{"id":493,"date":"2025-10-29T07:00:00","date_gmt":"2025-10-28T23:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=493"},"modified":"2025-10-28T19:28:58","modified_gmt":"2025-10-28T11:28:58","slug":"openai%e3%80%81%e8%b0%b7%e6%ad%8c%e6%a8%a1%e5%9e%8b%e9%9b%86%e4%bd%93-%e4%ba%ba%e6%a0%bc%e5%88%86%e8%a3%82%ef%bc%8c30-%e4%b8%87%e9%81%93-%e9%80%81%e5%91%bd%e9%a2%98","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/10\/29\/493\/","title":{"rendered":"OpenAI\u3001\u8c37\u6b4c\u6a21\u578b\u96c6\u4f53 \u201c\u4eba\u683c\u5206\u88c2\u201d\uff0c30 \u4e07\u9053 \u201c\u9001\u547d\u9898\u201d \u903c\u75af 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Machines\u673a\u6784\u641e\u4e86\u4e2a\u5927\u4e8b\u60c5\u3002<\/p>\n\n\n\n<p>\u4ed6\u4eec\u8bbe\u8ba1\u4e8630\u4e07\u4e2a\u8fd9\u79cd\u300c\u4e24\u96be\u95ee\u9898\u300d\u573a\u666f\u548c\u6781\u9650\u538b\u529b\u6d4b\u8bd5\u53bb\u300c\u62f7\u95ee\u300d\u5e02\u9762\u4e0a\u6700\u5f3a\u7684\u524d\u6cbf\u5927\u6a21\u578b\uff0c\u5305\u62ecOpenAI\u3001\u8c37\u6b4cGemini\u3001Anthropic\u548c\u9a6c\u65af\u514b\u7684xAI\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_e6478a8c44064cdfa040efad86159708@5091053_oswg42420oswg1080oswg327_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2510.07686<\/p>\n\n\n\n<p>\u6570\u636e\u96c6\uff1ahttps:\/\/huggingface.co\/datasets\/jifanz\/stress_testing_model_spec<\/p>\n\n\n\n<p>\u7ed3\u679c\u53d1\u73b0\uff0c\u8fd9\u4e9bAI\u4e0d\u4ec5\u300c\u6027\u683c\u300d\u8fe5\u5f02\uff0c\u800c\u4e14\u5b83\u4eec\u7684\u300c\u884c\u4e3a\u51c6\u5219\u300d\uff08\u5373\u300c\u6a21\u578b\u89c4\u8303\u300d\uff09\u672c\u8eab\u5c31\u5145\u6ee1\u4e86\u77db\u76fe\u548c\u6f0f\u6d1e\uff01<\/p>\n\n\n\n<p>\u4eca\u5929\u54b1\u4eec\u5c31\u6765\u6df1\u6252\u4e00\u4e0b\u8fd9\u4efd\u62a5\u544a\uff0c\u770b\u770bAI\u4e16\u754c\u7684\u300c\u4f17\u751f\u76f8\u300d\u3002<\/p>\n\n\n\n<h2 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(RLHF) \u65f6\u63d0\u4f9b\u53cd\u9988\u3002<\/p>\n\n\n\n<p>\u4f46\u95ee\u9898\u6765\u4e86\uff0c\u5982\u679c\u8fd9\u4e9b\u539f\u5219\u53d1\u751f\u51b2\u7a81\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\u5462\uff1f<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u51c6\u5219\u5728\u73b0\u5b9e\u4e2d\u7ecf\u5e38\u300c\u6253\u67b6\u300d\u3002\u5c31\u50cf\u524d\u9762\u8bf4\u7684\uff0c\u300c\u5546\u4e1a\u6548\u76ca\u300d\u548c\u300c\u793e\u4f1a\u516c\u5e73\u300d\u5c31\u53ef\u80fd\u51b2\u7a81\u3002\u5f53\u8bf4\u660e\u4e66\u6ca1\u5199\u6e05\u695a\u8be5\u600e\u4e48\u529e\u65f6\uff0cAI\u7684\u8bad\u7ec3\u4fe1\u53f7\u5c31\u4e71\u4e86\uff0c\u5b83\u53ea\u80fd\u9760\u81ea\u5df1\u300c\u731c\u300d\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u6df7\u6742\u7684\u4fe1\u53f7\u53ef\u80fd\u964d\u4f4e\u5bf9\u9f50\u8bad\u7ec3\u7684\u6709\u6548\u6027\uff0c\u5bfc\u81f4\u6a21\u578b\u5728\u5904\u7406\u672a\u89e3\u51b3\u7684\u77db\u76fe\u65f6\u91c7\u53d6\u4e0d\u540c\u7684\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>Anthropic\u8054\u5408Thinking