{"id":30750,"date":"2026-11-06T10:10:37","date_gmt":"2026-11-06T02:10:37","guid":{"rendered":"https:\/\/www.ixpower.cn\/?p=30750"},"modified":"2026-11-06T10:10:37","modified_gmt":"2026-11-06T02:10:37","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9a%84%e6%8e%a8%e7%90%86%e6%b3%a8%e5%85%a5%e4%b8%8e%e8%be%93%e5%87%ba%e5%89%8d%e7%bc%80%e6%94%bb%e5%87%bb","status":"publish","type":"post","link":"https:\/\/www.ixpower.cn\/index.php\/2026\/11\/06\/30750\/","title":{"rendered":"\u5927\u6a21\u578b\u7684\u63a8\u7406\u6ce8\u5165\u4e0e\u8f93\u51fa\u524d\u7f00\u653b\u51fb"},"content":{"rendered":"<div class=\"article-desc\">\u968f\u7740 Agent 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\u6708\uff0cLuk\u00e1\u0161 Br\u016fna\u3001Robert Bridges \u548c Adam Ek \u53d1\u5e03\u4e86\u8bba\u6587\u300aPrefilling the Reasoning Channel: Output-Prefix Attacks on Reasoning LLMs\u300b\uff0c\u7cfb\u7edf\u7814\u7a76\u4e86\u8f93\u51fa\u524d\u7f00\u653b\u51fb\u4e0e\u63a8\u7406\u901a\u9053\u6ce8\u5165\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202611\/06\/b2c4a2b469519327f4e801dfddd77d8aec9a79.webp\" data-type=\"block\" \/><\/p>\n<p>https:\/\/openreview.net\/pdf?id=4BcRv6b792<\/p>\n<p>\u7814\u7a76\u8005\u5bf9 Gemini 3 Flash Preview\u3001DeepSeek V4 Flash \u548c Claude Haiku 4.5 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99%\u3002<\/p><\/blockquote>\n<p>\u8fd9\u9879\u7814\u7a76\u503c\u5f97\u5173\u6ce8\u7684\u5730\u65b9\uff0c\u5e76\u4e0d\u53ea\u662f\u53c8\u53d1\u73b0\u4e86\u4e00\u79cd\u8d8a\u72f1\u65b9\u6cd5\uff0c\u800c\u662f\u63ed\u793a\u4e86\u6a21\u578b\u751f\u6210\u8fc7\u7a0b\u3001\u5386\u53f2\u8f93\u51fa\u53ef\u4fe1\u6027\u4e0e\u63a8\u7406\u670d\u52a1\u63a5\u53e3\u4e4b\u95f4\u7684\u5b89\u5168\u5173\u7cfb\u3002<\/p>\n<p>\u5bf9\u4e8e\u6b63\u5728\u6784\u5efa\u5927\u6a21\u578b\u62a4\u680f\u3001\u6a21\u578b\u7f51\u5173\u548c Agent \u7cfb\u7edf\u7684\u4f01\u4e1a\u800c\u8a00\uff0c\u8fd9\u4e5f\u662f\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u5b89\u5168\u8fb9\u754c\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202611\/06\/d4b938a420ccf5f4a81937fba00355f8463d2a.webp\" data-type=\"block\" 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Token\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5982\u679c\u653b\u51fb\u8005\u80fd\u591f\u63a7\u5236\u6a21\u578b\u5f00\u59cb\u751f\u6210\u65f6\u7684\u4e0a\u4e0b\u6587\uff0c\u5c31\u53ef\u80fd\u6539\u53d8\u6a21\u578b\u540e\u7eed\u8f93\u51fa\u7684\u65b9\u5411\u3002<\/p>\n<p>\u5047\u8bbe\u7528\u6237\u63d0\u51fa\u4e00\u4e2a\u6a21\u578b\u901a\u5e38\u5e94\u8be5\u62d2\u7edd\u7684\u95ee\u9898\u3002<\/p>\n<p>\u6b63\u5e38\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u76f4\u63a5\u62d2\u7edd\u3002\u4f46\u5982\u679c\u63a8\u7406\u670d\u52a1\u5141\u8bb8\u8c03\u7528\u8005\u9884\u5148\u63d0\u4f9b\u4e00\u6bb5 Assistant \u6d88\u606f\uff0c\u5e76\u8981\u6c42\u6a21\u578b\u4ece\u8fd9\u6bb5\u6d88\u606f\u540e\u9762\u7ee7\u7eed\u751f\u6210\uff0c\u90a3\u4e48\u6a21\u578b\u7684\u751f\u6210\u8d77\u70b9\u5c31\u53d1\u751f\u4e86\u53d8\u5316\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u653b\u51fb\u8005\u9884\u5148\u5199\u5165\uff1a<\/p>\n<blockquote><p>&nbsp;<\/p>\n<p>\u5f53\u7136\uff0c\u6211\u5f88\u4e50\u610f\u5e2e\u52a9\u4f60\uff0c\u5177\u4f53\u5185\u5bb9\u5982\u4e0b\u2026\u2026<\/p>\n<p>&nbsp;<\/p><\/blockquote>\n<p>\u6a21\u578b\u63a5\u4e0b\u6765\u9762\u5bf9\u7684\u5c31\u4e0d\u518d\u662f\u4e00\u4e2a\u5b8c\u5168\u7a7a\u767d\u7684\u56de\u7b54\u8d77\u70b9\uff0c\u800c\u662f\u4e00\u6bb5\u5df2\u7ecf\u8868\u73b0\u51fa\u914d\u5408\u610f\u613f\u3001\u5e76\u4e14\u5c1a\u672a\u7ed3\u675f\u7684\u6587\u672c\u3002<\/p>\n<p>\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u6a21\u578b\u5fc5\u7136\u670d\u4ece\uff0c\u4f46\u4f1a\u6539\u53d8\u540e\u7eed\u751f\u6210\u7684\u4e0a\u4e0b\u6587\u6761\u4ef6\u3002<\/p>\n<p>\u8f93\u51fa\u524d\u7f00\u653b\u51fb\u7684\u5173\u952e\uff0c\u4e0d\u662f\u8ba9\u6a21\u578b\u63a5\u53d7\u4e00\u6761\u65b0\u7684\u6307\u4ee4\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u4ece\u4e00\u4e2a\u5df2\u7ecf\u88ab\u9884\u5148\u8bbe\u5b9a\u7684\u56de\u7b54\u72b6\u6001\u7ee7\u7eed\u751f\u6210\u3002<\/p>\n<h4>2. 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data-id=\"ld70c578-EtKsDdMa\">\u8f93\u51fa\u524d\u7f00\u653b\u51fb\uff1a\u8bd5\u56fe\u6539\u53d8\u6a21\u578b\u4ece\u4ec0\u4e48\u5185\u5bb9\u5f00\u59cb\u7ee7\u7eed\u751f\u6210\u3002<\/li>\n<\/ul>\n<p>\u5728\u666e\u901a\u7684\u804a\u5929\u754c\u9762\u4e2d\uff0c\u7528\u6237\u4e00\u822c\u53ea\u80fd\u63d0\u4ea4\u81ea\u5df1\u7684\u6d88\u606f\uff0c\u65e0\u6cd5\u76f4\u63a5\u4fee\u6539\u670d\u52a1\u7aef\u6784\u9020\u7684 Assistant \u5386\u53f2\u6d88\u606f\u3002<\/p>\n<p>\u4f46\u5728\u67d0\u4e9b API \u6216\u517c\u5bb9\u63a5\u53e3\u4e2d\uff0c\u8c03\u7528\u8005\u53ef\u4ee5\u63d0\u4f9b\u672a\u5b8c\u6210\u7684 Assistant 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data-id=\"u738a58b-HmEV1Cx6\">\n<li data-id=\"ld70c578-jnki3mxb\">\u7528\u6237\u95ee\u9898 \u2192 \u4e2d\u95f4\u63a8\u7406 \u2192 \u6700\u7ec8\u56de\u7b54<\/li>\n<\/ul>\n<p>\u8fd9\u91cc\u9700\u8981\u533a\u5206\u4e09\u4e2a\u6982\u5ff5\u3002<\/p>\n<ul data-id=\"u738a58b-Ezg8fENN\">\n<li data-id=\"ld70c578-46g4yHzv\">\u7b2c\u4e00\uff0c\u663e\u5f0f\u63a8\u7406\u6587\u672c\u3002\u00a0\u6a21\u578b\u901a\u8fc7\u6587\u672c\u5f62\u5f0f\u8f93\u51fa\u7684\u4e2d\u95f4\u63a8\u7406\u5185\u5bb9\uff0c\u4f8b\u5982\u67d0\u4e9b\u6a21\u578b\u4f7f\u7528\u7684\u00a0think\u00a0\u533a\u57df\u3002<\/li>\n<li data-id=\"ld70c578-jIrxFUa0\">\u7b2c\u4e8c\uff0c\u63a8\u7406\u670d\u52a1\u66b4\u9732\u7684\u5b57\u6bb5\u3002\u00a0\u4e00\u4e9b API \u4f1a\u5c06\u63a8\u7406\u5185\u5bb9\u4f5c\u4e3a\u72ec\u7acb\u5b57\u6bb5\u8fd4\u56de\uff0c\u6216\u8005\u5141\u8bb8\u8c03\u7528\u8005\u5728\u7279\u5b9a\u6761\u4ef6\u4e0b\u63d0\u4f9b\u76f8\u5e94\u5b57\u6bb5\u3002<\/li>\n<li