure><\/div>\n\n\n\n<p>\u97f3\u9891\u7f16\u7801\u5668\uff1a\u7528\u7684\u662f150M\u53c2\u6570\u7684Zipformer\uff0c\u4e4b\u524d\u8fd8\u572810\u4e07\u591a\u7ec4\u5185\u90e8ASR\u6570\u636e\u4e0a\u8bad\u7ec3\u8fc7\uff0c\u80fd\u628a\u539f\u59cb\u8bed\u97f3\u6ce2\u5f62\u8f6c\u6362\u621025Hz\u7684\u201c\u5e27\u7ea7\u7279\u5f81\u201d\u2014\u2014\u7b80\u5355\u8bf4\u5c31\u662f\u5148\u628a\u8bed\u97f3\u91cc\u7684\u5173\u952e\u4fe1\u606f\u62bd\u51fa\u6765\uff0c\u65b9\u4fbf\u540e\u7eed\u5904\u7406\u3002<\/p>\n\n\n\n<p>\u9002\u914d\u5668\uff1a\u5c31\u662f\u4e24\u4e2a\u7ebf\u6027\u5c42\u52a0\u4e2aReLU\u6fc0\u6d3b\u51fd\u6570\uff0c\u4e13\u95e8\u89e3\u51b3\u201c\u97f3\u9891\u7279\u5f81\u548c\u6587\u672c\u7279\u5f81\u5bf9\u4e0d\u4e0a\u201d\u7684\u95ee\u9898\u3002\u5b83\u5148\u628a\u7f16\u7801\u5668\u8f93\u51fa\u7684\u97f3\u9891\u7279\u5f81\uff0c\u6309\u51e0\u5e27\u62fc\u4e00\u5757\u505a\u4e0b\u91c7\u6837\uff0c\u518d\u8f6c\u6210LLM\u80fd\u201c\u770b\u61c2\u201d\u7684\u6587\u672cembedding\uff0c\u6700\u540e\u8f93\u51fa\u9002\u914d\u597d\u7684\u7279\u5f81\u3002<\/p>\n\n\n\n<p>LLM\uff1a\u7528\u7684\u662fQwen2.5-0.5B-Instruct\uff0c\u7ed9\u5b83\u5582\u4e24\u6837\u4e1c\u897f\uff1a\u4e00\u662f\u9002\u914d\u5668\u5904\u7406\u597d\u7684\u97f3\u9891\u7279\u5f81\uff0c\u4e8c\u662f\u6587\u672c\u63d0\u793a\uff08\u6bd4\u5982\u544a\u8bc9\u5b83\u201c\u4f60\u662f\u4e2aVAD\uff0c\u8981\u5224\u65ad\u7528\u6237\u662f\u4e0d\u662f\u8fd8\u5728\u8bf4\u201d\uff09\uff0c\u6700\u540e\u8ba9\u5b83\u8f93\u51fa\u4e24\u4e2a\u7ed3\u679c\uff1a\u8981\u4e48\u662f\u201cContinue Speaking\u201d\uff08\u7528\u6237\u8fd8\u5728\u8bf4\uff09\uff0c\u8981\u4e48\u662f\u201cStop Speaking\u201d\uff08\u7528\u6237\u8bf4\u5b8c\u4e86\uff09\u3002<\/p>\n\n\n\n<p><strong>Sliding Window<\/strong>:<\/p>\n\n\n\n<p>\u6ed1\u52a8\u7a97\u53e3\u7b56\u7565\u4ec5\u4f7f\u7528\u6bcf\u4e2a\u7a97\u53e3\u5185\u7684\u97f3\u9891\u8fdb\u884c\u9884\u6d4b\uff0c\u4ece\u800c\u964d\u4f4e\u4e86\u5bf9\u6574\u4e2a\u8f93\u5165\u5e8f\u5217\u7684\u4f9d\u8d56\u3002\u4e0e\u5904\u7406\u6574\u4e2a\u5e8f\u5217\u76f8\u6bd4\uff0c\u5b83\u80fd\u591f\u8fdb\u884c\u589e\u91cf\u5f0f\u7684\u5206\u5757\u9884\u6d4b\uff0c\u5728\u5ef6\u8fdf\u65b9\u9762\u5177\u6709\u6f5c\u5728\u4f18\u52bf\u3002\u540c\u65f6\uff0c\u8be5\u6a21\u578b\u53ef\u4ee5\u5229\u7528\u6bcf\u4e2a\u7a97\u53e3\u5185\u7684\u4fe1\u606f\uff0c\u4e3a\u8bed\u4e49\u63a8\u7406\u63d0\u4f9b\u8db3\u591f\u7684\u5c40\u90e8\u4e0a\u4e0b\u6587\uff0c\u5e76\u652f\u6301\u6d41\u5f0f\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9100Hz\u7684\u8bed\u97f3\u7279\u5f81\u5e8f\u5217\uff0c\u7a97\u53e3\u8bbe\u6210256\u5e27\uff08\u5bf9\u5e942560ms\uff09\uff0