Machines\u505a\u7684\u7814\u7a76\u6307\u51fa\uff0c\u89c4\u8303\u672c\u8eab\u53ef\u80fd\u5b58\u5728\u56fa\u6709\u7684\u6a21\u7cca\u6027\uff0c\u6216\u8005\u573a\u666f\u53ef\u80fd\u8feb\u4f7f\u5728\u76f8\u4e92\u51b2\u7a81\u7684\u539f\u5219\u4e4b\u95f4\u505a\u51fa\u6743\u8861\uff0c\u5bfc\u81f4\u6a21\u578b\u505a\u51fa\u622a\u7136\u4e0d\u540c\u7684\u9009\u62e9\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u8868\u660e\uff0c\u524d\u6cbf\u6a21\u578b\u4e4b\u95f4\u7684\u9ad8\u5ea6\u5206\u6b67\u4e0e\u89c4\u8303\u95ee\u9898\u5bc6\u5207\u76f8\u5173\uff0c\u8fd9\u8868\u660e\u5f53\u524d\u7684\u884c\u4e3a\u51c6\u5219\u5b58\u5728\u91cd\u8981\u5dee\u8ddd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_159549d66f434a3492a40dfbcbc7dac9@5091053_oswg158540oswg1080oswg1080_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u751f\u6210\u8d85\u8fc730\u4e07\u4e2a\u573a\u666f\u6765\u63ed\u793a\u8fd9\u4e9b\u300c\u89c4\u8303\u7f3a\u53e3\u300d\uff0c\u8fd9\u4e9b\u573a\u666f\u8feb\u4f7f\u6a21\u578b\u5728\u76f8\u4e92\u7ade\u4e89\u7684\u539f\u5219\u4e4b\u95f4\u505a\u51fa\u9009\u62e9\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u53d1\u73b0\uff0c\u5176\u4e2d\u8d85\u8fc77\u4e07\u4e2a\u573a\u666f\u663e\u793a12\u4e2a\u524d\u6cbf\u6a21\u578b\u4e4b\u95f4\u5b58\u5728\u9ad8\u5ea6\u5206\u6b67\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_6f56509d294f447689f2a6acc5088e07@5091053_oswg242449oswg1080oswg554_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e0a\u56fe\u5c55\u793a\u4e86\u4e00\u4e2a\u8981\u6c42\u6a21\u578b\u5728\u300c\u793e\u4f1a\u516c\u5e73\u300d\u548c\u300c\u5546\u4e1a\u6548\u76ca\u300d\u4e4b\u95f4\u505a\u51fa\u6743\u8861\u7684\u67e5\u8be2<\/p>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u8fd8\u53d1\u73b0\uff0c\u8fd9\u672c\u8bf4\u660e\u4e66\u5199\u5f97\u2026\u2026emmm\uff0c\u4e00\u8a00\u96be\u5c3d\u3002<\/p>\n\n\n\n<p>\u4ed6\u4eec\u901a\u8fc7\u538b\u529b\u6d4b\u8bd5\uff0c\u63ea\u51fa\u4e86\u91cc\u9762\u51e0\u5927\u300c\u5929\u5751\u300d\uff0c\u8fd9\u5c31\u80fd\u89e3\u91ca\u4e3a\u5565AI\u6709\u65f6\u5019\u770b\u8d77\u6765\u90a3\u4e48\u300c\u7cbe\u795e\u5206\u88c2\u300d\u4e86\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u62c9\u6765\u4e865\u4e2aOpenAI\u81ea\u5bb6\u7684\u6a21\u578b\uff0c\u8ba9\u5b83\u4eec\u56de\u7b54\u540c\u4e00\u6279\u96be\u9898\u3002<\/p>\n\n\n\n<p>\u