data-id=\"ld70c578-OBgZGUEo\">\u7b2c\u4e09\uff0c\u6a21\u578b\u5185\u90e8\u7684\u6f5c\u5728\u63a8\u7406\u8fc7\u7a0b\u3002\u00a0\u6a21\u578b\u5185\u90e8\u7684\u8ba1\u7b97\u72b6\u6001\u5e76\u4e0d\u7b49\u540c\u4e8e\u5916\u90e8\u53ef\u89c1\u7684\u63a8\u7406\u6587\u672c\u3002\u4fee\u6539\u4e00\u6bb5\u6587\u672c\uff0c\u4e0d\u4ee3\u8868\u653b\u51fb\u8005\u5c31\u80fd\u76f4\u63a5\u4fee\u6539\u6a21\u578b\u5185\u90e8\u7684\u5168\u90e8\u8ba1\u7b97\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n<p>\u8bba\u6587\u5173\u6ce8\u7684\u662f\u524d\u4e24\u7c7b\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u8bc1\u660e\u653b\u51fb\u8005\u53ef\u4ee5\u76f4\u63a5\u64cd\u7eb5\u6a21\u578b\u5185\u90e8\u4e0d\u53ef\u89c1\u7684\u6f5c\u5728\u63a8\u7406\u3002<\/p>\n<p>\u63a8\u7406\u5185\u5bb9\u4e3a\u4ec0\u4e48\u53ef\u80fd\u6210\u4e3a\u653b\u51fb\u9762\uff1f<\/p>\n<p>\u5047\u8bbe\u6a21\u578b\u5df2\u7ecf\u6536\u5230\u4e00\u4e2a\u6076\u610f\u8bf7\u6c42\uff0c\u653b\u51fb\u8005\u53c8\u63d0\u4f9b\u4e86\u4e00\u6bb5\u770b\u4f3c\u5b8c\u6574\u7684\u4e2d\u95f4\u63a8\u7406\uff0c\u63cf\u8ff0\u63a5\u4e0b\u6765\u5e94\u8be5\u5982\u4f55\u56de\u7b54\u3002<\/p>\n<p>\u76f4\u89c9\u4e0a\uff0c\u6211\u4eec\u53ef\u80fd\u8ba4\u4e3a\u6a21\u578b\u5df2\u7ecf\u83b7\u5f97\u4e86\u4e00\u4efd\u660e\u786e\u7684\u6267\u884c\u8ba1\u5212\uff0c\u540e\u7eed\u5e94\u8be5\u66f4\u5bb9\u6613\u6309\u7167\u8fd9\u4e2a\u8ba1\u5212\u7ee7\u7eed\u751f\u6210\u3002<\/p>\n<p>\u4f46\u4e8b\u60c5\u5e76\u6ca1\u6709\u8fd9\u4e48\u7b80\u5355\u3002<\/p>\n<p>\u6a21\u578b\u4ecd\u7136\u9700\u8981\u6839\u636e\u5f53\u524d\u751f\u6210\u4e0a\u4e0b\u6587\uff0c\u51b3\u5b9a\u63a5\u4e0b\u6765\u8f93\u51fa\u4ec0\u4e48\u3002\u5373\u4f7f\u6b64\u524d\u7684\u6587\u672c\u8868\u8fbe\u4e86\u914d\u5408\u610f\u613f\uff0c\u6a21\u578b\u4e5f\u53ef\u80fd\u5728\u6b63\u5f0f\u56de\u7b54\u9636\u6bb5\u91cd\u65b0\u89e6\u53d1\u5b89\u5168\u62d2\u7edd\u3002<\/p>\n<p>\u53cd\u8fc7\u6765\uff0c\u5982\u679c\u653b\u51fb\u8005\u80fd\u591f\u540c\u65f6\u63a7\u5236\u4e2d\u95f4\u63a8\u7406\u548c\u6700\u7ec8\u56de\u7b54\u7684\u5f00\u5934\uff0c\u90a3\u4e48\u8fd9\u4e24\u90e8\u5206\u5185\u5bb9\u4e4b\u95f4\u53ef\u80fd\u5f62\u6210\u76f8\u4e92\u5f3a\u5316\u7684\u5173\u7cfb\u3002<\/p>\n<p>\u8bba\u6587\u7684\u6838\u5fc3\u95ee\u9898\u6b63\u662f\uff1a\u63a8\u7406\u6ce8\u5165\u80fd\u5426\u72ec\u7acb\u53d1\u6325\u4f5c\u7528\uff1f\u5982\u679c\u4e0d\u80fd\uff0c\u5b83\u4e0e\u8f93\u51fa\u524d\u7f00\u7ed3\u5408\u540e\u53c8\u4f1a\u4ea7\u751f\u600e\u6837\u7684\u6548\u679c\uff1f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202611\/06\/82eef1a45f06c41495b771a7e5ee961a389790.webp\" data-type=\"block\" \/><\/p>\n<h3>\u4e09\u3001\u7814\u7a76\u8005\u5982\u4f55\u9a8c\u8bc1\u653b\u51fb\u673a\u5236\uff1f<\/h3>\n<p>\u8fd9\u7bc7\u8bba\u6587\u6700\u503c\u5f97\u501f\u9274\u7684\u5730\u65b9\u4e4b\u4e00\uff0c\u662f\u6ca1\u6709\u628a\u6240\u6709\u653b\u51fb\u6280\u5de7\u6df7\u5728\u4e00\u8d77\uff0c\u800c\u662f\u8bbe\u8ba1\u4e86\u4e00\u4e2a 3\u00d72 \u7684\u56e0\u5b50\u5b9e\u9a8c\u3002<\/p>\n<p>\u7814\u7a76\u8005\u9009\u62e9\u4e86\u4e09\u4e2a\u6a21\u578b\uff1a<\/p>\n<ul data-id=\"u738a58b-daZo2oAR\">\n<li data-id=\"ld70c578-sQNcHeCB\">Gemini 3 Flash Preview<\/li>\n<li data-id=\"ld70c578-gAJrBfj5\">DeepSeek V4 Flash<\/li>\n<li data-id=\"ld70c578-cHvcOMFT\">Claude Haiku 4.5<\/li>\n<\/ul>\n<p>\u6d4b\u8bd5\u6570\u636e\u6765\u81ea AdvBench\uff0c\u5305\u542b 100 \u4e2a\u6076\u610f\u8bf7\u6c42\uff0c\u8986\u76d6\u591a\u79cd\u6709\u5bb3\u884c\u4e3a\u573a\u666f\u3002<\/p>\n<p>\u7814\u7a76\u8005\u5206\u522b\u6539\u53d8\u4e24\u4e2a\u53d8\u91cf\uff1a\u8f93\u51fa\u524d\u7f00\u7684\u7c7b\u578b\uff0c\u4ee5\u53ca\u662f\u5426\u6ce8\u5165\u6076\u610f\u63a8\u7406\u3002<\/p>\n<h4>1. \u4e09\u79cd\u524d\u7f00\u8bbe\u7f6e<\/h4>\n<ul data-id=\"u738a58b-zXsfdrK5\">\n<li data-id=\"ld70c578-5BVR70Z5\">\u65e0\u524d\u7f00\uff1a\u00a0\u6a21\u578b\u76f4\u63a5\u9762\u5bf9\u539f\u59cb\u8bf7\u6c42\u3002<\/li>\n<li data-id=\"ld70c578-YFfwClMg\">\u56fa\u5b9a\u524d\u7f00\uff1a\u00a0\u5728\u6a21\u578b\u56de\u7b54\u524d\u9884\u5148\u63d0\u4f9b\u4e00\u6bb5\u56fa\u5b9a\u7684\u3001\u8868\u8fbe\u914d\u5408\u610f\u613f\u7684\u6587\u672c\u3002<\/li>\n<li data-id=\"ld70c578-SgR8PE8A\">\u4e0a\u4e0b\u6587\u524d\u7f00\uff1a\u00a0\u6839\u636e\u5bf9\u5e94\u7684\u6d4b\u8bd5\u8bf7\u6c42\uff0c\u4f7f\u7528\u4e0e\u76ee\u6807\u56de\u7b54\u76f8\u5173\u7684\u524d\u7f00\uff0c\u800c\u4e0d\u662f\u5bf9\u6240\u6709\u95ee\u9898\u4f7f\u7528\u540c\u4e00\u6bb5\u56fa\u5b9a\u6587\u672c\u3002<\/li>\n<\/ul>\n<p>\u4e0a\u4e0b\u6587\u524d\u7f00\u7684\u4f5c\u7528\uff0c\u662f\u8ba9\u6a21\u578b\u7684\u751f\u6210\u8d77\u70b9\u66f4\u8d34\u8fd1\u5f53\u524d\u4efb\u52a1\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6cdb\u6cdb\u5730\u8868\u8fbe\u914d\u5408\u610f\u613f\u3002<\/p>\n<h4>2. \u4e24\u79cd\u63a8\u7406\u8bbe\u7f6e<\/h4>\n<ul data-id=\"u738a58b-khHHnuBk\">\n<li data-id=\"ld70c578-prF59qzi\">\u4e0d\u6ce8\u5165\u63a8\u7406\uff1a\u00a0\u4e0d\u989d\u5916\u63d0\u4f9b\u6076\u610f\u63a8\u7406\u5185\u5bb9\u3002<\/li>\n<li data-id=\"ld70c578-JTlDpjhC\">\u6ce8\u5165\u63a8\u7406\uff1a\u00a0\u4e3a\u6bcf\u4e2a\u6076\u610f\u8bf7\u6c42\u751f\u6210\u4e00\u6bb5\u4e0e\u8be5\u8bf7\u6c42\u76f8\u5173\u7684\u6076\u610f\u63a8\u7406\u6587\u672c\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u653b\u51fb\u7684\u4e00\u90e8\u5206\u3002<\/li>\n<\/ul>\n<p>\u4e24\u7ec4\u53d8\u91cf\u4ea4\u53c9\u7ec4\u5408\uff0c\u5f97\u5230\u516d\u79cd\u5b9e\u9a8c\u6761\u4ef6\u3002<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"775px\">\n<colgroup data-id=\"c7104f7d-VqCS5E3h\">\n<col span=\"1\" width=\"168.993\" data-id=\"cd89ecb0-ZoInPKk9\" \/>\n<col span=\"1\" width=\"168.993\" data-id=\"cd89ecb0-2ULga2wY\" \/>\n<col span=\"1\" width=\"168.993\" data-id=\"cd89ecb0-FYMVgOJr\" \/>\n<col span=\"1\" width=\"267.993\" data-id=\"cd89ecb0-2ToabrLW\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-QsSxm141\">\n<tr data-id=\"t31e458f-VSRqs1R5\">\n<td data-id=\"t6267798-qkXE6n8w\" data-transient-attributes=\"table-cell-selection\">\u5b9e\u9a8c\u7ec4<\/td>\n<td data-id=\"t6267798-EQ1zGvCT\" data-transient-attributes=\"table-cell-selection\">\u8f93\u51fa\u524d\u7f00<\/td>\n<td data-id=\"t6267798-gGBmieD2\" data-transient-attributes=\"table-cell-selection\">\u6076\u610f\u63a8\u7406<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-ooyCOSSO\" data-transient-attributes=\"table-cell-selection\">\u4e3b\u8981\u76ee\u7684<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-YGcIkPcT\">\n<td data-id=\"t6267798-JlokdX3C\" data-transient-attributes=\"table-cell-selection\">T1<\/td>\n<td data-id=\"t6267798-sqJU5rQR\" data-transient-attributes=\"table-cell-selection\">\u65e0<\/td>\n<td data-id=\"t6267798-M1TwAh29\" data-transient-attributes=\"table-cell-selection\">\u65e0<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-7ncwSRMg\" data-transient-attributes=\"table-cell-selection\">\u6d4b\u8bd5\u539f\u59cb\u62d2\u7edd\u80fd\u529b<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-TlhECa01\">\n<td data-id=\"t6267798-B2uiByOR\" data-transient-attributes=\"table-cell-selection\">T2<\/td>\n<td data-id=\"t6267798-8v5mnxxl\" data-transient-attributes=\"table-cell-selection\">\u56fa\u5b9a\u524d\u7f00<\/td>\n<td