c\u6bcf\u6b21\u5f80\u524d\u632a32\u5e27\uff08320ms\uff09\uff1b\u8bad\u7ec3\u7684\u65f6\u5019\uff0c\u53ea\u76ef\u7740\u6bcf\u4e2a\u7a97\u53e3\u201c\u6700\u540e\u4e00\u4e2achunk\u201d\u505a\u76d1\u7763\u2014\u2014\u4e0d\u7528\u7b49\u6574\u6bb5\u8bed\u97f3\uff0c\u5c31\u80fd\u4e00\u5757\u4e00\u5757\u589e\u91cf\u9884\u6d4b\uff0c\u65e2\u4fdd\u7559\u4e86\u5c40\u90e8\u7684\u8bed\u4e49\u4e0a\u4e0b\u6587\uff0c\u53c8\u80fd\u51cf\u5c11\u5ef6\u8fdf\uff0c\u521a\u597d\u6ee1\u8db3\u5b9e\u65f6\u4ea4\u4e92\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u97f3\u9891\u7f16\u7801\u5668\u88ab\u51bb\u7ed3\uff0c\u4ec5\u8bad\u7ec3\u9002\u914d\u5668\u548c LLM\u3002LLM \u9aa8\u5e72\u7f51\u7edc\u4f7f\u7528 LoRa \u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u589e\u5f3a\u5176\u591a\u6a21\u6001\u63a8\u7406\u80fd\u529b\u3002\u8bad\u7ec3\u76ee\u6807\u4f7f\u7528\u6807\u51c6\u4ea4\u53c9\u71b5\u635f\u5931\u8fdb\u884c\u4f18\u5316<\/p>\n\n\n\n<p><strong>Data<\/strong>:<\/p>\n\n\n\n<p><strong>\u9020\u6587\u672c<\/strong>\uff1a\u7ed3\u5408\u5185\u90e8\u7684\u6587\u672c\u8d44\u6e90\u548cChatGPT API\uff0c\u751f\u6210\u4e24\u79cd\u6587\u672c\uff1a\u4e00\u79cd\u662f\u201c\u8bed\u4e49\u5b8c\u6574\u201d\u7684\uff08\u6bd4\u5982\u201c\u5e2e\u6211\u67e5\u4e00\u4e0b\u6700\u65b0\u7684\u8ba2\u5355\u4fe1\u606f\u201d\uff09\uff0c\u4e00\u79cd\u662f\u201c\u8bed\u4e49\u4e0d\u5b8c\u6574\u201d\u7684\uff08\u6bd4\u5982\u201c\u5e2e\u6211\u67e5&lt;\u505c\u987f>\u6700\u65b0\u7684\u8ba2\u5355\u4fe1\u606f\u201d\uff09\uff1b<\/p>\n\n\n\n<p><strong>\u5408\u6210\u97f3\u9891<\/strong>\uff1a\u7528Index-TTS\u5de5\u5177\u628a\u6587\u672c\u5408\u6210\u8bed\u97f3\uff0c\u4e3a\u4e86\u6a21\u62df\u4e0d\u540c\u4eba\u7684\u58f0\u97f3\uff0c\u8fd8\u4ece\u5e93\u91cc\u968f\u673a\u9009\u4e861007\u4e2a\u82f1\u8bed\u30011010\u4e2a\u4e2d\u6587\u8bf4\u8bdd\u4eba\u7684\u58f0\u97f3\u6a21\u677f\uff1b\u53e6\u5916\u8fd8\u6545\u610f\u63d2\u70b9\u9759\u97f3\u6bb5\uff0c\u8fd8\u539f\u771f\u5b9e\u804a\u5929\u91cc\u7684\u201c\u72b9\u8c6b\u3001\u4e2d\u65ad\u201d\u573a\u666f\uff1b<\/p>\n\n\n\n<p><strong>\u6807\u6807\u7b7e<\/strong>\uff1a\u7528Paraformer\u5de5\u5177\u7ed9\u6bcf\u4e2a\u5b57\u6807\u4e0a\u65f6\u95f4\u6233\uff0c\u518d\u6839\u636e\u201c\u7528\u6237\u505c\u6b62\u8bf4\u8bdd\u201d\u7684\u65f6\u95f4\u70b9\uff0c\u6807\u4e24\u79cd\u8bad\u7ec3\u6807\u7b7e\uff1a\u201cContinue\u201d\uff08\u8fd8\u5728\u8bf4\uff09\u548c\u201cStop\u201d\uff08\u8bf4\u5b8c\u4e86\uff09\u3002\u8fd8\u7279\u522b\u8bbe\u7f6e\u4e86\u4e0d\u540c\u7684\u8d85\u65f6\u9608\u503c\uff1a\u8bed\u4e49\u5b8c\u6574\u7684\u8bdd\uff0c\u7b49400\u6beb\u79d2\u5c31\u5224\u65ad\u201c\u8bf4\u5b8c\u4e86\u201d\uff