7ed3\u679c\u53d1\u73b0\uff0c\u5728\u90a3\u4e9b\u8ba9\u6a21\u578b\u4eec\u5435\u5f97\u4e0d\u53ef\u5f00\u4ea4\u7684\u95ee\u9898\u4e0a\uff0c\u5b83\u4eec<strong>\u96c6\u4f53\u8fdd\u53cd\u81ea\u5bb6\u300c\u8bf4\u660e\u4e66\u300d\u7684\u6982\u7387\uff0c\u66b4\u589e\u4e865\u523013\u500d\uff01<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_ba31ece02d324b68b2aa92c75b03f179@5091053_oswg101138oswg1080oswg625_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4f5c\u8005\u6d4b\u91cf\u4e86\u6240\u6709\u4e94\u4e2a OpenAI 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Pro\u8ba4\u4e3a\u4ee5\u4e0b\u56de\u5e94\u7b26\u5408\u6a21\u578b\u89c4\u8303\uff0c\u63f4\u5f15\u4e86\u300c\u5c3d\u8d23\u5458\u5de5\u300d\u539f\u5219\uff0c\u8be5\u539f\u5219\u5141\u8bb8\u56de\u5e94\u62b5\u5236\u90a3\u4e9b\u5b83\u8ba4\u4e3a\u8fdd\u80cc\u7528\u6237\u5229\u76ca\u7684\u8bf7\u6c42\u3002<\/p>\n\n\n\n<p>\u4f46Claude Sonnet 4\u4e0d\u540c\u610f\uff0c\u8ba4\u4e3a\u7528\u6237\u53ea\u662f\u5bfb\u6c42\u8f6c\u6362\u6240\u63d0\u4f9b\u6750\u6599\uff0c\u800c\u8fd9\u5728\u6a21\u578b\u89c4\u8303\u4e2d\u662f\u88ab\u5141\u8bb8\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_8750a811aff54f1c9f61c21c12274d27@5091053_oswg153908oswg1080oswg354_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8bc4\u4f30\u89c4\u8303\u9075\u5faa\u6027\u65f6\uff0c\u9488\u5bf9\u7ed9\u5b9a\u67e5\u8be2\u548c\u54cd\u5e94\u7684\u8bc4\u4f30\u8005\u5206\u6b67\u793a\u4f8b\u3002\u6b63\u5982\u4f5c\u8005\u5728\u4e0a\u8ff0\u793a\u4f8b\u4e2d\u6240\u5f3a\u8c03\u7684\uff0c\u8bb8\u591a\u5dee\u5f02\u6e90\u4e8e\u4e0d\u540c\u8bc4\u4f30\u8005\u4e4b\u95f4\u7684\u89e3\u91ca\u5dee\u5f02\u3002\u8fd9\u4e9b\u89e3\u91ca\u5bf9\u4eba\u7c7b\u6765\u8bf4\u4e5f\u5177\u6709\u4e3b\u89c2\u6027\uff0c\u8868\u660e\u6a21\u578b\u89c4\u8303\u7559\u6709\u5927\u91cf\u89e3\u91ca\u7a7a\u95f4\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u538b\u529b\u6d4b\u8bd5\u628a\u5927\u6a21\u578b\u903c\u5230\u300c\u5899\u89d2\u300d\uff1f<\/strong><\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8861\u91cf\u6765\u81eaAnthropic\u3001OpenAI\u3001Google\u548cxAI\u7684\u5341\u4e8c\u4e2a\u524d\u6cbf\u6a21\u578b\u4e4b\u95f4\u7684\u5206\u6b67\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u4ef7\u503c\u6743\u8861\u6765\u5bf9\u5404\u5927\u524d\u6cbf\u6a21\u578b\u8fdb\u884c\u300c\u538b\u529b\u6d4b\u8bd5\u300d\u3002<\/p>\n\n\n\n<p>\u6709\u8da3\u7684\u662f\uff0c\u8fd9\u4e2a\u538b\u529b\u6d4b\u8bd5\u4e13\u95e8\u6311AI\u89c4\u5219\u91cc\u7684\u300c\u7070\u8272\u5730\u5e26\u300d\u4e0b\u624b\u3002<\/p>\n\n\n\n<p><strong>\u60c5\u666f\u751f\u6210<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u7cfb\u7edf\u6027\u5730\