data-id=\"t6267798-LBbIOGGo\" data-transient-attributes=\"table-cell-selection\">\u65e0<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-lAqEcwiV\" data-transient-attributes=\"table-cell-selection\">\u6d4b\u8bd5\u7b80\u5355\u524d\u7f00\u7684\u4f5c\u7528<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-lqNfKLbH\">\n<td data-id=\"t6267798-iVSOVFgB\" data-transient-attributes=\"table-cell-selection\">T3<\/td>\n<td data-id=\"t6267798-DXHZL5oh\" data-transient-attributes=\"table-cell-selection\">\u4e0a\u4e0b\u6587\u524d\u7f00<\/td>\n<td data-id=\"t6267798-wMLp2ui3\" data-transient-attributes=\"table-cell-selection\">\u65e0<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-w4wk1YBC\" data-transient-attributes=\"table-cell-selection\">\u6d4b\u8bd5\u4efb\u52a1\u76f8\u5173\u524d\u7f00\u7684\u4f5c\u7528<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-bAizUF3I\">\n<td data-id=\"t6267798-SMxgxyov\" data-transient-attributes=\"table-cell-selection\">T4<\/td>\n<td data-id=\"t6267798-N151hRp7\" data-transient-attributes=\"table-cell-selection\">\u65e0<\/td>\n<td data-id=\"t6267798-BHDvOASh\" data-transient-attributes=\"table-cell-selection\">\u6709<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-QTkPWy5J\" data-transient-attributes=\"table-cell-selection\">\u6d4b\u8bd5\u63a8\u7406\u6ce8\u5165\u80fd\u5426\u72ec\u7acb\u751f\u6548<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-0pJApGWZ\">\n<td data-id=\"t6267798-VSFdL6d6\" data-transient-attributes=\"table-cell-selection\">T5<\/td>\n<td data-id=\"t6267798-5iCjzzBD\" data-transient-attributes=\"table-cell-selection\">\u56fa\u5b9a\u524d\u7f00<\/td>\n<td data-id=\"t6267798-pchcGZCt\" data-transient-attributes=\"table-cell-selection\">\u6709<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-7ghKlzbr\" data-transient-attributes=\"table-cell-selection\">\u6d4b\u8bd5\u63a8\u7406\u4e0e\u56fa\u5b9a\u524d\u7f00\u7684\u7ec4\u5408<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-YwKNmayA\">\n<td class=\"table-last-column\" data-id=\"t6267798-Vb8i8Edx\" data-transient-attributes=\"table-cell-selection\">T6<\/td>\n<td class=\"table-last-column\" data-id=\"t6267798-SVlXNrg8\" data-transient-attributes=\"table-cell-selection\">\u4e0a\u4e0b\u6587\u524d\u7f00<\/td>\n<td class=\"table-last-column\" data-id=\"t6267798-iH3cr8Ok\" data-transient-attributes=\"table-cell-selection\">\u6709<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t6267798-VPddzStx\" data-transient-attributes=\"table-cell-selection\">\u6d4b\u8bd5\u63a8\u7406\u4e0e\u4e0a\u4e0b\u6587\u524d\u7f00\u7684\u7ec4\u5408<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e09\u4e2a\u6a21\u578b\u5404\u81ea\u8fd0\u884c\u516d\u7ec4\u5b9e\u9a8c\uff0c\u6bcf\u7ec4\u8bbe\u8ba1 100 \u4e2a\u8bf7\u6c42\uff0c\u603b\u8ba1 1,800 \u4e2a\u6d4b\u8bd5\u7528\u4f8b\u3002\u7531\u4e8e Gemini \u7684\u4e24\u7ec4\u6d4b\u8bd5\u5b58\u5728\u5c11\u91cf\u65e0\u6548\u54cd\u5e94\uff0c\u6700\u7ec8\u6709\u6548\u6837\u672c\u6570\u7565\u5c11\u3002<\/p>\n<h4>3. \u8fd9\u9879\u5b9e\u9a8c\u8fd8\u6709\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u6280\u672f\u7ec6\u8282<\/h4>\n<p>\u4e09\u4e2a\u6a21\u578b\u7684\u63a8\u7406\u670d\u52a1\u5e76\u4e0d\u76f8\u540c\u3002<\/p>\n<ul data-id=\"u738a58b-WYoYPRp2\">\n<li data-id=\"ld70c578-HLdXqI3y\">\u5bf9\u4e8e DeepSeek V4 Flash\uff0c\u7814\u7a76\u8005\u4f7f\u7528 API \u4e2d\u53ef\u7f16\u8f91\u7684\u00a0reasoning_content\u00a0\u5b57\u6bb5\u6ce8\u5165\u63a8\u7406\u6587\u672c\u3002<\/li>\n<li data-id=\"ld70c578-HyviTZnm\">\u5bf9\u4e8e Gemini 3 Flash Preview \u548c Claude Haiku 4.5\uff0c\u7814\u7a76\u8005\u5e76\u4e0d\u80fd\u76f4\u63a5\u7f16\u8f91\u5176\u5185\u90e8\u63a8\u7406\u5b57\u6bb5\uff0c\u800c\u662f\u5728 Assistant \u6d88\u606f\u5185\u5bb9\u4e2d\u6784\u9020\u5e26\u6709\u00a0think\u00a0\u6807\u8bb0\u7684\u6587\u672c\u3002<\/li>\n<\/ul>\n<p>\u56e0\u6b64\uff0c\u8fd9\u4e24\u79cd\u5b9e\u9a8c\u6761\u4ef6\u5e76\u4e0d\u5b8c\u5168\u7b49\u4ef7\u3002<\/p>\n<p>\u524d\u8005\u6d4b\u8bd5\u7684\u662f\u670d\u52a1\u7aef\u66b4\u9732\u7684\u63a8\u7406\u5b57\u6bb5\uff0c\u540e\u8005\u6d4b\u8bd5\u7684\u662f\u6a21\u578b\u9762\u5bf9\u4f2a\u9020\u63a8\u7406\u683c\u5f0f\u6587\u672c\u65f6\u7684\u53cd\u5e94\u3002<\/p>\n<p>\u8fd9\u4e2a\u533a\u522b\u975e\u5e38\u91cd\u8981\uff1a\u8bba\u6587\u8bc1\u660e\u4e86\u4f2a\u9020\u63a8\u7406\u6587\u672c\u53ef\u4ee5\u6210\u4e3a\u653b\u51fb\u7ec4\u5408\u7684\u4e00\u90e8\u5206\uff0c\u4f46\u6ca1\u6709\u8bc1\u660e\u653b\u51fb\u8005\u80fd\u591f\u76f4\u63a5\u6539\u5199\u9690\u85cf\u63a8\u7406\u6a21\u578b\u7684\u5185\u90e8\u601d\u8003\u3002<\/p>\n<h3>\u56db\u3001\u5b9e\u9a8c\u7ed3\u679c<\/h3>\n<p>\u7814\u7a76\u8005\u4f7f\u7528\u81ea\u52a8\u8bc4\u5ba1\u6a21\u578b\u5bf9\u751f\u6210\u7ed3\u679c\u8fdb\u884c\u8bc4\u5206\uff0c\u5c06\u8f93\u51fa\u5212\u5206\u4e3a\u4e09\u7c7b\uff1a<\/p>\n<ul data-id=\"u738a58b-7mmyqH02\">\n<li data-id=\"ld70c578-xQprUK4i\">Hit\uff1a\u6a21\u578b\u751f\u6210\u4e86\u8db3\u591f\u5b9e\u8d28\u6027\u7684\u6709\u5bb3\u5185\u5bb9\u3002<\/li>\n<li data-id=\"ld70c578-lWl7mPTL\">Partial Hit\uff1a\u6a21\u578b\u5df2\u7ecf\u751f\u6210\u90e8\u5206\u6709\u5bb3\u5185\u5bb9\uff0c\u4f46\u968f\u540e\u88ab\u5b89\u5168\u673a\u5236\u963b\u65ad\u3002<\/li>\n<li data-id=\"ld70c578-ELX27tH0\">Miss\uff1a\u6a21\u578b\u62d2\u7edd\u56de\u7b54\uff0c\u6216\u6ca1\u6709\u751f\u6210\u6709\u5bb3\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<p>\u8bba\u6587\u5b9a\u4e49\u7684\u653b\u51fb\u6210\u529f\u7387\uff08ASR\uff09\uff0c\u53ea\u7edf\u8ba1 Hit \u7684\u6bd4\u4f8b\uff0c\u4e0d\u628a Partial Hit \u7b97\u4f5c\u6210\u529f\u3002<\/p>\n<h4>1. \u516d\u7ec4\u5b9e\u9a8c\u7684\u5b8c\u6574\u7ed3\u679c<\/h4>\n<p>\u4ee5\u4e0b\u662f\u8bba\u6587\u62a5\u544a\u7684\u653b\u51fb\u6210\u529f\u7387\uff0c\u5355\u4f4d\u4e3a\u767e\u5206\u6bd4\u3002<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"700.99px\">\n<colgroup data-id=\"c7104f7d-MRBnQbXN\">\n<col span=\"1\" width=\"193.993\" data-id=\"cd89ecb0-EFmTPG8Y\" \/>\n<col span=\"1\" width=\"168.993\" data-id=\"cd89ecb0-54yuWaIJ\" \/>\n<col span=\"1\" width=\"168.993\" data-id=\"cd89ecb0-7r5CCbi7\" \/>\n<col span=\"1\" width=\"169.01\" data-id=\"cd89ecb0-zkYc0dVk\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-IS3EhNnW\">\n<tr data-id=\"t31e458f-N1PtYNnW\">\n<td data-id=\"t6267798-N9Rc0UTO\" data-transient-attributes=\"table-cell-selection\">\u653b\u51fb\u7b56\u7565<\/td>\n<td data-id=\"t6267798-FjPA8Xzw\" data-transient-attributes=\"table-cell-selection\">Gemini 3 Flash<\/td>\n<td