{"id":29362,"date":"2025-11-13T10:38:08","date_gmt":"2025-11-13T02:38:08","guid":{"rendered":"http:\/\/139.9.1.231\/?p=29362"},"modified":"2025-11-27T17:18:29","modified_gmt":"2025-11-27T09:18:29","slug":"asr-ssgl","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/11\/13\/asr-ssgl\/","title":{"rendered":"ASR\u4e13\u6709\u540d\u8bcd\u7ea0\u9519\u540e\u5904\u7406\uff1aSS+GL\u65b9\u6cd5"},"content":{"rendered":"\n<ul><li><strong><em>\u8bba\u6587\u9898\u76ee\uff1a\u300aGenerative Annotation for ASR Named Entity\u00a0Correction\u300b\u00a0<\/em><\/strong><\/li><li><strong><em>\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/arxiv.org\/pdf\/2508.20700\">https:\/\/arxiv.org\/pdf\/2508.20700<\/a><\/em><\/strong><\/li><li><strong><em>\u8d44\u6e90\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/L6-NLP\/Generative-Annotation-NEC\">https:\/\/github.com\/L6-NLP\/Generative-Annotation-NEC<\/a><\/em><\/strong><\/li><\/ul>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong><em>\u6838\u5fc3\uff1a\u57fa\u4e8e\u97f3\u9891\u7279\u5f81+\u5b9e\u4f53\u8bcd\u5e93\uff0c\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u68c0\u7d22\u53ef\u80fd\u6700\u7684\u5b9e\u4f53\u8bcd\uff0c\u7136\u540e\u901a\u8fc7LLM\u8fdb\u884c\u7ea0\u9519<\/em><\/strong><\/p>\n\n\n\n<p>\u534e\u4e3a\u8fd9\u7bc7\u8bba\u6587\u7684\u6838\u5fc3\u76ee\u6807\u2014\u2014<strong>\u89e3\u51b3ASR\uff08\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff09\u91cc\u201c\u4e13\u6709\u540d\u8bcd\u8001\u8ba4\u9519\u201d<\/strong>\u7684\u95ee\u9898\u3002\u6bd4\u5982\u50cf\u201cChatGPT\u201d\u201c\u957f\u6c5f\u767d\u9c9f\u201d\u8fd9\u79cd\u9886\u57df\u7279\u5b9a\u7684\u547d\u540d\u5b9e\u4f53\uff0cASR\uff08\u6bd4\u5982Whisper\uff09\u5728\u901a\u7528\u573a\u666f\u91cc\u633a\u51c6\uff0c\u4f46\u9047\u5230\u8fd9\u4e9b\u8bcd\u5e38\u8f6c\u9519\uff0c\u540e\u7eed\u7528\u8fd9\u4e9b\u8f6c\u5f55\u6587\u672c\u505a\u4efb\u52a1\u5c31\u5168\u4e71\u4e86\u3002<\/p>\n\n\n\n<p>\u547d\u540d\u5b9e\u4f53\u7ea0\u9519 (NEC) \u65b9\u6cd5\u662f\u6307\u7528\u4e8e\u7ea0\u6b63ASR\u8f6c\u5f55\u6587\u672c\u4e2d\u7684<strong>\u547d\u540d\u5b9e\u4f53<\/strong>\u9519\u8bef\uff0c\u73b0\u5728\u4e3b\u6d41\u7684<strong>\u547d\u540d\u5b9e\u4f53\u7ea0\u9519 (NEC)<\/strong>\u65b9\u6cd5\u5206\u4e24\u7c7b\uff1a<\/p>\n\n\n\n<p>(1) \u5728\u8f6c\u5f55\u6587\u672c\u751f\u6210\u8fc7\u7a0b\u4e2d\u540c\u65f6\u7ea0\u6b63\u9519\u8bef\uff1b\u4e00\u822c\u9700\u8981\u8bad\u7ec3\u989d\u5916\u7684\u6a21\u5757\uff0c\u4f7f ASR \u6a21\u578b\u5177\u5907\u4e0a\u4e0b\u6587\u504f\u7f6e\u80fd\u529b\uff0c\u6216\u8005\u5229\u7528\u4e0a\u4e0b\u6587\u4fe1\u606f\u6765\u7ea0\u6b63 ASR \u6a21\u578b\u4e2d\u7684\u547d\u540d\u5b9e\u4f53\u9519\u8bef\u3002&nbsp;\u8fd9\u4e9b\u65b9\u6cd5\u9700\u8981\u5bf9ASR\u7cfb\u7edf\u8fdb\u884c\u4fee\u6539\uff0c\u4f7f\u5176\u5177\u5907\u7ea0\u9519\u80fd\u529b\uff0c\u56e0\u6b64\u8fd9\u4e9b\u65b9\u6cd5\u5f88\u96be\u5e94\u7528\u4e8e\u7b2c\u4e09\u65b9 ASR \u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>(2) \u5728\u8f6c\u5f55\u6587\u672c\u751f\u6210\u540e\u7ea0\u6b63\u9519\u8bef\uff0c\u5373\u540e\u7f16\u8f91\u9519\u8bef\u3002\u4e0d\u9700\u8981\u5bf9 ASR \u7cfb\u7edf\u8fdb\u884c\u4efb\u4f55\u4fee\u6539\uff0c\u56e0\u6b64\u540e\u7f16\u8f91 NEC \u65b9\u6cd5\u66f4\u5177\u9002\u7528\u6027\u3002\u5176\u4e2d\u6700\u5e38\u89c1\u7684\u662fPED-NEC\uff08\u57fa\u4e8e\u8bed\u97f3\u7f16\u8f91\u8ddd\u79bb\u7684\u65b9\u6cd5\uff09\uff0c\u5f53 ASR \u8f6c\u5f55\u6587\u672c\u4e2d\u5b9e\u4f53\u548c\u76f8\u5173\u9519\u8bef\u6587\u672c\u7684\u8bcd\u5f62\u76f8\u4f3c\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u904d\u5386\u5b9e\u4f53\u6570\u636e\u5b58\u50a8\u8f7b\u677e\u5b9a\u4f4d\u9519\u8bef\uff0c\u4f46PED-NEC\u6709\u4e2a\u5927\u6bdb\u75c5\u2014\u2014<strong>\u5982\u679c\u9519\u7684\u6587\u672c\u548c\u771f\u5b9e\u5b9e\u4f53\u201c\u957f\u5f97\u592a\u4e0d\u4e00\u6837\u201d\uff0c\u5c31\u5f7b\u5e95\u6b47\u83dc\u3002<\/strong>\u6bd4\u5982\uff1a<\/p>\n\n\n\n<ul><li>\u201c\u5927\u8bed\u8a00\u6a21\u578b\u201d\u88abASR\u8f6c\u6210\u201c\u5927\u539f\u6a21\u578b\u201d\uff0c\u4fe9\u8bcd\u5b57\u9762\u5dee\u633a\u591a\uff1b<\/li><li>\u201cMidjourney\u201d\u8f6c\u6210\u201c\u7c73\u5fb7\u4ef2\u5c3c\u201d\uff08\u82f1\u6587\u53d8\u4e2d\u6587\u97f3\u8bd1\uff09\uff1b<\/li><li>\u201c\u7075\u8000X\u201d\u8f6c\u6210\u201c01X\u201d\uff08\u6c49\u5b57\u53d8\u6570\u5b57\uff09\uff1b<\/li><li>\u201cChatGPT\u201d\u8f6c\u6210\u201cCheck GPT\u201d\uff08\u62fc\u5199\u5dee\u4e00\u622a\uff09\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"468\" height=\"208\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-8.png\" alt=\"\" class=\"wp-image-29379\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-8.png 468w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-8-300x133.png 300w\" sizes=\"(max-width: 468px) 100vw, 468px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u65f6\u5019PED-NEC\u6ca1\u6cd5\u5b9a\u4f4d\u9519\u8bcd\uff0c\u81ea\u7136\u5c31\u7ea0\u6b63\u4e0d\u4e86\uff0c\u8fd9\u5c31\u662f\u8bba\u6587\u8981\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e<strong>\u751f\u6210\u5f0f\u65b9\u6cd5<\/strong>\u7684 <strong>NEC\uff08\u547d\u540d\u5b9e\u4f53\u6821\u6b63\uff09<\/strong> \u65b9\u6cd5\uff0c\u7528\u4e8e\u5728\u8f6c\u5f55\u6587\u672c\u4e2d\u81ea\u52a8\u6807\u6ce8\u5f85\u7ea0\u6b63\u7247\u6bb5\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5229\u7528\u8bed\u97f3\u58f0\u5b66\u7279\u5f81\u3001\u5019\u9009\u547d\u540d\u5b9e\u4f53\u4ee5\u53ca ASR \u8f6c\u5f55\u7ed3\u679c\uff0c<strong>\u751f\u6210\uff08\u6807\u6ce8\uff09\u51fa\u8f6c\u5f55\u6587\u672c\u4e2d\u9700\u8981\u88ab\u7ea0\u6b63\u7684\u8bcd\u8bed<\/strong>\uff0c\u5e76\u636e\u6b64\u8fdb\u884c\u4fee\u6b63\u3002\u8be5\u57fa\u4e8e\u9519\u8bef\u6807\u6ce8\u7684 NEC \u65b9\u6cd5\u80fd\u591f\u5728\u8bc6\u522b\u51fa\u5f85\u7ea0\u6b63\u6587\u672c\u540e\uff0c\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u6587\u672c\u7ea0\u9519\uff0c\u65e0\u9700\u8003\u8651\u8bcd\u5f62\u53d8\u5316\uff0c\u56e0\u6b64\u76f8\u6bd4\u4ee5\u5f80\u57fa\u4e8e\u89c4\u5219\u7684\u66ff\u6362\u65b9\u6cd5\u5177\u6709\u66f4\u9ad8\u7684\u4f18\u8d8a\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"973\" height=\"403\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-9.png\" alt=\"\" class=\"wp-image-29385\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-9.png 973w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-9-300x124.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-9-768x318.png 768w\" sizes=\"(max-width: 973px) 100vw, 973px\" \/><\/figure>\n\n\n\n<p><strong>Method<\/strong>\uff1a\u6838\u5fc3\u662f\u4e24\u6b65\uff1a<strong>SS\uff08\u8bed\u97f3\u7279\u5f81\u68c0\u7d22\u5019\u9009\u5b9e\u4f53\uff09+ GL\uff08\u751f\u6210\u5f0f\u6807\u6ce8\u9519\u8bef\u6587\u672c\uff09<\/strong>\u3002\u7b80\u5355\u8bf4\uff0c<strong>\u4e0d\u4f9d\u8d56\u6587\u672c\u957f\u5f97\u50cf\u4e0d\u50cf\uff0c\u800c\u662f\u57fa\u4e8e\u8bed\u97f3\u76f8\u4f3c\u6027\u8fdb\u884c\u5b9e\u4f53\u68c0\u7d22\uff0c\u518d\u8ba9\u6a21\u578b\u201c\u667a\u80fd\u6807\u51fa\u201d\u9519\u8bcd\uff0c\u6700\u540e\u66ff\u6362\u2014\u2014\u5b8c\u7f8e\u89e3\u51b3\u201c\u957f\u5f97\u4e0d\u4e00\u6837\u201d\u7684\u95ee\u9898\u3002<\/strong><\/p>\n\n\n\n<p>\u7ea0\u9519\u6d41\u7a0b\u5982\u56fe2\u6240\u793a\u3002\u9996\u5148\u9884\u5148\u6784\u5efa\u4e00\u4e2a<strong>\u6570\u636e\u5b58\u50a8\u5e93\uff08datastore\uff09<\/strong>\uff0c\u7528\u4e8e\u4fdd\u5b58\u5b9e\u4f53\u7684\u97f3\u9891-\u6587\u672c\u5bf9\u3002<strong>\u5728\u83b7\u5f97\u8bed\u97f3\u7247\u6bb5\u548c