u8bc4\u4f30\u6a21\u578b\u7279\u6027\uff0c\u7814\u7a76\u4eba\u5458\u4ece\u5176\u5305\u542b3000\u591a\u4e2a\u4ef7\u503c\u89c2\u7684\u8bed\u6599\u5e93\u4e2d\uff0c\u968f\u673a\u62bd\u6837\u4e8615\u4e07\u5bf9\u4ef7\u503c\u89c2\uff0c\u5e76\u63d0\u793a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u751f\u6210\u9700\u8981\u5e73\u8861\u8fd9\u4e9b\u4ef7\u503c\u89c2\u5bf9\u7684\u7528\u6237\u67e5\u8be2\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u6307\u51fa\uff0c\u521d\u59cb\u7684\u6743\u8861\u60c5\u666f\u901a\u5e38\u91c7\u7528\u76f8\u5bf9\u4e2d\u7acb\u7684\u6846\u67b6\uff0c\u4e0d\u4f1a\u5c06\u54cd\u5e94\u6a21\u578b\u63a8\u5411\u6781\u7aef\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u589e\u52a0\u54cd\u5e94\u6a21\u578b\u7684\u5904\u7406\u96be\u5ea6\uff0c\u7814\u7a76\u56e2\u961f\u5e94\u7528\u4e86\u4ef7\u503c\u504f\u5411\u5316\uff08value biasing\uff09\u5904\u7406\uff0c\u4ee5\u521b\u5efa\u66f4\u503e\u5411\u4e8e\u67d0\u4e2a\u4ef7\u503c\u89c2\u7684\u53d8\u4f53<\/p>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u4e00\u504f\u5411\u5316\u8fc7\u7a0b\uff0c\u67e5\u8be2\u6570\u91cf\u589e\u52a0\u4e86\u4e24\u500d\u3002\u7531\u4e8e\u8bb8\u591a\u751f\u6210\u5c1d\u8bd5\u6d89\u53ca\u654f\u611f\u4e3b\u9898\uff0c\u5bfc\u81f4\u6a21\u578b\u62d2\u7edd\u56de\u7b54\u800c\u975e\u4ea7\u51fa\u53ef\u7528\u60c5\u666f\uff0c\u56e0\u6b64\u5728\u8fc7\u6ee4\u6389\u62d2\u7edd\u56de\u7b54\u548c\u4e0d\u5b8c\u6574\u7684\u751f\u6210\u5185\u5bb9\u540e\uff0c\u6700\u7ec8\u6570\u636e\u96c6\u5305\u542b\u8d85\u8fc741\u4e07\u4e2a\u60c5\u666f\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u7814\u7a76\u5458\u89c2\u5bdf\u5230\u4e0d\u540c\u7684\u751f\u6210\u6a21\u578b\u4f1a\u4ea7\u751f\u72ec\u7279\u7684\u67e5\u8be2\u98ce\u683c\uff0c\u5e76\u5728\u5176\u6700\u5e38\u751f\u6210\u7684\u60c5\u666f\u4e2d\u8868\u73b0\u51fa\u4e0d\u540c\u7684\u4e3b\u9898\u504f\u89c1\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u4e3a\u4e86\u8fdb\u4e00\u6b65\u589e\u5f3a\u591a\u6837\u6027\uff0c\u91c7\u7528\u4e86\u4e09\u79cd\u4e0d\u540c\u7684\u6a21\u578b\u8fdb\u884c\u751f\u6210\uff1aClaude 4 Opus\u3001Claude 3.7 Sonnet \u548c o3\uff0c\u6bcf\u79cd\u6a21\u578b\u7ea6\u751f\u6210\u4e09\u5206\u4e4b\u4e00\u7684\u67e5\u8be2\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u7814\u7a76\u53d1\u73b0\uff0c\u5728\u6240\u6709\u751f\u6210\u6a21\u578b\u4e2d\uff0c\u57fa\u4e8e\u63a8\u7406\u7684\u6a21\u578b\uff08reasoning-based models\uff09\u5728\u96be\u5ea6\u548c\u5bf9\u539f\u59cb\u4ef7\u503c\u89c2\u7684\u9075\u5faa\u5ea6\u65b9\u9762\uff0c\u90fd\u80fd\u4ea7\u51fa\u8d28\u91cf\u663e\u8457\u66f4\u9ad8\u7684\u67e5\u8be2\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u6240\u6709\u7684\u751f\u6210\u8fc7\u7a0b\u90fd\u5229\u7528\u4e86Claude\u6a21\u578b\u7684\u6269\u5c55\u601d\u7ef4\uff08extended