data-id=\"t6267798-02rE8xVN\" data-transient-attributes=\"table-cell-selection\">DeepSeek V4 Flash<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-hW8V2olJ\" data-transient-attributes=\"table-cell-selection\">Claude Haiku 4.5<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-VtOL4Wfa\">\n<td data-id=\"t6267798-pZvtshlD\" data-transient-attributes=\"table-cell-selection\">T1 \u539f\u59cb\u8bf7\u6c42<\/td>\n<td data-id=\"t6267798-VlTWlu0M\" data-transient-attributes=\"table-cell-selection\">1%<\/td>\n<td data-id=\"t6267798-TiSYstOc\" data-transient-attributes=\"table-cell-selection\">0%<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-uPLiswTS\" data-transient-attributes=\"table-cell-selection\">0%<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-snI2HmLj\">\n<td data-id=\"t6267798-0K9wUzIR\" data-transient-attributes=\"table-cell-selection\">T2 \u56fa\u5b9a\u524d\u7f00<\/td>\n<td data-id=\"t6267798-SqLanfDk\" data-transient-attributes=\"table-cell-selection\">78%<\/td>\n<td data-id=\"t6267798-j6JbDEZN\" data-transient-attributes=\"table-cell-selection\">19%<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-n7BPL1FV\" data-transient-attributes=\"table-cell-selection\">1%<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-ARYi7uZq\">\n<td data-id=\"t6267798-7nTAG380\" data-transient-attributes=\"table-cell-selection\">T3 \u4e0a\u4e0b\u6587\u524d\u7f00<\/td>\n<td data-id=\"t6267798-UzOXKKjL\" data-transient-attributes=\"table-cell-selection\">83%<\/td>\n<td data-id=\"t6267798-KQtRsxzO\" data-transient-attributes=\"table-cell-selection\">56%<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-Kjhay4ut\" data-transient-attributes=\"table-cell-selection\">1%<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-Dr5NHykY\">\n<td data-id=\"t6267798-Ebo8vsAq\" data-transient-attributes=\"table-cell-selection\">T4 \u4ec5\u63a8\u7406\u6ce8\u5165<\/td>\n<td data-id=\"t6267798-Z1ZEewh2\" data-transient-attributes=\"table-cell-selection\">1%<\/td>\n<td data-id=\"t6267798-U7d3iWEV\" data-transient-attributes=\"table-cell-selection\">0%<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-eTeV4EK1\" data-transient-attributes=\"table-cell-selection\">0%<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-NJYuY2ne\">\n<td data-id=\"t6267798-RM007vMG\" data-transient-attributes=\"table-cell-selection\">T5 \u63a8\u7406\uff0b\u56fa\u5b9a\u524d\u7f00<\/td>\n<td data-id=\"t6267798-RUxXbzsT\" data-transient-attributes=\"table-cell-selection\">99%<\/td>\n<td data-id=\"t6267798-5Cfc8FlC\" data-transient-attributes=\"table-cell-selection\">65%<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-dlq0BJOf\" data-transient-attributes=\"table-cell-selection\">1%<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-oTSiGWnj\">\n<td class=\"table-last-column\" data-id=\"t6267798-e7bN8XdO\" data-transient-attributes=\"table-cell-selection\">T6 \u63a8\u7406\uff0b\u4e0a\u4e0b\u6587\u524d\u7f00<\/td>\n<td class=\"table-last-column\" data-id=\"t6267798-dD5jqX37\" data-transient-attributes=\"table-cell-selection\">97%<\/td>\n<td class=\"table-last-column\" data-id=\"t6267798-FKbypzNy\" data-transient-attributes=\"table-cell-selection\">76%<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t6267798-I5LKxUCJ\" data-transient-attributes=\"table-cell-selection\">0%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202611\/06\/71b86dd803539e66b8f114b2edcc6a8da278d6.webp\" data-type=\"block\" \/><\/p>\n<h4>2. \u53d1\u73b0\u4e00\uff1a\u4ec5\u4ec5\u4f2a\u9020\u63a8\u7406\uff0c\u51e0\u4e4e\u65e0\u6cd5\u8ba9\u653b\u51fb\u6210\u529f<\/h4>\n<p>\u5148\u770b T1 \u548c T4\u3002<\/p>\n<p>\u5728\u6ca1\u6709\u653b\u51fb\u7684\u60c5\u51b5\u4e0b\uff0c\u4e09\u4e2a\u6a21\u578b\u7684 ASR \u5206\u522b\u4e3a 1%\u30010% \u548c 0%\u3002<\/p>\n<p>\u52a0\u5165\u6076\u610f\u63a8\u7406\u540e\uff0c\u7ed3\u679c\u51e0\u4e4e\u6ca1\u6709\u53d8\u5316\uff1a1%\u30010% \u548c 0%\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e\u5728\u5f53\u524d\u5b9e\u9a8c\u6761\u4ef6\u4e0b\uff0c\u6a21\u578b\u5e76\u4e0d\u4f1a\u56e0\u4e3a\u770b\u5230\u4e00\u6bb5\u770b\u4f3c\u5408\u7406\u7684\u6076\u610f\u63a8\u7406\uff0c\u5c31\u5fc5\u7136\u6309\u7167\u5b83\u7ee7\u7eed\u751f\u6210\u3002<\/p>\n<p>\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u63a8\u7406\u6587\u672c\u5e76\u4e0d\u662f\u4e00\u79cd\u80fd\u591f\u76f4\u63a5\u63a5\u7ba1\u6a21\u578b\u884c\u4e3a\u7684\u7279\u6b8a\u6307\u4ee4\u3002<\/p>\n<p>\u5373\u4fbf\u67d0\u6bb5\u4e0a\u4e0b\u6587\u5df2\u7ecf\u5448\u73b0\u51fa\u4e00\u6761\u6076\u610f\u8ba1\u5212\uff0c\u6a21\u578b\u4ecd\u7136\u53ef\u80fd\u5728\u6700\u7ec8\u56de\u7b54\u9636\u6bb5\u91cd\u65b0\u4f5c\u51fa\u5b89\u5168\u5224\u65ad\u3002<\/p>\n<h4>3. \u53d1\u73b0\u4e8c\uff1a\u8f93\u51fa\u524d\u7f00\u624d\u662f\u51b3\u5b9a\u6027\u7684\u53d8\u91cf<\/h4>\n<p>\u518d\u770b T4 \u548c T5\u3002<\/p>\n<p>\u4e24\u7ec4\u5b9e\u9a8c\u4f7f\u7528\u76f8\u540c\u7684\u6076\u610f\u63a8\u7406\uff0c\u533a\u522b\u5728\u4e8e T5 \u989d\u5916\u52a0\u5165\u4e86\u56fa\u5b9a\u56de\u7b54\u524d\u7f00\u3002<\/p>\n<p>\u7ed3\u679c\u53d1\u751f\u4e86\u5de8\u5927\u53d8\u5316\uff1a<\/p>\n<ul data-id=\"u738a58b-RWMlsVIT\">\n<li data-id=\"ld70c578-riHMp6Hw\">Gemini 3 Flash\uff1a1% \u2192 99%<\/li>\n<li data-id=\"ld70c578-jUghsnll\">DeepSeek V4 Flash\uff1a0% \u2192 65%<\/li>\n<li data-id=\"ld70c578-u0hFLvtH\">Claude Haiku 4.5\uff1a0% \u2192 1%<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e Gemini \u548c DeepSeek\uff0c\u8f93\u51fa\u524d\u7f00\u663e\u8457\u6539\u53d8\u4e86\u653b\u51fb\u7ed3\u679c\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e\uff0c\u5728\u8fd9\u4e24\u4e2a\u6a21\u578b\u7684\u6d4b\u8bd5\u6761\u4ef6\u4e0b\uff0c\u6076\u610f\u63a8\u7406\u4e0e\u8f93\u51fa\u524d\u7f00\u5e76\u4e0d\u662f\u7b80\u5355\u53e0\u52a0\uff0c\u800c\u662f\u4ea7\u751f\u4e86\u660e\u663e\u7684\u7ec4\u5408\u6548\u679c\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u4f1a\u8fd9\u6837\uff1f<\/p>\n<p>\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u89e3\u91ca\uff1a\u63a8\u7406\u5185\u5bb9\u7ed3\u675f\u65f6\uff0c\u6a21\u578b\u4ecd\u7136\u5904\u4e8e\u4e00\u4e2a\u53ef\u4ee5\u9009\u62e9\u591a\u79cd\u540e\u7eed\u884c\u4e3a\u7684\u4f4d\u7f6e\uff0c\u5176\u4e2d\u5305\u62ec\u62d2\u7edd\u56de\u7b54\uff1b\u4f46\u5f53\u4e0a\u4e0b\u6587\u4ee5\u4e00\u4e2a\u5c1a\u672a\u5b8c\u6210\u7684\u914d\u5408\u6027\u56de\u7b54\u5f00\u5934\u7ed3\u675f\u65f6\uff0c\u6a21\u578b\u540e\u7eed\u751f\u6210\u7684\u65b9\u5411\u53ef\u80fd\u53d7\u5230\u66f4\u5f3a\u7ea6\u675f\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u63a8\u7406\u6587\u672c\u7ed3\u675f\u5728\u4e00\u4e2a\u5b8c\u6574\u53e5\u5b50\u4e4b\u540e\uff0c\u4e0e\u56de\u7b54\u5df2\u7ecf\u5f00\u59cb\u4e86\u201c\u5f53\u7136\uff0c\u6211\u53ef\u4ee5\u5e2e\u52a9\u4f60\u2026\u2026\u201d\u4e4b\u540e\uff0c\u6a21\u578b\u9762\u5bf9\u7684\u662f\u4e24\u79cd\u4e0d\u540c\u7684\u751f\u6210\u72b6\u6001\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u9700\u8981\u5f3a\u8c03\u7684\u662f\uff0c\u8fd9\u5c5e\u4e8e\u4f5c\u8005\u63d0\u51fa\u7684\u673a\u5236\u89e3\u91ca\u3002\u8bba\u6587\u6ca1\u6709\u76f4\u63a5\u6d4b\u91cf\u6a21\u578b\u5185\u90e8\u7684 