ASR \u8f6c\u5f55\u7ed3\u679c\u540e<\/strong>\uff0c\u6267\u884c<strong>\u8bed\u97f3\u68c0\u7d22<\/strong>\u3010<em>SAN\uff08\u81ea\u6ce8\u610f\u529b\u7f51\u7edc\uff09\u548cFFN\uff08\u524d\u9988\u7f51\u7edc\uff09<\/em>\u3011\uff0c\u4ee5\u5224\u65ad\u8be5<strong>\u8bed\u97f3\u7247\u6bb5\u7684\u67d0\u4e00\u90e8\u5206<\/strong>\u662f\u5426\u4e0e\u6570\u636e\u5b58\u50a8\u5e93\u4e2d<strong>\u67d0\u4e2a\u5019\u9009\u5b9e\u4f53\u7684\u8bed\u97f3\u7279\u5f81<\/strong>\u76f8\u4f3c\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u5b58\u5728\u76f8\u4f3c\u7684\u5019\u9009\u5b9e\u4f53\uff0c\u5c31\u5c06\u8be5\u5019\u9009\u5b9e\u4f53\u4e0e ASR \u8f6c\u5f55\u6587\u672c\u62fc\u63a5\u5728\u4e00\u8d77\uff0c\u4f5c\u4e3a<strong>\u63d0\u793a\uff08prompt\uff09<\/strong>\u8f93\u5165\u7ea0\u9519\u6a21\u578b\uff0c\u4ee5\u5f15\u5bfc\u6a21\u578b\u751f\u6210 ASR \u8f6c\u5f55\u4e2d\u53ef\u80fd\u9519\u8bef\u7684\u8bcd\u8bed\uff08\u5373\u4e0e\u6b63\u786e\u5b9e\u4f53\u5bf9\u5e94\u7684\u9519\u8bef\u6587\u672c\uff09\u3002\u6700\u540e\uff0c\u5c06\u68c0\u6d4b\u51fa\u7684\u9519\u8bef\u6587\u672c\u66ff\u6362\u4e3a\u6570\u636e\u5b58\u50a8\u5e93\u4e2d\u7684\u6b63\u786e\u5b9e\u4f53\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"930\" height=\"715\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-11.png\" alt=\"\" class=\"wp-image-29410\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-11.png 930w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-11-300x231.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-11-768x590.png 768w\" sizes=\"(max-width: 930px) 100vw, 930px\" \/><\/figure>\n\n\n\n<p><strong>Datastore Creation<\/strong>\uff1a\u6536\u96c6\u5b9e\u4f53\u5217\u8868&nbsp;<em>X={x1,x2,\u2026\u200bxn}&nbsp;<\/em>\uff0c\u4ee5\u53ca\u57fa\u4e8eTTS\u5408\u6210\u5bf9\u5e94\u7684\u7684\u8bed\u97f3\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\/11\/image-12.png\" alt=\"\" class=\"wp-image-29413\" width=\"296\" height=\"31\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-12.png 436w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-12-300x32.png 300w\" sizes=\"(max-width: 296px) 100vw, 296px\" \/><\/figure><\/div>\n\n\n\n<p>\u5c06 TTS \u751f\u6210\u7684\u97f3\u9891\u8f93\u5165\u5230\u7f16\u7801\u5668\uff0c\u5e76\u5c06\u7f16\u7801\u5668\u6700\u540e\u4e00\u5c42\u7684\u8f93\u51fa\u4f5c\u4e3a\u5b9e\u4f53<em>&nbsp;x<sub>i<\/sub><\/em>&nbsp;\u7684\u8bed\u97f3\u8868\u793a\u3002\u4e3a\u4e86\u63d0\u9ad8\u68c0\u7d22\u51c6\u786e\u7387\u5e76\u964d\u4f4e\u5185\u5b58\u5360\u7528\uff0c\u6211\u4eec\u5728\u7f16\u7801\u5668\u7684\u672b\u5c3e\u6dfb\u52a0\u4e86\u4e00\u4e2aCNN\u5c42<\/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-13.png\" alt=\"\" class=\"wp-image-29417\" width=\"334\" height=\"28\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-13.png 516w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-13-300x25.png 300w\" sizes=\"(max-width: 334px) 100vw, 334px\" \/><\/figure><\/div>\n\n\n\n<p>\u6570\u636e\u5b58\u50a8\u5b58\u50a8\u952e\u503c\uff08\u8868\u793a\u5b9e\u4f53\uff09\u5bf9\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\/11\/image-14.png\" alt=\"\" class=\"wp-image-29419\" width=\"334\" height=\"30\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-14.png 502w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-14-300x27.png 300w\" sizes=\"(max-width: 334px) 100vw, 334px\" \/><\/figure><\/div>\n\n\n\n<p><strong>Entity Retrieval<\/strong>\uff1a\u7528\u6237\u7684\u8f93\u5165\u97f3\u9891\u7247\u6bb5 <em>s <\/em>\u8f93\u5165\u5230\u7f16\u7801\u5668\u4e2d\uff0c\u5e76\u4ece\u7f16\u7801\u5668\u6700\u540e\u4e00\u5c42\u7684\u8f93\u51fa\u4e2d\u5f97\u5230\u5b83\u7684\u8868\u793a&nbsp;<em>s\u200b\u2019<\/em>\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\/11\/image-15.png\" alt=\"\" class=\"wp-image-29423\" width=\"300\" height=\"30\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-15.png 463w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-15-300x30.png 300w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/figure><\/div>\n\n\n\n<p>\u5f15\u5165\u81ea\u6ce8\u610f\u529b\u7f51\u7edc\uff08SAN\uff09\u548c\u524d\u9988\u7f51\u7edc\uff08FFN\uff09\u6765\u8ba1\u7b97\u6570\u636e\u5b58\u50a8\u533a&nbsp;s&nbsp;\u5305\u542b\u5019\u9009\u5b9e\u4f53&nbsp;<em>xi\u2032<\/em>&nbsp;\u7684\u6982\u7387&nbsp;<em>pi<\/em>&nbsp;\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\/11\/image-16.png\" alt=\"\" class=\"wp-image-29426\" width=\"408\" height=\"29\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-16.png 595w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-16-300x22.png 300w\" sizes=\"(max-width: 408px) 100vw, 408px\" \/><\/figure><\/div>\n\n\n\n<p>\u6700\u540e\u5e94\u7528<strong>\u5e73\u5747\u6c60\u5316<\/strong>\uff0c\u83b7\u53d6\u6700\u7ec8\u7684\u5206\u7c7b\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\/11\/image-17.png\" alt=\"\" class=\"wp-image-29428\" width=\"195\" height=\"33\"\/><\/figure><\/div>\n\n\n\n<p>\u5224\u65ad\u6570\u636e\u5b58\u50a8\u4e2d\u662f\u5426\u5b58\u5728\u8bed\u97f3\u7247\u6bb5\u4e2d\u7684\u5b9e\u4f53\u3002\u5982\u679c\u6982\u7387&nbsp;pi&nbsp;\u9ad8\u4e8e\u6211\u4eec\u8bbe\u5b9a\u7684\u9608\u503c\uff0c\u5219\u9009\u62e9\u524d K \u4e2a\u5019\u9009\u5b9e\u4f53\u8fdb\u884c\u8fdb\u4e00\u6b65\u6821\u6b63\u3002<\/p>\n\n\n\n<p><strong>Error Correction<\/strong>\uff1a\u901a\u8fc7\u4e0a\u8ff0\u5b9e\u4f53\u68c0\u7d22\u65b9\u6cd5\u83b7\u5f97\u82e5\u5e72\u5019\u9009\u5b9e\u4f53\uff0c\u7528\u7b26\u53f7\u201c|||\u201d\u8fde\u63a5\u5b9e\u4f53\uff0c\u7136\u540e\u7528\u5f15\u53f7\u5c06\u5b9e\u4f53\u5b57\u7b26\u4e32\u4e0e ASR \u8f6c\u5f55\u6587\u672c\u8fde\u63a5\u8d77\u6765\u3002\u5b9e\u4f53+\u8f6c\u5f55\u6587\u672c\u5b57\u7b26\u4e32\u7528\u4f5c\u63d0\u793a\uff0c\u5f15\u5bfc\u7ea0\u9519\u6a21\u578b\u5728\u8f6c\u5f55\u6587\u672c\u4e2d\u751f\u6210\u4e0e\u5019\u9009\u5b9e\u4f53\u5177\u6709\u76f8\u4f3c\u8bed\u97f3\u7279\u5f81\u7684\u9519\u8bef\u5b9e\u4f53\u3002\u8be5\u8fc7\u7a0b\u5b9e\u9645\u4e0a\u662f\u4e00\u79cd\u751f\u6210\u5f0f\u6807\u6ce8\u65b9\u6cd5\uff0c\u56e0\u4e3a\u7ea0\u9519\u6a21\u578b\u4f1a\u5728\u539f\u59cb ASR \u8f6c\u5f55\u6587\u672c\u4e2d\u8f93\u51fa\u4e00\u4e2a\u6216\u591a\u4e2a\u5355\u8bcd\u3002<\/p>\n\n\n\n<p>\u65b9\u6cd5\u8fd8\u5177\u5907\u5b9e\u4f53\u62d2\u7edd\u529f\u80fd\u3002\u5982\u679c\u6a21\u578b\u65e0\u6cd5\u5c06\u5019\u9009\u5b9e\u4f53\u4e0e\u8f6c\u5f55\u6587\u672c\u4e2d\u53ef\u80fd\u5b58\u5728\u7684\u9519\u8bef\u5b9e\u4f53\u5339\u914d\uff0c\u5219\u4f1a\u751f\u6210\u7b26\u53f7&lt;empty&gt; \u8868\u793a\u6ca1\u6709\u8fd4\u56de\u7ed3\u679c\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"454\" height=\"190\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-24.png\" alt=\"\" class=\"wp-image-29450\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-24.png 454w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-24-300x126.png 300w\" sizes=\"(max-width: 454px) 100vw, 454px\" \/><figcaption>emptry\u8868\u793a\u6539\u5019\u9009\u8bcd\u4e0d\u91c7\u7528\uff0cError \u8868\u793a\u9519\u8bef\u7684\u6587\u672c\uff0c\u7528\u8be5\u4f4d\u7f6e\u7684\u539f\u672c\u5b9e\u4f53\u8bcd\u66ff\u6362<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u6a21\u578b\u65e8\u5728\u627e\u5230\u8bed\u97f3\u76f8\u4f3c\u4e14\u7b26\u5408\u8bed\u8a00\u6a21\u578b\u7684\u5f85\u66f4\u6b63\u6587\u672c\uff0c\u6700\u540e\u4e00\u6b65\u662f\u7528\u6570\u636e\u5b58\u50a8\u4e2d\u7684\u771f\u5b9e\u5b9e\u4f53\u66ff\u6362\u9519\u8bef\u6587\u672c\u3002<\/p>\n\n\n\n<p><strong><em>Experimental&nbsp;<\/em><\/strong>\uff1a<\/p>\n\n\n\n<p>1. \u6570\u636e\u51c6\u5907\uff1a\u8bad\u7ec3+\u6d4b\u8bd5\u96c6\u90fd\u5f88\u5b9e\u5728<strong>\u8bad\u7ec3\u6570\u636e\uff1a<\/strong>\u7528\u4e86Aishell\u6570\u636e\u96c6\u91cc\u768454129\u4e2a\u4e2d\u6587\u5b9e\u4f53\uff0c\u6b63\u8d1f\u6837\u672c1:10\uff08\u6b63\u6837\u672c\u662f\u542b\u5b9e\u4f53\u7684\u97f3\u9891\u6587\u672c\u5bf9\uff0c\u8d1f\u6837\u672c\u662f\u4e0d\u542b\u7684\uff09\uff1b\u8fd8\u7279\u610f\u8ba920%\u7684Prompt\u91cc\u52a0\u4e86\u201c\u65e0\u5173\u5b9e\u4f53\u201d\uff08\u6bd4\u5982\u8be5\u7ea0\u6b63\u201cChatGPT\u201d\uff0c\u5374\u52a0\u4e86\u201cMidjourney\u201d\u5f53\u5019\u9009\uff09\uff0c\u7ec3\u6a21\u578b\u751f\u6210\u201c\u201d\u7684\u80fd\u529b\uff0c\u907f\u514d\u8fc7\u7ea0\u6b63\u3002<strong>\u6d4b\u8bd5\u96c6\uff1a<\/strong>\u641e\u4e86\u4e24\u4e2a\uff0c\u4e00\u4e2a\u662f\u5f00\u6e90\u7684\uff0c\u4e00\u4e2a\u662f\u81ea\u5df1\u5efa\u7684\uff1a<\/p>\n\n\n\n<ul><li><strong>Aishell\u6d4b\u8bd5\u96c6\uff1a<\/strong>\u4eceAishell\u7684\u5f00\u53d1\u96c6\u548c\u6d4b\u8bd5\u96c6\u91cc\u6311\u4e863101\u4e2a\u53bb\u91cd\u5b9e\u4f53\uff0c\u6d4b\u901a\u7528\u573a\u666f\uff1b<\/li><li><strong>BuzzWord\u6d4b\u8bd5\u96c6\uff1a<\/strong>\u81ea\u5df1\u5efa\u7684\u201c\u96be\u70b9\u96c6\u201d\uff0c1500\u6bb52023-2024\u5e74\u7684\u8bed\u97f3\u2014\u2014500\u6bb5\u662f\u201c\u6b63\u4f8b\u201d\uff08\u542b\u65b0\u8bcd\u3001\u5916\u6765\u8bcd\u3001\u6570\u5b57\u5b9e\u4f53\uff0c\u6bd4\u5982\u201cChatGLM-6B\u201d\u201c\u82cd\u5170\u8bc0\u201d\u201cMatebook D16\u201d\uff09\uff0c1000\u6bb5\u662f\u201c\u8d1f\u4f8b\u201d\uff08\u4e0d\u542b\u5b9e\u4f53\uff09\uff0c\u8fd8\u7279\u610f\u5e73\u8861\u4e86\u7537\u5973\u8bf4\u8bdd\u4eba\uff0c\u6a21\u62df\u771f\u5b9e\u573a\u666f\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u8bc4\u4f30\u6307\u6807\uff1a<\/strong>\u770b\u56db\u4e2a\u5173\u952e\u6570\u636e\uff0c\u522b\u5acc\u9ebb\u70e6\uff0c\u8fd9\u4e9b\u6570\u80fd\u76f4\u63a5\u770b\u51fa\u6548\u679c\uff1a<\/p>\n\n\n\n<ul><li>CER\uff1a\u6574\u4f53\u5b57\u7b26\u9519\u8bef\u7387\uff08\u8d8a\u4f4e\u8d8a\u597d\uff09\uff1b<\/li><li>NNE-CER\uff1a\u975e\u5b9e\u4f53\u90e8\u5206\u7684\u9519\u8bef\u7387\uff08\u8d8a\u4f4e\u8d8a\u597d\uff0c\u8981\u662f\u8fd9\u6570\u9ad8\u4e86\uff0c\u8bf4\u660e\u628a\u4e0d\u8be5\u6539\u7684\u6539\u4e86\uff0c\u8fc7\u7ea0\u6b63\uff09\uff1b<\/li><li>NE-CER\uff1a\u5b9e\u4f53\u90e8\u5206\u7684\u9519\u8bef\u7387\uff08\u8d8a\u4f4e\u8d8a\u597d\uff09\uff1b<\/li><li>NE-Recall\uff1a\u5b9e\u4f53\u53ec\u56de\u7387\uff08\u8d8a\u9ad8\u8d8a\u597d\uff0c\u610f\u601d\u662f\u201c\u80fd\u628a\u591a\u5c11\u5b9e\u4f53\u4ece\u9519\u7684\u91cc\u635e\u5bf9\u201d\uff09\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u5bf9\u6bd4\u7684\u57fa\u7ebf\u65b9\u6cd5\uff1a<\/strong>\u8ddf\u56db\u79cd\u65b9\u6cd5\u6bd4\uff0c\u786e\u4fdd\u65b0\u65b9\u6cd5\u771f\u7684\u597d\uff1a<\/p>\n\n\n\n<ul><li>\u539f\u59cbWhisper\uff08\u6ca1\u7ea0\u6b63\u7684ASR\u7ed3\u679c\uff09\uff1b<\/li><li>PED-NEC\uff08\u4f20\u7edf\u7684\u57fa\u4e8e\u7f16\u8f91\u8ddd\u79bb\u7684\u65b9\u6cd5\uff09\uff1b<\/li><li>PED+GL\uff08\u7528PED\u627e\u5019\u9009\uff0c\u7528\u65b0\u7684GL\u7ea0\u6b63\uff09\uff1b<\/li><li>SS+NEC\uff08\u7528\u65b0\u7684SS\u627e\u5019\u9009\uff0c\u7528\u4f20\u7edfPED\u7ea0\u6b63\uff09\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"882\" height=\"237\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-18.png\" alt=\"\" class=\"wp-image-29436\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-18.png 882w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-18-300x81.