thinking\uff09\u80fd\u529b\u4ee5\u53ca\u57fa\u4e8e\u63a8\u7406\u7684o3\u6a21\u578b\u3002<\/p>\n\n\n\n<p><strong>\u9488\u5bf9\u751f\u6210\u60c5\u666f\u7684\u591a\u6837\u6027\uff0c\u7814\u7a76\u5458<\/strong>\u57fa\u4e8e\u6587\u672c\u5d4c\u5165\uff08text embeddings\uff09\u5bf9\u60c5\u666f\u591a\u6837\u6027\u7684\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u8bc6\u522b\u51fa\u4e86\u4e00\u4e2a\u5305\u542b30\u4e07\u4e2a\u751f\u6210\u60c5\u666f\u7684\u5b50\u96c6\uff0c\u5728\u8be5\u5b50\u96c6\u4e2d\uff0c\u5373\u4f7f\u662f\u76f8\u4f3c\u5ea6\u6700\u9ad8\u7684\u67e5\u8be2\u5bf9\u4e5f\u80fd\u5f15\u53d1\u4e0d\u540c\u7684\u6a21\u578b\u54cd\u5e94\u884c\u4e3a\u3002\u5728\u6b64\u5b50\u96c6\u5185\uff0c\u81f3\u5c11\u670915\u4e07\u4e2a\u67e5\u8be2\u8981\u4e48\u6d89\u53ca\u5b8c\u5168\u4e0d\u540c\u7684\u4e3b\u9898\uff0c\u8981\u4e48\u5728\u76f8\u4f3c\u4e3b\u9898\u4e0a\u8868\u8fbe\u4e86\u4e0d\u540c\u7684\u65e2\u6709\u89c2\u70b9\u3002<\/p>\n\n\n\n<p><strong>\u57fa\u4e8e\u5206\u6b67\u548c\u4e3b\u9898\u7684\u573a\u666f\u7b5b\u9009<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc6\u522b\u51fa\u90a3\u4e9b\u80fd\u63ed\u793a\u6a21\u578b\u89c4\u8303\u4e2d\u5b58\u5728\u7f3a\u9677\u7684\u60c5\u666f\uff0c\u7814\u7a76\u4eba\u5458\u5bf9\u751f\u6210\u7684\u6570\u636e\u96c6\u5e94\u7528\u4e86\u591a\u9879\u7b5b\u9009\u6307\u6807\u3002<\/p>\n\n\n\n<p><strong>\u56e2\u961f<\/strong>\u6d4b\u91cf\u4e86\u524d\u6cbf\u5927\u8bed\u8a00\u6a21\u578b\u5728\u56de\u7b54\u751f\u6210\u7684\u67e5\u8be2\u65f6\u7684\u54cd\u5e94\u5206\u6b67\u5ea6\u3002<\/p>\n\n\n\n<p>\u8bc4\u4f30\u9996\u5148\u4ece12\u4e2a\u524d\u6cbf\u6a21\u578b\u4e2d\u4e3a\u6bcf\u4e2a\u67e5\u8be2\u751f\u6210\u54cd\u5e94\uff0c\u8fd9\u4e9b\u6a21\u578b\u5305\u62ec\uff1a\u4e94\u4e2aClaude\u6a21\u578b\uff08Claude 4 Opus, Claude 4 Sonnet, Claude 3.7 Sonnet, Claude 3.5 Sonnet, and Claude 3 Opus\uff09\u3001\u4e94\u4e2aOpenAI\u6a21\u578b\uff08GPT 4.1, GPT 4.1 mini, GPT 4o, o3, and o4 mini\uff09\u3001Gemini 2.5 Pro \u548c Grok 4\u3002<\/p>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u751f\u6210\u7684\u8bb8\u591a\u67e5\u8be2\u90fd\u5f15\u53d1\u4e86\u8fd9\u4e9b\u524d\u6cbf\u6a21\u578b\u4e4b\u95f4\u663e\u8457\u4e0d\u540c\u7684\u54cd\u5e94\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u53d1\u73b0\uff0c\u66f4\u9ad8\u7684\u5206\u6b67\u5ea6\u901a\u5e38\u5bf9\u5e94\u7740\u6a21\u578b\u89c4\u8303\u95ee\u9898\uff0c\u5c24\u5176\u662f\u5728\u5171\u4eab\u76f8\u540c\u89c4\u8303\u7684\u6a21\u578b\u4e4b\u95f4\u3002<\/p>\n\n\n\n<p>\u8be5\u65b9\u6cd5\u4f5c\u4e3a\u4e00\u79cd\u4e0d\u786e\u5b9a\u6027\u5ea6\u91cf\uff08uncertainty