1b\u4e0d\u5b8c\u6574\u7684\u8bdd\uff0c\u7b491000\u6beb\u79d2\uff0c\u907f\u514d\u63d0\u524d\u6253\u65ad\u7528\u6237\u3002<\/p>\n\n\n\n<p><strong>Experiments<\/strong>:<\/p>\n\n\n\n<p>\u752840\u4e07\u6761\u97f3\u9891\uff08\u603b\u5171570\u5c0f\u65f6\uff09\u8bad\u7ec3\uff0c\u7136\u540e\u62ff2000\u6761\u201c\u8bed\u4e49\u5b8c\u6574\u201d+2000\u6761\u201c\u8bed\u4e49\u4e0d\u5b8c\u6574\u201d\u7684\u97f3\u9891\u505a\u6d4b\u8bd5\uff1a<\/p>\n\n\n\n<p>\u8bed\u4e49\u4e0d\u5b8c\u6574\u7684\u573a\u666f\u91cc\uff0c\u51c6\u786e\u738798.5%\uff0c\u201c\u8bf4\u5b8c\u4e86\u201d\u7684F1\u5206\u65700.918\uff0c\u201c\u8fd8\u5728\u8bf4\u201d\u7684F1\u5206\u65700.992<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"475\" height=\"163\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-2.png\" alt=\"\" class=\"wp-image-29351\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-2.png 475w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-2-300x103.png 300w\" sizes=\"(max-width: 475px) 100vw, 475px\" \/><\/figure>\n\n\n\n<p>\u8bed\u4e49\u5b8c\u6574\u7684\u573a\u666f\u66f4\u7a33\uff0c\u51c6\u786e\u738798.6%\uff0c\u201c\u8bf4\u5b8c\u4e86\u201dF1 0.905\uff0c\u201c\u8fd8\u5728\u8bf4\u201dF1 0.993<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"496\" height=\"160\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-3.png\" alt=\"\" class=\"wp-image-29352\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-3.png 496w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-3-300x97.png 300w\" sizes=\"(max-width: 496px) 100vw, 496px\" \/><\/figure>\n\n\n\n<p>\u7b80\u5355\u8bf4\u5c31\u662f\uff0c\u5224\u65ad\u201c\u7528\u6237\u8fd8\u5728\u8bf4\u201d\u51e0\u4e4e\u4e0d\u4f1a\u9519\uff0c\u5224\u65ad\u201c\u8bf4\u5b8c\u4e86\u201d\u4e5f\u5f88\u9760\u8c31\u3002<\/p>\n\n\n\n<p>\u5bf9\u6bd4\u5176\u4ed6\u5f00\u6e90VAD\uff1a<\/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\/2025\/11\/image-4.png\" alt=\"\" class=\"wp-image-29356\" width=\"474\" height=\"133\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-4.png 604w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-4-300x84.png 300w\" sizes=\"(max-width: 474px) 100vw, 474px\" \/><\/figure>\n\n\n\n<p><strong>\u6d88\u878d\u5b9e\u9a8c<\/strong>\uff1a<\/p>\n\n\n\n<p>\u5982\u679c\u628a\u6ed1\u52a8\u7a97\u53e3\u7684\u6b65\u957f\u4ece320\u6beb\u79d2\u7f29\u5230160\u6beb\u79d2\uff08\u66f4\u7ec6\u7684\u7c92\u5ea6\uff09\uff0c\u6027\u80fd\u4f1a\u4e0b\u964d\u2014\u2014\u56e0\u4e3a\u592a\u7ec6\u7684\u7c92\u5ea6\u4f1a\u8ba9\u5224\u65ad\u66f4\u72b9\u8c6b\uff0c\u8fd8\u4f1a\u653e\u5927\u65f6\u95f4\u6233\u6807\u6ce8\u7684\u8bef\u5dee\uff1b\u5982\u679c\u9002\u