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-18-768x206.png 768w\" sizes=\"(max-width: 882px) 100vw, 882px\" \/><\/figure>\n\n\n\n<ul><li>\u539f\u59cbWhisper\u6700\u5dee\uff0c\u5b9e\u4f53\u53ec\u56de\u7387\u624d70.85%\uff1b<\/li><li>PED-NEC\u6bd4Whisper\u597d\uff0c\u4f46\u6709\u4e2a\u95ee\u9898\uff1aNNE-CER\u4ece10.00\u5347\u523010.42\uff0c\u8bf4\u660e\u5b83\u6709\u70b9\u201c\u778e\u6539\u201d\uff0c\u628a\u975e\u5b9e\u4f53\u7684\u5185\u5bb9\u4e5f\u6539\u574f\u4e86\uff08\u8fc7\u7ea0\u6b63\uff09\uff1b<\/li><li><strong>\u800cSS+GL\u5462\uff1f\u6240\u6709\u6307\u6807\u90fd\u6700\u4f18\uff1a\u6574\u4f53CER\u6700\u4f4e\uff089.85\uff09\uff0c\u5b9e\u4f53\u9519\u8bef\u7387\u6700\u4f4e\uff087.41\uff09\uff0c\u5b9e\u4f53\u53ec\u56de\u7387\u6700\u9ad8\uff0887.31\uff0c\u6bd4PED-NEC\u9ad84\u4e2a\u767e\u5206\u70b9\uff09\uff0c\u800c\u4e14NNE-CER\u51e0\u4e4e\u548cWhisper\u4e00\u6837\uff0810.01\uff09\uff0c\u6ca1\u600e\u4e48\u8fc7\u7ea0\u6b63\u2014\u2014\u8fd9\u5c31\u5f88\u725b\u4e86\uff01<\/strong><\/li><\/ul>\n\n\n\n<p>\u8bba\u6587\u8fd8\u7279\u610f\u4eceAishell\u91cc\u6311\u4e8650\u4e2a\u201c\u9519\u8bcd\u548c\u5b9e\u4f53\u957f\u5f97\u7279\u522b\u4e0d\u4e00\u6837\u201d\u7684\u6848\u4f8b\u505a\u4e86\u4e2a\u201c\u8bcd\u5f62\u5dee\u5f02\u96c6\u201d\uff0cSS+GL\u5728\u8fd9\u4e0a\u9762\u8868\u73b0\u66f4\u7a81\u51fa\uff0c\u628aPED-NEC\u7529\u5f97\u66f4\u8fdc\u3002<\/p>\n\n\n\n<p>BuzzWord\u96be\u70b9\u96c6\u8fd9\u662f\u6700\u80fd\u4f53\u73b0\u65b0\u65b9\u6cd5\u4f18\u52bf\u7684\u5730\u65b9\uff0c\u56e0\u4e3a\u8fd9\u91cc\u9762\u5168\u662fASR\u6700\u5bb9\u6613\u8ba4\u9519\u7684\u65b0\u8bcd\u3001\u5916\u6765\u8bcd\uff0c\u6570\u636e\u66f4\u60ca\u8273\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"421\" height=\"288\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-19.png\" alt=\"\" class=\"wp-image-29439\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-19.png 421w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-19-300x205.png 300w\" sizes=\"(max-width: 421px) 100vw, 421px\" \/><\/figure><\/div>\n\n\n\n<ul><li>\u539f\u59cbWhisper\u5728\u8fd9\u76f4\u63a5\u201c\u5d29\u4e86\u201d\uff0c\u5b9e\u4f53\u53ec\u56de\u7387\u624d12.22%\u2014\u201410\u4e2a\u5b9e\u4f53\u91cc\u624d\u5bf91\u4e2a\u591a\uff0c\u53ef\u89c1\u8fd9\u4e9b\u65b0\u8bcd\u591a\u96be\u8ba4\uff1b<\/li><li>PED-NEC\u867d\u7136\u6bd4Whisper\u597d\uff0c\u4f46\u53ec\u56de\u7387\u4e5f\u624d61.82%\uff0c\u5b9e\u4f53\u9519\u8bef\u7387\u8fd8\u670923.62%\uff1b<\/li><li><strong>\u518d\u770bSS+GL\uff1a\u5b9e\u4f53\u53ec\u56de\u7387\u76f4\u63a5\u51b2\u523087.47%\uff0c\u6bd4PED-NEC\u9ad8\u4e8626\u4e2a\u767e\u5206\u70b9\uff01\u5b9e\u4f53\u9519\u8bef\u7387\u4e5f\u964d\u52307.26%\uff0c\u800c\u4e14NNE-CER\u8fd8\u662f15.29\uff0c\u6ca1\u778e\u6539\u975e\u5b9e\u4f53\u5185\u5bb9\u2014\u2014\u8fd9\u5c31\u8bc1\u660e\uff0c\u5bf9\u4ed8\u201c\u957f\u5f97\u4e0d\u4e00\u6837\u201d\u7684\u65b0\u8bcd\u3001\u5916\u6765\u8bcd\uff0cSS+GL\u662f\u771f\u7684\u884c\u3002<\/strong><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"873\" height=\"582\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-20.png\" alt=\"\" class=\"wp-image-29441\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-20.png 873w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-20-300x200.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-20-768x512.png 768w\" sizes=\"(max-width: 873px) 100vw, 873px\" \/><\/figure>\n\n\n\n<p><strong>\u5173\u952e\u56fe\u8868\u5206\u6790\uff1a\u8bc1\u660e\u65b9\u6cd5\u4e3a\u5565\u6709\u6548<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"895\" height=\"513\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-21.png\" alt=\"\" class=\"wp-image-29443\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-21.png 895w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-21-300x172.