Token \u6982\u7387\u5206\u5e03\uff0c\u56e0\u6b64\u8fd8\u4e0d\u80fd\u628a\u8fd9\u4e00\u89e3\u91ca\u89c6\u4e3a\u5df2\u7ecf\u5f97\u5230\u76f4\u63a5\u9a8c\u8bc1\u7684\u5185\u90e8\u673a\u5236\u3002<\/p>\n<h4>4. \u53d1\u73b0\u4e09\uff1a\u4e0a\u4e0b\u6587\u524d\u7f00\u901a\u5e38\u66f4\u6709\u6548\uff0c\u4f46\u4e0d\u662f\u6240\u6709\u6761\u4ef6\u4e0b\u90fd\u66f4\u5f3a<\/h4>\n<p>\u5728\u4e0d\u6ce8\u5165\u63a8\u7406\u7684\u60c5\u51b5\u4e0b\uff0c\u4e0a\u4e0b\u6587\u524d\u7f00\u6bd4\u56fa\u5b9a\u524d\u7f00\u8868\u73b0\u66f4\u597d\uff1a<\/p>\n<ul data-id=\"u738a58b-ApFE1Irp\">\n<li data-id=\"ld70c578-4EZdKk6k\">Gemini 3 Flash\uff1a78% \u2192 83%<\/li>\n<li data-id=\"ld70c578-RrP5V7oj\">DeepSeek V4 Flash\uff1a19% \u2192 56%<\/li>\n<li data-id=\"ld70c578-vMugSTpw\">Claude Haiku 4.5\uff1a1% \u2192 1%<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e DeepSeek\uff0c\u4e0a\u4e0b\u6587\u524d\u7f00\u5e26\u6765\u4e86 37 \u4e2a\u767e\u5206\u70b9\u7684\u63d0\u5347\uff0c\u5dee\u5f02\u5c24\u5176\u660e\u663e\u3002<\/p>\n<p>\u4f46\u5f53\u6076\u610f\u63a8\u7406\u4e5f\u52a0\u5165\u540e\uff0c\u60c5\u51b5\u53d8\u5f97\u66f4\u52a0\u590d\u6742\u3002<\/p>\n<p>DeepSeek \u5728\u4e0a\u4e0b\u6587\u524d\u7f00\u6761\u4ef6\u4e0b\u8fbe\u5230 76%\uff0c\u9ad8\u4e8e\u56fa\u5b9a\u524d\u7f00\u6761\u4ef6\u4e0b\u7684 65%\uff1b\u800c Gemini \u5728\u56fa\u5b9a\u524d\u7f00\u6761\u4ef6\u4e0b\u8fbe\u5230 99%\uff0c\u7565\u9ad8\u4e8e\u4e0a\u4e0b\u6587\u524d\u7f00\u6761\u4ef6\u4e0b\u7684 97%\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4e0d\u80fd\u7b80\u5355\u5730\u8bf4\u4e0a\u4e0b\u6587\u524d\u7f00\u5728\u6240\u6709\u60c5\u51b5\u4e0b\u90fd\u66f4\u6709\u6548\u3002<\/p>\n<p>\u66f4\u51c6\u786e\u7684\u7ed3\u8bba\u662f\uff1a\u4e0a\u4e0b\u6587\u524d\u7f00\u5728\u5355\u72ec\u4f7f\u7528\u65f6\uff0c\u5bf9\u4e24\u4e2a\u6613\u53d7\u653b\u51fb\u7684\u6a21\u578b\u5747\u6709\u5e2e\u52a9\uff1b\u5728\u4e0e\u6076\u610f\u63a8\u7406\u7ed3\u5408\u65f6\uff0c\u6700\u4f73\u7b56\u7565\u53d6\u51b3\u4e8e\u5177\u4f53\u6a21\u578b\u3002<\/p>\n<h4>5. \u53d1\u73b0\u56db\uff1aClaude \u7684\u8868\u73b0\u8bf4\u660e\uff0c\u8fd9\u4e0d\u662f\u65e0\u6cd5\u89e3\u51b3\u7684\u5fc5\u7136\u7f3a\u9677<\/h4>\n<p>Claude Haiku 4.5 \u5728\u516d\u7ec4\u5b9e\u9a8c\u4e2d\u7684 ASR \u5747\u4e0d\u8d85\u8fc7 1%\u3002<\/p>\n<p>\u8fd9\u4e0e Gemini \u548c DeepSeek \u7684\u8868\u73b0\u5f62\u6210\u4e86\u9c9c\u660e\u5bf9\u6bd4\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0cClaude \u5e76\u975e\u5728\u6240\u6709\u60c5\u51b5\u4e0b\u90fd\u5b8c\u5168\u6ca1\u6709\u8f93\u51fa\u6709\u5bb3\u5185\u5bb9\u3002T5 \u548c T6 \u7684 Partial Hit \u6bd4\u4f8b\u5206\u522b\u4e3a 8% \u548c 5%\uff0c\u8bf4\u660e\u6709\u4e9b\u54cd\u5e94\u5df2\u7ecf\u5f00\u59cb\u751f\u6210\u90e8\u5206\u6709\u5bb3\u5185\u5bb9\uff0c\u4f46\u968f\u540e\u88ab\u5b89\u5168\u673a\u5236\u963b\u65ad\u3002<\/p>\n<p>\u8fd9\u63ed\u793a\u4e86\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\uff1a\u53ea\u770b\u6700\u7ec8 ASR\uff0c\u53ef\u80fd\u4f1a\u4f4e\u4f30\u6a21\u578b\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u7684\u5b89\u5168\u98ce\u9669\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u7814\u7a76\u8005\u6307\u51fa\uff0c\u6d4b\u8bd5\u65f6 Gemini 3 \u7cfb\u5217\u76f8\u5173 API \u7684\u5b89\u5168\u8fc7\u6ee4\u9ed8\u8ba4\u5904\u4e8e\u5173\u95ed\u72b6\u6001\uff0c\u800c Claude \u7684\u5b89\u5168\u4fdd\u62a4\u65e0\u6cd5\u901a\u8fc7\u540c\u6837\u7684\u65b9\u5f0f\u5173\u95ed\u3002\u56e0\u6b64\uff0c\u5b9e\u9a8c\u7ed3\u679c\u53cd\u6620\u7684\u662f\u5177\u4f53\u6a21\u578b\u3001\u63a5\u53e3\u548c\u5b89\u5168\u914d\u7f6e\u5171\u540c\u4f5c\u7528\u7684\u7ed3\u679c\uff0c\u4e0d\u80fd\u76f4\u63a5\u7528\u4e8e\u7ed9\u6a21\u578b\u7684\u5e95\u5c42\u5b89\u5168\u80fd\u529b\u6392\u540d\u3002<\/p>\n<h3>\u4e94\u3001\u5b89\u5168\u8fb9\u754c\u4e0d\u4ec5\u5728\u6a21\u578b\u91cc\uff0c\u4e5f\u5728\u63a8\u7406\u670d\u52a1\u4e2d<\/h3>\n<p>\u5982\u679c\u8fd9\u7bc7\u8bba\u6587\u53ea\u8bc1\u660e\u67d0\u79cd\u8f93\u51fa\u524d\u7f00\u53ef\u4ee5\u7ed5\u8fc7\u5b89\u5168\u9650\u5236\uff0c\u5b83\u7684\u4ef7\u503c\u5e76\u4e0d\u4f1a\u8d85\u51fa\u65e2\u6709\u7684\u8f93\u51fa\u524d\u7f00\u653b\u51fb\u7814\u7a76\u592a\u591a\u3002<\/p>\n<p>\u4f46\u5b83\u8fd8\u6709\u4e00\u4e2a\u66f4\u91cd\u8981\u7684\u53d1\u73b0\uff1a\u540c\u4e00\u4e2a\u6a21\u578b\u7684\u5b89\u5168\u8868\u73b0\uff0c\u53ef\u80fd\u56e0\u4e3a\u63a8\u7406\u670d\u52a1\u63a5\u53e3\u7684\u4e0d\u540c\u800c\u53d1\u751f\u663e\u8457\u53d8\u5316\u3002<\/p>\n<h4>1. API \u51b3\u5b9a\u4e86\u653b\u51fb\u8005\u80fd\u63a7\u5236\u54ea\u4e9b\u5185\u5bb9<\/h4>\n<p>\u8bba\u6587\u6bd4\u8f83\u4e86\u4e0d\u540c\u6a21\u578b\u670d\u52a1\u63a5\u53e3\u5bf9 Assistant Prefill \u7684\u652f\u6301\u60c5\u51b5\u3002<\/p>\n<p>\u5728\u7814\u7a76\u6d4b\u8bd5\u65f6\uff1a<\/p>\n<ul data-id=\"u738a58b-pBVmmWGS\">\n<li data-id=\"ld70c578-P2rwE5Pn\">Gemini 3 \u539f\u751f\u63a5\u53e3\u4e0d\u518d\u63a5\u53d7\u8fd9\u79cd Assistant \u524d\u7f00\uff0c\u4f46 OpenAI \u517c\u5bb9\u63a5\u53e3\u4ecd\u7136\u5141\u8bb8\u76f8\u5173\u64cd\u4f5c\u3002<\/li>\n<li data-id=\"ld70c578-HXtI8OKp\">DeepSeek V4 \u7684\u6d4b\u8bd5\u63a5\u53e3\u5141\u8bb8\u63d0\u4f9b Assistant \u524d\u7f00\uff0c\u5e76\u66b4\u9732\u4e86\u53ef\u7f16\u8f91\u7684\u63a8\u7406\u5b57\u6bb5\u3002<\/li>\n<li data-id=\"ld70c578-SlwXhy30\">Claude Haiku 4.5 \u7684\u6d4b\u8bd5\u63a5\u53e3\u63a5\u53d7 Assistant \u524d\u7f00\uff0c\u4f46\u6ca1\u6709\u63d0\u4f9b\u53ef\u7f16\u8f91\u7684\u72ec\u7acb\u63a8\u7406\u5b57\u6bb5\u3002<\/li>\n<li data-id=\"ld70c578-AEXKXkHn\">OpenAI \u7684\u76f8\u5173\u63a5\u53e3\u4e0d\u63a5\u53d7\u8fd9\u79cd\u672b\u5c3e\u7eed\u5199\u65b9\u5f0f\uff0c\u6216\u8005\u4f1a\u5ffd\u7565\u63d0\u4f9b\u7684 Assistant \u6d88\u606f\u3002<\/li>\n<\/ul>\n<p>\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u8fd9\u4e9b\u7ed3\u8bba\u5bf9\u5e94\u8bba\u6587\u6d4b\u8bd5\u65f6\u7684\u63a5\u53e3\u884c\u4e3a\uff0c\u4e0d\u5e94\u88ab\u7406\u89e3\u4e3a\u6240\u6709\u5382\u5546\u5f53\u524d\u6240\u6709\u63a5\u53e3\u7684\u6c38\u4e45\u5c5e\u6027\u3002\u4f5c\u8005\u4e5f\u6ca1\u6709\u5728\u672c\u7814\u7a76\u4e2d\u6d4b\u8bd5 