914d\u5668\u53ea\u5728ASR\u6570\u636e\u4e0a\u8bad\u7ec3\uff0c\u4e5f\u4e0d\u5982\u201c\u8054\u5408\u8bad\u7ec3\u201d\u6548\u679c\u597d\uff0c\u56e0\u4e3aASR\u6570\u636e\u53ea\u5173\u6ce8\u201c\u8bed\u97f3\u8f6c\u6587\u5b57\u5bf9\u4e0d\u5bf9\u201d\uff0c\u7f3a\u4e86\u201c\u5224\u65ad\u8bf4\u8bdd\u8fb9\u754c\u201d\u9700\u8981\u7684\u65f6\u95f4\u7ebf\u7d22\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"624\" height=\"157\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-5.png\" alt=\"\" class=\"wp-image-29359\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-5.png 624w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-5-300x75.png 300w\" sizes=\"(max-width: 624px) 100vw, 624px\" \/><\/figure>\n\n\n\n<p>Phoenix-VAD\u6700\u6838\u5fc3\u7684\u4ef7\u503c\u5c31\u662f\uff1a\u9760LLM\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff0c\u52a0\u4e0a\u6ed1\u52a8\u7a97\u53e3\u7684\u5b9e\u65f6 trick\uff0c\u5f04\u51fa\u4e86\u4e00\u4e2a\u201c\u9760\u8c31\u3001\u5b9e\u65f6\u3001\u80fd\u968f\u4fbf\u7528\u201d\u7684\u8bed\u4e49\u7aef\u70b9\u68c0\u6d4b\u6a21\u5757\uff0c\u521a\u597d\u8865\u4e0a\u4e86\u5168\u53cc\u5de5\u8bed\u97f3\u4ea4\u4e92\u7684\u77ed\u677f\u3002\u4ee5\u540e\u4f18\u5316\u65b9\u5411\uff1a\u4e00\u662f\u8ba9\u6a21\u578b\u80fd\u8fc7\u6ee4\u201c\u6ca1\u7528\u7684\u58f0\u97f3\u201d\uff08\u6bd4\u5982\u80cc\u666f\u566a\u97f3\u3001\u65e0\u610f\u4e49\u7684\u561f\u56d4\uff09\uff1b\u4e8c\u662f\u7528\u771f\u5b9e\u573a\u666f\u7684\u5f55\u97f3\u518d\u8bad\u7ec3\uff0c\u8ba9\u5b83\u5728\u5b9e\u9645\u804a\u5929\u91cc\u66f4\u597d\u7528\uff1b\u6700\u540e\u6253\u7b97\u628a\u5b83\u88c5\u5230\u7aef\u5230\u7aef\u7684\u5bf9\u8bdd\u7cfb\u7edf\u91cc\uff0c\u8ba9\u6574\u4e2a\u4ea4\u4e92\u66f4\u987a\u7545\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2509.20410 \u53e3\u8bed\u5bf9\u8bdd\u6a21\u578b\u5728\u667a\u80fd\u4eba\u673a\u4ea4\u4e92\u65b9\u9762\u53d6\u5f97\u4e86\u663e &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/11\/08\/phoenix-vad\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Phoenix-VAD<\/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\/29320"}],"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=29320"}],"version-history":[{"count":34,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/29320\/revisions"}],"predecessor-version":[{"id":29878,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/29320\/revisions\/29878"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=29320"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=29320"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=29320"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}