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-21-768x440.png 768w\" sizes=\"(max-width: 895px) 100vw, 895px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u56fe\u770b\u7684\u662f\u6a21\u578b\u7684\u6ce8\u610f\u529b\u5206\u5e03\uff0c\u80fd\u770b\u5230\uff1a<\/p>\n\n\n\n<ul><li>\u6a21\u578b\u6807\u6ce8\u7684\u9519\u8bef\u6587\u672c\uff08\u6bd4\u5982\u201c\u7c73\u5fb7\u4ef2\u5c3c\u201d\uff09\u3001\u5019\u9009\u5b9e\u4f53\uff08\u6bd4\u5982\u201cMidjourney\u201d\uff09\uff0c\u8fd8\u6709\u5bf9\u5e94\u7684\u8bed\u97f3\u7247\u6bb5\uff0c\u8fd9\u4e09\u8005\u4e4b\u95f4\u7684\u6ce8\u610f\u529b\u503c\u7279\u522b\u9ad8\uff1b<\/li><li>\u8fd9\u5c31\u8bf4\u660e\u6a21\u578b\u771f\u7684\u628a\u201c\u9519\u8bcd-\u5019\u9009\u5b9e\u4f53-\u8bed\u97f3\u201d\u4e09\u8005\u5173\u8054\u8d77\u6765\u4e86\uff0c\u4e0d\u662f\u778e\u6807\u9519\u8bcd\uff0c\u6807\u6ce8\u662f\u6709\u4f9d\u636e\u7684\u3002<\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"435\" height=\"367\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-22.png\" alt=\"\" class=\"wp-image-29445\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-22.png 435w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-22-300x253.png 300w\" sizes=\"(max-width: 435px) 100vw, 435px\" \/><figcaption><strong>\u68c0\u7d22\u9608\u503c\u548c\u7ea0\u6b63\u6548\u679c\u7684\u5173\u7cfb\u2014\u2014\u8bc1\u660e\u201c\u5bb9\u9519\u6027\u597d\u201d<\/strong><br><\/figcaption><\/figure><\/div>\n\n\n\n<p>\u8fd9\u56fe\u6a2a\u5750\u6807\u662f\u68c0\u7d22\u65f6\u7684\u6982\u7387\u9608\u503c\uff08\u6bd4\u59820.1\u30010.2\u20260.9\uff09\uff0c\u7eb5\u5750\u6807\u4e00\u8fb9\u662f\u68c0\u7d22\u7684F1\u503c\uff08\u8d8a\u9ad8\u8bf4\u660e\u68c0\u7d22\u8d8a\u51c6\uff09\uff0c\u4e00\u8fb9\u662f\u7ea0\u6b63\u7684CER\uff08\u8d8a\u4f4e\u8bf4\u660e\u7ea0\u6b63\u8d8a\u597d\uff09\u3002<\/p>\n\n\n\n<ul><li><strong>\u6709\u610f\u601d\u7684\u662f\uff1a<\/strong>\u4e0d\u662f\u68c0\u7d22F1\u8d8a\u9ad8\uff0c\u7ea0\u6b63\u6548\u679c\u8d8a\u597d\uff1b\u53cd\u800c\u5f53\u9608\u503c\u4f4e\u4e00\u70b9\uff08\u6bd4\u59820.3\u5de6\u53f3\uff09\uff0c\u68c0\u7d22\u53ec\u56de\u7387\u9ad8\u3001\u7cbe\u5ea6\u4f4e\u7684\u65f6\u5019\uff0c\u7ea0\u6b63\u7684CER\u6700\u4f4e\uff1b<\/li><li><strong>\u539f\u56e0\u5f88\u7b80\u5355\uff1a<\/strong>SS+GL\u7684GL\u6a21\u5757\u80fd\u201c\u5bb9\u9519\u201d\u2014\u2014<strong>\u5c31\u7b97\u68c0\u7d22\u591a\u627e\u4e86\u51e0\u4e2a\u4e0d\u592a\u51c6\u7684\u5019\u9009\uff0cGL\u4e5f\u80fd\u901a\u8fc7\u751f\u6210\u201c\u201d\u6392\u9664\u6389\uff0c\u4e0d\u7528\u6015\u5019\u9009\u91cc\u6709\u201c\u6742\u8d28\u201d\u3002<\/strong><\/li><\/ul>\n\n\n\n<p><strong>\u5b9e\u4f53\u62d2\u7edd\u6848\u4f8b\u2014\u2014\u8bc1\u660e\u201c\u4e0d\u778e\u6539\u201d<\/strong>\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\/11\/image-23.png\" alt=\"\" class=\"wp-image-29447\" width=\"343\" height=\"113\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-23.png 403w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/11\/image-23-300x99.png 300w\" sizes=\"(max-width: 343px) 100vw, 343px\" \/><\/figure><\/div>\n\n\n\n<p>\u8fd9\u4e2a\u6848\u4f8b\u7279\u522b\u5178\u578b\uff1a\u5019\u9009\u5b9e\u4f53\u662f\u201c\u97e9\u5b87\u201d\uff08\u4eba\u540d\uff09\uff0cASR\u8f6c\u5f55\u672c\u91cc\u6709\u4e24\u4e2a\u53d1\u97f3\u4e00\u6837\u7684\u8bcd\u2014\u2014\u201c\u97e9\u96e8\u201d\uff08\u53e6\u4e00\u4e2a\u4eba\u540d\uff0c\u9700\u8981\u6539\uff09\u548c\u201c\u97e9\u8bed\u201d\uff08\u8bed\u8a00\uff0c\u4e0d\u7528\u6539\uff09\u3002<\/p>\n\n\n\n<ul><li><strong>PED-NEC\uff1a<\/strong>\u56e0\u4e3a\u53d1\u97f3\u4e00\u6837\uff0c\u628a\u4fe9\u90fd\u6539\u6210\u201c\u97e9\u5b87\u201d\u4e86\uff0c\u9020\u6210\u8fc7\u7ea0\u6b63\uff1b<\/li><li><strong>SS+GL\uff1a<\/strong>\u53ea\u628a\u201c\u97e9\u96e8\u201d\u6539\u6210\u201c\u97e9\u5b87\u201d\uff0c\u201c\u97e9\u8bed\u201d\u4e0d\u52a8\u2014\u2014\u56e0\u4e3aGL\u6a21\u5757\u80fd\u7ed3\u5408\u8bed\u5883\u5224\u65ad\uff0c\u77e5\u9053\u201c\u97e9\u8bed\u201d\u4e0d\u662f\u4eba\u540d\uff0c\u4e0d\u7528\u6539\uff0c\u907f\u514d\u4e86\u778e\u6539\u7684\u95ee\u9898\u3002<\/li><\/ul>\n\n\n\n<p>\u9664\u4e86\u7ea0\u6b63\u6548\u679c\u597d\uff0cSS+GL\u8fd8\u6709\u4e09\u4e2a\u5927\u4f18\u52bf\uff1a<\/p>\n\n\n\n<ul><li><strong>\u8054\u5408\u6807\u6ce8\u6709\u6548\uff1a<\/strong>\u56fe4\u5df2\u7ecf\u8bc1\u660e\u4e86\uff0c\u6a21\u578b\u80fd\u7cbe\u51c6\u5173\u8054\u201c\u8bed\u97f3-\u5019\u9009\u5b9e\u4f53-\u9519\u8bcd\u201d\uff0c\u4e0d\u4f1a\u6807\u9519\u5bf9\u8c61\uff1b<\/li><li><strong>\u5b9e\u4f53\u62d2\u7edd\u80fd\u529b\u5f3a\uff1a<\/strong>\u68c0\u7d22\u65f6\u80fd\u6ee4\u6389\u4f4e\u76f8\u4f3c\u5ea6\u7684\u5019\u9009\uff0cGL\u8fd8\u80fd\u751f\u6210\u201c\u201d\u8df3\u8fc7\u4e0d\u7528\u6539\u7684\uff0c\u6240\u4ee5\u68c0\u7d22\u65f6\u53ef\u4ee5\u653e\u5bbd\u9608\u503c\uff0c\u591a\u627e\u5019\u9009\u4e5f\u4e0d\u6015\uff0c\u53cd\u800c\u80fd\u63d0\u9ad8\u53ec\u56de\u7387\uff1b<\/li><li><strong>\u81ea\u5e26CED\u529f\u80fd\uff1a<\/strong>CED\u662f\u201c\u9519\u8bef\u5b9e\u4f53\u68c0\u6d4b\u201d\uff0c\u4f20\u7edfPED-NEC\u5f97\u5355\u72ec\u52a0\u4e2aCED\u6a21\u5757\u624d\u80fd\u627e\u9519\u8bcd\uff0c\u800cSS+GL\u7684GL\u6a21\u5757\u5728\u751f\u6210\u9519\u8bcd\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5c31\u5df2\u7ecf\u5b8c\u6210\u4e86\u201c\u68c0\u6d4b\u9519\u8bcd\u201d\u7684\u6b65\u9aa4\uff0c\u4e0d\u7528\u989d\u5916\u52a0\u6a21\u5757\uff0c\u66f4\u7b80\u6d01\u3002<\/li><\/ul>\n\n\n\n<p>\u57fa\u4e8e\u751f\u6210\u5f0f\u7684\u7ea0\u9519\u65b9\u6cd5\u53ea\u5bf9\u201c\u5f85\u7ea0\u6b63\u6587\u672c\u201d\u8fdb\u884c\u6807\u6ce8\uff0c\u4ece\u800c\u4f7f\u5f97\u65f6\u95f4\u6d88\u8017\u6781\u5c0f\uff0c\u4f46\u5f53\u6570\u636e\u5b58\u50a8\u5e93\uff08datastore\uff09\u4e2d\u5305\u542b\u5927\u91cf\u5b9e\u4f53\u65f6\uff0c<strong>\u5b9e\u4f53\u68c0\u7d22<\/strong>\u90e8\u5206\u53ef\u80fd\u4f1a\u53d8\u5f97\u975e\u5e38\u8017\u65f6\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff1a<\/p>\n\n\n\n<ul><li>\u4e00\u65b9\u9762\uff0c\u6211\u4eec\u53ef\u4ee5\u7528 <strong>PED\uff08\u5373\u524d\u6587\u63d0\u5230\u7684 PED+GL \u65b9\u6cd5\uff09<\/strong> \u66ff\u4ee3\u68c0\u7d22\u6b65\u9aa4\uff0c\u4ee5\u964d\u4f4e\u6574\u4f53\u5ef6\u8fdf\uff1b<\/li><li>\u53e6\u4e00\u65b9\u9762\uff0c\u672a\u6765\u6211\u4eec\u8ba1\u5212\u5c06\u5f53\u524d\u7684\u68c0\u7d22\u65b9\u6cd5\u6539\u8fdb\u4e3a<strong>\u5411\u91cf\u68c0\u7d22\uff08vector search\uff09<\/strong>\uff0c\u501f\u52a9\u73b0\u6709\u6210\u719f\u7684\u5411\u91cf\u641c\u7d22\u5f15\u64ce\uff0c\u5927\u5e45\u63d0\u5347\u68c0\u7d22\u901f\u5ea6\u3002<\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u9898\u76ee\uff1a\u300aGenerative Annotation for ASR Named Entity\u00a0Correc &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/11\/13\/asr-ssgl\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">ASR\u4e13\u6709\u540d\u8bcd\u7ea0\u9519\u540e\u5904\u7406\uff1aSS+GL\u65b9\u6cd5<\/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\/29362"}],"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=29362"}],"version-history":[{"count":63,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/29362\/revisions"}],"predecessor-version":[{"id":29517,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/29362\/revisions\/29517"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=29362"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=29362"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=29362"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}