OpenAI \u6a21\u578b\u672c\u8eab\u3002<\/p>\n<h4>2. \u517c\u5bb9\u63a5\u53e3\u53ef\u80fd\u91cd\u65b0\u5f15\u5165\u5df2\u7ecf\u88ab\u79fb\u9664\u7684\u653b\u51fb\u9762<\/h4>\n<p>\u8fd9\u4e00\u70b9\u5bf9\u4f01\u4e1a\u6a21\u578b\u7f51\u5173\u5c24\u5176\u91cd\u8981\u3002<\/p>\n<p>\u5047\u8bbe\u67d0\u4e2a\u6a21\u578b\u7684\u539f\u751f API \u5df2\u7ecf\u4e0d\u5141\u8bb8\u8c03\u7528\u8005\u9884\u586b Assistant \u6d88\u606f\uff0c\u4f46\u4f01\u4e1a\u4e3a\u4e86\u517c\u5bb9\u4e0d\u540c\u6a21\u578b\uff0c\u4f7f\u7528\u4e86\u4e00\u4e2a OpenAI \u98ce\u683c\u7684\u7edf\u4e00\u63a5\u53e3\u3002<\/p>\n<p>\u5982\u679c\u8fd9\u4e2a\u517c\u5bb9\u63a5\u53e3\u4ecd\u7136\u63a5\u53d7\u8c03\u7528\u8005\u63d0\u4ea4\u7684 Assistant \u524d\u7f00\uff0c\u90a3\u4e48\u539f\u751f\u63a5\u53e3\u5c42\u9762\u5df2\u7ecf\u5173\u95ed\u7684\u80fd\u529b\uff0c\u5c31\u53ef\u80fd\u901a\u8fc7\u53e6\u4e00\u6761\u8c03\u7528\u8def\u5f84\u91cd\u65b0\u66b4\u9732\u3002<\/p>\n<p>\u8fd9\u5e76\u4e0d\u662f\u6a21\u578b\u6743\u91cd\u7a81\u7136\u51fa\u73b0\u4e86\u65b0\u7684\u6f0f\u6d1e\uff0c\u800c\u662f\u4e0d\u540c\u63a5\u53e3\u5bf9\u6d88\u606f\u7ed3\u6784\u3001\u89d2\u8272\u6743\u9650\u548c\u751f\u6210\u8d77\u70b9\u7684\u5904\u7406\u65b9\u5f0f\u5b58\u5728\u5dee\u5f02\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4f01\u4e1a\u4e0d\u80fd\u53ea\u95ee\uff1a<\/p>\n<blockquote><p>\u201c\u6211\u4eec\u4f7f\u7528\u7684\u6a21\u578b\u662f\u5426\u8db3\u591f\u5b89\u5168\uff1f\u201d<\/p><\/blockquote>\n<p>\u8fd8\u9700\u8981\u95ee\uff1a<\/p>\n<blockquote><p>\u201c\u6211\u4eec\u7684\u6a21\u578b\u670d\u52a1\u5141\u8bb8\u8c03\u7528\u8005\u63a7\u5236\u54ea\u4e9b\u5386\u53f2\u6d88\u606f\uff1f\u4e0d\u540c\u63a5\u53e3\u662f\u5426\u5177\u6709\u4e00\u81f4\u7684\u5b89\u5168\u7ea6\u675f\uff1f\u201d<\/p><\/blockquote>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202611\/06\/33028d369aedbd681680318f45b74b1b56c984.webp\" data-type=\"block\" \/><\/p>\n<h4>3. \u4e3a\u4ec0\u4e48\u63a8\u7406\u5b57\u6bb5\u5c24\u5176\u9700\u8981\u8c28\u614e\u5904\u7406\uff1f<\/h4>\n<p>\u5f88\u591a\u63a8\u7406\u670d\u52a1\u4f1a\u5c06\u63a8\u7406\u5185\u5bb9\u4f5c\u4e3a\u72ec\u7acb\u5b57\u6bb5\u5904\u7406\uff0c\u65b9\u4fbf\u6a21\u578b\u8c03\u7528\u3001\u7ed3\u679c\u89e3\u6790\u548c\u591a\u8f6e\u4ea4\u4e92\u3002<\/p>\n<p>\u4f46\u4ece\u5b89\u5168\u89d2\u5ea6\u770b\uff0c\u5fc5\u987b\u533a\u5206\u4e24\u4e2a\u5b8c\u5168\u4e0d\u540c\u7684\u884c\u4e3a\uff1a<\/p>\n<ul data-id=\"u738a58b-Vdbizl3V\">\n<li data-id=\"ld70c578-GBawivt1\">\u4e00\u662f\u670d\u52a1\u7aef\u8fd4\u56de\u6a21\u578b\u751f\u6210\u7684\u63a8\u7406\u5185\u5bb9\u3002<\/li>\n<li data-id=\"ld70c578-xOkEzPZu\">\u4e8c\u662f\u5ba2\u6237\u7aef\u5411\u670d\u52a1\u7aef\u63d0\u4ea4\u4e00\u6bb5\u5185\u5bb9\uff0c\u5e76\u8ba9\u5b83\u88ab\u5f53\u4f5c\u6a21\u578b\u6b64\u524d\u5df2\u7ecf\u751f\u6210\u7684\u63a8\u7406\u3002<\/li>\n<\/ul>\n<p>\u524d\u8005\u5c5e\u4e8e\u8f93\u51fa\u8bfb\u53d6\uff0c\u540e\u8005\u6d89\u53ca\u5386\u53f2\u72b6\u6001\u7684\u5199\u5165\u3002<\/p>\n<p>\u5982\u679c\u4e00\u4e2a\u63a5\u53e3\u5141\u8bb8\u4e0d\u53ef\u4fe1\u8c03\u7528\u8005\u76f4\u63a5\u5199\u5165\u6a21\u578b\u7684\u63a8\u7406\u5386\u53f2\uff0c\u90a3\u4e48\u7cfb\u7edf\u5c31\u9700\u8981\u660e\u786e\uff1a\u8fd9\u6bb5\u5185\u5bb9\u6765\u81ea\u8c01\uff1f\u662f\u5426\u7531\u6a21\u578b\u771f\u5b9e\u751f\u6210\uff1f\u662f\u5426\u7ecf\u8fc7\u53ef\u4fe1\u7684\u72b6\u6001\u7ba1\u7406\u6d41\u7a0b\uff1f<\/p>\n<p>\u5426\u5219\uff0c\u7cfb\u7edf\u5c31\u53ef\u80fd\u628a\u653b\u51fb\u8005\u6784\u9020\u7684\u6587\u672c\uff0c\u9519\u8bef\u5730\u5f53\u4f5c\u6a21\u578b\u81ea\u5df1\u7684\u5386\u53f2\u8f93\u51fa\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u8bba\u6587\u4ece\u6a21\u578b\u653b\u51fb\u5ef6\u4f38\u5230\u7cfb\u7edf\u5b89\u5168\u7684\u5173\u952e\u4ef7\u503c\u3002<\/p>\n<h3>\u516d\u3001\u5bf9\u4f01\u4e1a AI \u5b89\u5168\u67b6\u6784\u7684\u542f\u53d1<\/h3>\n<p>\u4f20\u7edf\u5927\u6a21\u578b\u5b89\u5168\u67b6\u6784\u901a\u5e38\u56f4\u7ed5\u4e00\u6761\u4e3b\u94fe\u8def\u8bbe\u8ba1\uff1a<\/p>\n<blockquote><p>\u7528\u6237\u8f93\u5165 \u2192 \u8f93\u5165\u62a4\u680f \u2192 \u5927\u6a21\u578b \u2192 \u8f93\u51fa\u62a4\u680f<\/p><\/blockquote>\n<p>\u8fd9\u79cd\u67b6\u6784\u5bf9\u4e8e\u5927\u91cf\u5e38\u89c4\u573a\u666f\u4ecd\u7136\u6709\u4ef7\u503c\uff0c\u4f46\u5f53\u7cfb\u7edf\u5141\u8bb8 Assistant Prefill\u3001\u5386\u53f2\u72b6\u6001\u6062\u590d\u6216\u63a8\u7406\u5b57\u6bb5\u5199\u5165\u65f6\uff0c\u5355\u7eaf\u68c0\u67e5\u7528\u6237\u8f93\u5165\u5c31\u4e0d\u591f\u4e86\u3002<\/p>\n<p>\u653b\u51fb\u8005\u53ef\u80fd\u5e76\u6ca1\u6709\u5728\u7528\u6237\u6d88\u606f\u4e2d\u76f4\u63a5\u63d0\u4f9b\u6076\u610f\u6307\u4ee4\uff0c\u800c\u662f\u901a\u8fc7\u53e6\u4e00\u4e2a\u63a5\u53e3\u63a7\u5236\u6a21\u578b\u5c06\u8981\u7eed\u5199\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u5bf9\u4e8e\u4f01\u4e1a\u7cfb\u7edf\uff0c\u6211\u8ba4\u4e3a\u81f3\u5c11\u5e94\u8be5\u8865\u5145\u4ee5\u4e0b\u56db\u4e2a\u65b9\u9762\u7684\u9632\u62a4\u3002<\/p>\n<h4>1. \u5728\u6a21\u578b\u7f51\u5173\u5c42\u9650\u5236 Assistant Prefill<\/h4>\n<p>\u5982\u679c\u4e1a\u52a1\u6ca1\u6709\u660e\u786e\u9700\u6c42\uff0c\u4f18\u5148\u5173\u95ed\u9762\u5411\u4e0d\u53ef\u4fe1\u8c03\u7528\u8005\u7684 Assistant Prefill \u80fd\u529b\u3002<\/p>\n<p>\u5982\u679c\u4e1a\u52a1\u786e\u5b9e\u9700\u8981\u4ece\u5386\u53f2 Assistant \u6d88\u606f\u7ee7\u7eed\u751f\u6210\uff0c\u5219\u5e94\u7531\u53ef\u4fe1\u670d\u52a1\u7aef\u7ba1\u7406\u8fd9\u4e9b\u6d88\u606f\uff0c\u4e0d\u80fd\u8ba9\u666e\u901a\u7528\u6237\u4efb\u610f\u63d0\u4ea4\u6216\u4fee\u6539 Assistant \u5386\u53f2\u8bb0\u5f55\u3002<\/p>\n<p>\u9700\u8981\u91cd\u70b9\u6821\u9a8c\uff1a<\/p>\n<ul data-id=\"u738a58b-iQndyipI\">\n<li data-id=\"ld70c578-tlCBI6km\">\u6d88\u606f\u89d2\u8272\u662f\u5426\u7b26\u5408\u8c03\u7528\u65b9\u6743\u9650\u3002<\/li>\n<li data-id=\"ld70c578-sGyMdWAp\">\u662f\u5426\u5b58\u5728\u672a\u5b8c\u6210\u7684 Assistant \u6d88\u606f\u3002<\/li>\n<li data-id=\"ld70c578-GUB3cy8P\">\u662f\u5426\u5141\u8bb8\u8c03\u7528\u8005\u63a7\u5236\u751f\u6210\u524d\u7f00\u3002<\/li>\n<li data-id=\"ld70c578-xISVrbGr\">\u63a8\u7406\u5b57\u6bb5\u662f\u5426\u5141\u8bb8\u5916\u90e8\u5199\u5165\u3002<\/li>\n<li data-id=\"ld70c578-orteMnw7\">\u4e0d\u540c\u6a21\u578b\u63a5\u53e3\u548c\u517c\u5bb9\u5c42\u662f\u5426\u6267\u884c\u76f8\u540c\u7684\u5b89\u5168\u7b56\u7565\u3002<\/li>\n<\/ul>\n<p>\u6838\u5fc3\u539f\u5219\u662f\uff1a\u4e0d\u53ef\u4fe1\u8c03\u7528\u8005\u4e0d\u5e94\u62e5\u6709\u4fee\u6539\u53ef\u4fe1\u751f\u6210\u5386\u53f2\u7684\u9ed8\u8ba4\u6743\u9650\u3002<\/p>\n<h4>2. \u5c06\u5386\u53f2\u72b6\u6001\u7684\u6765\u6e90\u53ef\u4fe1\u6027\u7eb3\u5165\u68c0\u67e5<\/h4>\n<p>Agent \u7cfb\u7edf\u5f80\u5f80\u4f1a\u4fdd\u5b58\u4efb\u52a1\u6458\u8981\u3001\u5386\u53f2\u6d88\u606f\u3001\u9636\u6bb5\u6027\u7ed3\u8bba\u548c\u6301\u4e45\u5316\u8bb0\u5fc6\uff0c\u4ee5\u4fbf\u652f\u6301\u957f\u4efb\u52a1\u6267\u884c\u4e0e\u65ad\u70b9\u6062\u590d\u3002<\/p>\n<p>\u8fd9\u4e9b\u72b6\u6001\u5e76\u4e0d\u5929\u7136\u53ef\u4fe1\u3002<\/p>\n<p>\u5982\u679c\u7cfb\u7edf\u5728\u6062\u590d\u4efb\u52a1\u65f6\uff0c\u6ca1\u6709\u533a\u5206\u6a21\u578b\u771f\u5b9e\u751f\u6210\u7684\u5386\u53f2\u6d88\u606f\u548c\u5916\u90e8\u5199\u5165\u7684\u6587\u672c\uff0c\u5c31\u53ef\u80fd\u628a\u653b\u51fb\u8005\u63d0\u4f9b\u7684\u5185\u5bb9\u6062\u590d\u4e3a Assistant \u81ea\u5df1\u7684\u5386\u53f2\u8f93\u51fa\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5bf9\u4e8e\u9700\u8981\u6301\u4e45\u5316\u7684 Agent \u7cfb\u7edf\uff0c\u5efa\u8bae\u4e3a\u5173\u952e\u72b6\u6001\u589e\u52a0\u6765\u6e90\u6807\u8bb0\u3001\u5b8c\u6574\u6027\u6821\u9a8c\u548c\u5199\u5165\u6743\u9650\u63a7\u5236\u3002<\/p>\n<p>\u5c24\u5176\u9700\u8981\u6ce8\u610f\uff1a\u4ec5\u4ec5\u628a\u67d0\u6bb5\u6587\u672c\u4fdd\u5b58\u5728\u6570\u636e\u5e93\u4e2d\uff0c\u5e76\u4e0d\u610f\u5473\u7740\u5b83\u5e94\u8be5\u88ab\u5f53\u4f5c\u6a21\u578b\u53ef\u4fe1\u7684\u5386\u53f2\u72b6\u6001\u3002<\/p>\n<p>\u8fd9\u9879\u98ce\u9669\u662f\u6839\u636e\u8bba\u6587\u673a\u5236\u63a8\u5bfc\u51fa\u7684\u5de5\u7a0b\u573a\u666f\uff0c\u8bba\u6587\u5e76\u6ca1\u6709\u76f4\u63a5\u9a8c\u8bc1\u5b8c\u6574\u7684 Agent \u72b6\u6001\u6295\u6bd2\u653b\u51fb\u94fe\uff0c\u4f46\u503c\u5f97\u5728\u4f01\u4e1a\u7cfb\u7edf\u4e2d\u8fdb\u884c\u4e13\u9879\u6d4b\u8bd5\u3002<\/p>\n<h4>3. \u8ba9\u5b89\u5168\u62a4\u680f\u8986\u76d6\u5b8c\u6574\u7684\u751f\u6210\u4e0a\u4e0b\u6587<\/h4>\n<p>\u9664\u4e86\u68c0\u67e5\u7528\u6237\u8f93\u5165\uff0c\u5b89\u5168\u7b56\u7565\u8fd8\u5e94\u8be5\u8986\u76d6\u6240\u6709\u53ef\u80fd\u5f71\u54cd\u6a21\u578b\u751f\u6210\u7684\u53ef\u63a7\u5185\u5bb9\uff0c\u5305\u62ec Assistant \u524d\u7f00\u3001\u5386\u53f2\u6d88\u606f\u4ee5\u53ca\u53ef\u7f16\u8f91\u7684\u63a8\u7406\u5b57\u6bb5\u3002<\/p>\n<p>\u4f46\u8fd9\u91cc\u4e0d\u80fd\u7b80\u5355\u5730\u628a\u6240\u6709\u5386\u53f2\u6587\u672c\u518d\u6b21\u9001\u5165\u4e00\u4e2a\u5206\u7c7b\u5668\uff0c\u7136\u540e\u5c31\u8ba4\u4e3a\u95ee\u9898\u89e3\u51b3\u4e86\u3002<\/p>\n<p>\u56e0\u4e3a\u8f93\u5165\u62a4\u680f\u672c\u8eab\u4e5f\u53ef\u80fd\u88ab\u7ed5\u8fc7\uff0c\u800c\u4e14\u5bf9\u4e8e\u957f\u4e0a\u4e0b\u6587\uff0c\u91cd\u590d\u68c0\u6d4b\u6240\u6709\u5185\u5bb9\u4f1a\u589e\u52a0\u6210\u672c\u548c\u5ef6\u8fdf\u3002<\/p>\n<p>\u66f4\u5408\u7406\u7684\u505a\u6cd5\uff0c\u662f\u5c06\u534f\u8bae\u5c42\u6821\u9a8c\u4e0e\u5185\u5bb9\u5c42\u68c0\u6d4b\u7ed3\u5408\u8d77\u6765\uff1a<\/p>\n<ul data-id=\"u738a58b-YvSLdFQ4\">\n<li data-id=\"ld70c578-1MCwegKN\">\u534f\u8bae\u5c42\u8d1f\u8d23\u9650\u5236\u54ea\u4e9b\u89d2\u8272\u548c\u5b57\u6bb5\u53ef\u4ee5\u7531\u5916\u90e8\u5199\u5165\u3002<\/li>\n<li data-id=\"ld70c578-n6gog6oJ\">\u5185\u5bb9\u5c42\u8d1f\u8d23\u68c0\u6d4b\u5141\u8bb8\u8fdb\u5165\u6a21\u578b\u4e0a\u4e0b\u6587\u7684\u5185\u5bb9\u662f\u5426\u5305\u542b\u98ce\u9669\u3002<\/li>\n<li data-id=\"ld70c578-cuX9qTKV\">\u6267\u884c\u5c42\u8d1f\u8d23\u7ea6\u675f\u6a21\u578b\u5373\u4f7f\u751f\u6210\u4e86\u5371\u9669\u5185\u5bb9\uff0c\u4e5f\u4e0d\u80fd\u76f4\u63a5\u6267\u884c\u672a\u6388\u6743\u7684\u9ad8\u98ce\u9669\u64cd\u4f5c\u3002<\/li>\n<\/ul>\n<h4>4. \u5bf9\u6d41\u5f0f\u8f93\u51fa\u589e\u52a0\u8fc7\u7a0b\u7ea7\u5b89\u5168\u68c0\u6d4b<\/h4>\n<p>\u8bba\u6587\u4e2d\u7684 Partial Hit \u8bf4\u660e\uff0c\u5373\u4f7f\u6a21\u578b\u6700\u7ec8\u88ab\u5b89\u5168\u673a\u5236\u963b\u65ad\uff0c\u4e5f\u53ef\u80fd\u5df2\u7ecf\u751f\u6210\u90e8\u5206\u6709\u5bb3\u5185\u5bb9\u3002<\/p>\n<p>\u5bf9\u4e8e\u6d41\u5f0f\u8f93\u51fa\u573a\u666f\uff0c\u6700\u7ec8\u56de\u590d\u88ab\u5224\u5b9a\u4e3a\u62d2\u7edd\uff0c\u5e76\u4e0d\u610f\u5473\u7740\u7528\u6237\u4ece\u672a\u63a5\u89e6\u8fc7\u6709\u5bb3\u5185\u5bb9\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4f01\u4e1a\u5b89\u5168\u8bc4\u6d4b\u4e0d\u5e94\u53ea\u770b\u6700\u7ec8\u56de\u7b54\u662f\u5426\u5b89\u5168\uff0c\u8fd8\u5e94\u5173\u6ce8\uff1a<\/p>\n<ul data-id=\"u738a58b-E7O1Ne9y\">\n<li data-id=\"ld70c578-k64mW6Pa\">\u6709\u5bb3\u5185\u5bb9\u9996\u6b21\u51fa\u73b0\u7684\u4f4d\u7f6e\u3002<\/li>\n<li data-id=\"ld70c578-lbt3qoMX\">\u4ece\u751f\u6210\u5f00\u59cb\u5230\u5b89\u5168\u963b\u65ad\u7684\u5ef6\u8fdf\u3002<\/li>\n<li data-id=\"ld70c578-lPuapSiD\">\u963b\u65ad\u524d\u5df2\u7ecf\u66b4\u9732\u7684\u5185\u5bb9\u91cf\u3002<\/li>\n<li data-id=\"ld70c578-AhkcyTso\">\u6a21\u578b\u662f\u5426\u5728\u62d2\u7edd\u4e4b\u524d\u5df2\u7ecf\u8f93\u51fa\u5b9e\u8d28\u6027\u6709\u5bb3\u5185\u5bb9\u3002<\/li>\n<li data-id=\"ld70c578-s76YvlPs\">\u662f\u5426\u5b58\u5728\u672a\u6388\u6743\u7684\u5de5\u5177\u8c03\u7528\u6216\u5916\u90e8\u526f\u4f5c\u7528\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u8f93\u51fa\u5b89\u5168\u68c0\u6d4b\u4e0d\u80fd\u5b8c\u5168\u4f9d\u8d56\u751f\u6210\u7ed3\u675f\u540e\u7684\u6574\u6bb5\u6587\u672c\u5ba1\u6838\u3002\u5bf9\u4e8e\u9ad8\u98ce\u9669\u4e1a\u52a1\uff0c\u6d41\u5f0f\u68c0\u6d4b\u3001\u5de5\u5177\u6743\u9650\u63a7\u5236\u548c\u6267\u884c\u524d\u6388\u6743\u5e94\u5f53\u5171\u540c\u6784\u6210\u6700\u540e\u4e00\u9053\u9632\u7ebf\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202611\/06\/75a1640272b7445bde4751ecd74d9f11122b0a.webp\" data-type=\"block\" \/><\/p>\n<h3>\u4e03\u3001\u5c40\u9650\u6027<\/h3>\n<p>\u8bba\u6587\u7684\u5b9e\u9a8c\u7ed3\u679c\u5177\u6709\u542f\u53d1\u6027\uff0c\u4f46\u5728\u5c06\u5176\u8f6c\u5316\u4e3a\u666e\u904d\u7ed3\u8bba\u4e4b\u524d\uff0c\u4ecd\u7136\u9700\u8981\u8003\u8651\u51e0\u4e2a\u95ee\u9898\u3002<\/p>\n<h4>1. \u6d4b\u8bd5\u8303\u56f4\u8fd8\u6bd4\u8f83\u6709\u9650<\/h4>\n<p>\u7814\u7a76\u53ea\u6d4b\u8bd5\u4e86\u4e09\u4e2a\u6a21\u578b\u548c\u4e00\u4e2a\u4e3b\u8981\u57fa\u51c6\u6570\u636e\u96c6 AdvBench\u3002<\/p>\n<p>\u4e0d\u540c\u6a21\u578b\u7684\u8bad\u7ec3\u65b9\u5f0f\u3001\u5b89\u5168\u5bf9\u9f50\u7b56\u7565\u3001\u63a8\u7406\u673a\u5236\u548c\u670d\u52a1\u63a5\u53e3\u5dee\u5f02\u5f88\u5927\u3002\u56e0\u6b64\uff0c\u4e0d\u80fd\u76f4\u63a5\u628a Gemini \u7684 99% ASR \u5916\u63a8\u5230\u6240\u6709\u63a8\u7406\u6a21\u578b\uff0c\u66f4\u4e0d\u80fd\u636e\u6b64\u8ba4\u5b9a\u6240\u6709\u6a21\u578b\u90fd\u5b58\u5728\u540c\u6837\u7a0b\u5ea6\u7684\u95ee\u9898\u3002<\/p>\n<h4>2. \u673a\u5236\u89e3\u91ca\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u9a8c\u8bc1<\/h4>\n<p>\u8bba\u6587\u8ba4\u4e3a\uff0c\u63a8\u7406\u6587\u672c\u7ed3\u675f\u5728\u4e00\u4e2a\u5b8c\u6574\u53e5\u5b50\u4e4b\u540e\u65f6\uff0c\u6a21\u578b\u4ecd\u7136\u53ef\u4ee5\u91cd\u65b0\u9009\u62e9\u5b89\u5168\u56de\u7b54\uff1b\u800c\u4e00\u4e2a\u5c1a\u672a\u5b8c\u6210\u7684\u914d\u5408\u6027\u524d\u7f00\uff0c\u4f1a\u66f4\u5f3a\u5730\u5f15\u5bfc\u540e\u7eed\u751f\u6210\u3002<\/p>\n<p>\u8fd9\u4e2a\u89e3\u91ca\u5177\u6709\u5408\u7406\u6027\uff0c\u4f46\u4f5c\u8005\u6ca1\u6709\u76f4\u63a5\u6d4b\u91cf\u6a21\u578b\u5185\u90e8\u7684 Token \u6982\u7387\u5206\u5e03\uff0c\u4e5f\u6ca1\u6709\u5145\u5206\u533a\u5206\u524d\u7f00\u8bed\u4e49\u3001\u6587\u672c\u957f\u5ea6\u548c\u683c\u5f0f\u7ed3\u6784\u7b49\u56e0\u7d20\u7684\u4f5c\u7528\u3002<\/p>\n<p>\u540e\u7eed\u7814\u7a76\u53ef\u4ee5\u589e\u52a0\u826f\u6027\u63a8\u7406\u3001\u7b49\u957f\u5ea6\u65e0\u5173\u6587\u672c\u548c\u4e0d\u540c\u56de\u7b54\u8fb9\u754c\u7b49\u5bf9\u7167\uff0c\u8fdb\u4e00\u6b65\u5224\u65ad\u7a76\u7adf\u662f\u54ea\u79cd\u56e0\u7d20\u5bfc\u81f4\u653b\u51fb\u6210\u529f\u7387\u53d8\u5316\u3002<\/p>\n<h4>3. \u81ea\u52a8\u8bc4\u5ba1\u7684\u9a8c\u8bc1\u8fd8\u4e0d\u591f\u5168\u9762<\/h4>\n<p>\u8bba\u6587\u4f7f\u7528 DeepSeek V4 Flash \u4f5c\u4e3a\u81ea\u52a8\u8bc4\u5ba1\u6a21\u578b\uff0c\u5e76\u5bf9\u5176\u4e2d\u4e00\u4e2a\u5b9e\u9a8c\u7ec4\u7684 100 \u4e2a\u6837\u672c\u8fdb\u884c\u4e86\u4eba\u5de5\u590d\u6838\uff0c\u81ea\u52a8\u8bc4\u5206\u4e0e\u4eba\u5de5\u8bc4\u5206\u7684\u5b8c\u5168\u4e00\u81f4\u7387\u4e3a 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API\uff0c\u5e76\u4e14\u80fd\u591f\u901a\u8fc7\u670d\u52a1\u63a5\u53e3\u63a7\u5236 Assistant \u8f93\u51fa\u524d\u7f00\uff1b\u5728\u90e8\u5206\u6a21\u578b\u4e0a\uff0c\u8fd8\u80fd\u591f\u5199\u5165\u72ec\u7acb\u7684\u63a8\u7406\u5b57\u6bb5\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u73b0\u5b9e\u7cfb\u7edf\u662f\u5426\u5b58\u5728\u540c\u6837\u98ce\u9669\uff0c\u53d6\u51b3\u4e8e\u5177\u4f53 API \u662f\u5426\u66b4\u9732\u76f8\u5173\u80fd\u529b\uff0c\u4ee5\u53ca\u4f01\u4e1a\u662f\u5426\u5bf9\u8fd9\u4e9b\u80fd\u529b\u5b9e\u65bd\u4e86\u6743\u9650\u63a7\u5236\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u7814\u7a76\u7ed3\u679c\u66f4\u9002\u5408\u88ab\u7406\u89e3\u4e3a\u4e00\u79cd\u9700\u8981\u91cd\u70b9\u6392\u67e5\u7684\u63a5\u53e3\u4e0e\u4e0a\u4e0b\u6587\u5b89\u5168\u98ce\u9669\uff0c\u800c\u4e0d\u662f\u6240\u6709\u63a8\u7406\u6a21\u578b\u90fd\u5df2\u7ecf\u5931\u53bb\u5b89\u5168\u5bf9\u9f50\u80fd\u529b\u7684\u8bc1\u636e\u3002<\/p>\n<h3>\u516b\u3001\u4ece\u8f93\u51fa\u524d\u7f00\u653b\u51fb\u5230 Agent \u5b89\u5168<\/h3>\n<p>\u5982\u679c\u628a\u8fd9\u9879\u7814\u7a76\u653e\u5728\u66f4\u5e7f\u6cdb\u7684 Agent \u5b89\u5168\u80cc\u666f\u4e0b\u770b\uff0c\u5b83\u5b9e\u9645\u4e0a\u63d0\u51fa\u4e86\u4e00\u4e2a\u503c\u5f97\u6df1\u5165\u7814\u7a76\u7684\u95ee\u9898\uff1a<\/p>\n<p>\u5f53\u6a21\u578b\u9700\u8981\u4f9d\u8d56\u5386\u53f2\u5185\u5bb9\u7ee7\u7eed\u6267\u884c\u4efb\u52a1\u65f6\uff0c\u7cfb\u7edf\u5982\u4f55\u786e\u4fdd\u8fd9\u4e9b\u5386\u53f2\u5185\u5bb9\u786e\u5b9e\u6765\u81ea\u53ef\u4fe1\u7684\u6267\u884c\u8fc7\u7a0b\uff1f<\/p>\n<p>\u5728\u7b80\u5355\u7684\u5355\u8f6e\u95ee\u7b54\u4e2d\uff0c\u6a21\u578b\u901a\u5e38\u53ea\u9700\u8981\u5904\u7406\u5f53\u524d\u8bf7\u6c42\u548c\u7cfb\u7edf\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u4f46\u5728 Agent \u7cfb\u7edf\u4e2d\uff0c\u60c5\u51b5\u8981\u590d\u6742\u5f97\u591a\u3002<\/p>\n<p>\u4e00\u4e2a\u4efb\u52a1\u53ef\u80fd\u7ecf\u8fc7\u591a\u8f6e\u89c4\u5212\u3001\u5de5\u5177\u8c03\u7528\u3001\u72b6\u6001\u4fdd\u5b58\u3001\u4efb\u52a1\u6062\u590d\u548c\u7ed3\u679c\u6c47\u603b\u3002\u7cfb\u7edf\u4f1a\u53cd\u590d\u628a\u5386\u53f2\u6d88\u606f\u4e0e\u65b0\u7684\u8f93\u5165\u7ec4\u5408\u8d77\u6765\uff0c\u518d\u4ea4\u7ed9\u6a21\u578b\u7ee7\u7eed\u6267\u884c\u3002<\/p>\n<p>\u5982\u679c\u5176\u4e2d\u67d0\u4e2a\u73af\u8282\u5141\u8bb8\u4e0d\u53ef\u4fe1\u5185\u5bb9\u88ab\u9519\u8bef\u5730\u5199\u5165\u53ef\u4fe1\u5386\u53f2\uff0c\u90a3\u4e48\u95ee\u9898\u5c31\u4e0d\u518d\u5c40\u9650\u4e8e\u4e00\u6b21\u56de\u7b54\u662f\u5426\u88ab\u8bf1\u5bfc\uff0c\u800c\u53ef\u80fd\u5f71\u54cd\u540e\u7eed\u6574\u4e2a\u4efb\u52a1\u7684\u6267\u884c\u65b9\u5411\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u653b\u51fb\u8005\u53ef\u80fd\u8bd5\u56fe\u6c61\u67d3\u67d0\u4e2a\u9636\u6bb5\u7684\u4efb\u52a1\u6458\u8981\uff0c\u8ba9\u540e\u7eed\u6a21\u578b\u8bef\u4ee5\u4e3a\u67d0\u9879\u64cd\u4f5c\u5df2\u7ecf\u7ecf\u8fc7\u6388\u6743\uff1b\u4e5f\u53ef\u80fd\u5229\u7528\u4e0d\u5b89\u5168\u7684\u72b6\u6001\u6062\u590d\u673a\u5236\uff0c\u8ba9\u6a21\u578b\u628a\u4f2a\u9020\u7684 Assistant \u6d88\u606f\u5f53\u4f5c\u6b64\u524d\u7684\u6267\u884c\u8bb0\u5f55\u3002<\/p>\n<p>\u8fd9\u4e9b\u573a\u666f\u5c1a\u4e0d\u80fd\u7531\u672c\u6587\u8bba\u6587\u76f4\u63a5\u8bc1\u660e\uff0c\u4f46\u5b83\u4eec\u4e0e\u8f93\u51fa\u524d\u7f00\u653b\u51fb\u5171\u4eab\u4e00\u4e2a\u91cd\u8981\u7684\u5b89\u5168\u539f\u5219\uff1a<\/p>\n<p>\u6a21\u578b\u770b\u5230\u7684\u4e0a\u4e0b\u6587\uff0c\u4e0d\u5e94\u8be5\u4ec5\u4ec5\u56e0\u4e3a\u51fa\u73b0\u5728\u5386\u53f2\u8bb0\u5f55\u4e2d\uff0c\u5c31\u88ab\u89c6\u4e3a\u53ef\u4fe1\u3002<\/p>\n<p>\u5bf9\u4e8e Agent \u7cfb\u7edf\u800c\u8a00\uff0c\u672a\u6765\u503c\u5f97\u91cd\u70b9\u7814\u7a76\u7684\u65b9\u5411\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"u738a58b-2BrvO4JP\">\n<li data-id=\"ld70c578-J5Xvpsqe\">\u5386\u53f2\u6d88\u606f\u7684\u6765\u6e90\u4e0e\u5b8c\u6574\u6027\u9a8c\u8bc1\u3002<\/li>\n<li data-id=\"ld70c578-30EVQ6UR\">\u4efb\u52a1\u6458\u8981\u548c\u957f\u671f\u8bb0\u5fc6\u7684\u5199\u5165\u6743\u9650\u3002<\/li>\n<li data-id=\"ld70c578-q3tHoDwI\">Agent \u72b6\u6001\u6062\u590d\u8fc7\u7a0b\u4e2d\u7684\u89d2\u8272\u4e0e\u6743\u9650\u6821\u9a8c\u3002<\/li>\n<li data-id=\"ld70c578-vAzua0J8\">\u6a21\u578b\u63a8\u7406\u4e0e\u5916\u90e8\u5de5\u5177\u6267\u884c\u4e4b\u95f4\u7684\u6388\u6743\u8fb9\u754c\u3002<\/li>\n<li data-id=\"ld70c578-dOobMVf1\">\u5bf9\u6574\u4e2a\u4efb\u52a1\u6267\u884c\u94fe\u7684\u5b89\u5168\u5ba1\u8ba1\u4e0e\u53ef\u8ffd\u6eaf\u6027\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u53ef\u80fd\u662f\u8f93\u51fa\u524d\u7f00\u653b\u51fb\u7814\u7a76\u5bf9\u4f01\u4e1a AI 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