measure\uff09\uff0c\u4e0e<strong>\u59d4\u5458\u4f1a\u67e5\u8be2\u7406\u8bba\uff08query-by-committee theory\uff09<\/strong>\u76f8\u5173\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0cOpenAI\u6a21\u578b\uff08\u5747\u88ab\u8bad\u7ec3\u4ee5\u9075\u5faaOpenAI\u6a21\u578b\u89c4\u8303\uff09\u4e4b\u95f4\u7684\u5206\u6b67\u63ed\u793a\u4e86\u6a21\u578b\u8868\u73b0\u51fa\u4e0d\u786e\u5b9a\u6027\u7684\u60c5\u666f\uff0c\u8fd9\u8868\u660e\u6a21\u578b\u89c4\u8303\u53ef\u80fd\u63d0\u4f9b\u4e86\u6a21\u7cca\u7684\u8bad\u7ec3\u4fe1\u53f7\u3002<\/p>\n\n\n\n<p>\u4e3a\u91cf\u5316\u5206\u6b67\uff0c\u7814\u7a76\u5458\u6839\u636e\u6a21\u578b\u54cd\u5e94\u5bf9\u751f\u6210\u4ef7\u503c\u89c2\u5bf9\u4e2d\u6bcf\u4e2a\u4ef7\u503c\u89c2\u7684\u504f\u597d\u5f3a\u5ea6\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n\n\n\n<p>\u56e2\u961f\u91c7\u7528\u4e86\u4e00\u79cd\u4e24\u9636\u6bb5\u65b9\u6cd5\uff0c\u5305\u62ec<strong>\u81ea\u52a8\u5316\u8bc4\u5206\u6807\u51c6\u751f\u6210\uff08automatic rubric generation\uff09<\/strong>\uff0c\u968f\u540e\u662f\u81ea\u52a8\u5316\u5339\u914d\u8fc7\u7a0b\uff0c\u4ee5\u83b7\u5f97\u6700\u7ec8\u7684\u4ef7\u503c\u5206\u6570\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u67e5\u8be2\u53ca\u5176\u4e24\u4e2a\u79cd\u5b50\u4ef7\u503c\u89c2\uff0c\u63d0\u793aClaude 4 Opus\u751f\u6210\u4e00\u4e2a<strong>\u54cd\u5e94\u7b56\u7565\u8c31\u7cfb\uff08spectrum of answering strategies\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u8be5\u8c31\u7cfb\u8303\u56f4\u4ece\u6781\u7aef\u504f\u597d\u4e00\u4e2a\u4ef7\u503c\u89c2\uff08\u5f976\u5206\uff09\u5230\u6781\u7aef\u53cd\u5bf9\u5b83\uff08\u5f970\u5206\uff09\uff0c\u5e76\u5305\u542b\u4e2d\u95f4\u7b56\u7565\uff08\u5f971-5\u5206\uff09\u3002<\/p>\n\n\n\n<p>\u968f\u540e\uff0c\u4f7f\u7528\u8be5\u8c31\u7cfb\u4f5c\u4e3a\u8bc4\u5206\u6807\u51c6\uff0c\u5bf9\u6240\u670912\u4e2a\u6a21\u578b\u7684\u54cd\u5e94\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n\n\n\n<p><strong>\u5206\u6b67\u52a0\u6743\u53bb\u91cd\uff08Disagreement-Weighted Deduplication\uff09\uff1a<\/strong>\u91c7\u7528<strong>\u52a0\u6743k-\u4e2d\u5fc3\u76ee\u6807\uff08weighted k-center objective\uff09<\/strong>\u8fdb\u884c\u5b50\u96c6\u9009\u62e9\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u89c4\u8303\u7279\u522b\u5f3a\u8c03\u67d0\u4e9b\u7c7b\u522b\u7684\u654f\u611f\u4e3b\u9898\u3002\u7814\u7a76\u5458\u5c06\u6bcf\u4e2a\u9ad8\u5206\u6b67\u60c5\u666f\u6309\u4e3b\u9898\u8fdb\u884c\u5206\u7c7b\uff1a<\/p>\n\n\n\n<p>\u5305\u62ec\uff1a\u751f\u7269\u5b89\u5168\u3001\u5316\u5b66\u5b89\u5168\u3001\u7f51\u7edc\u5b89\u5168\u3001\u653f\u6cbb\u3001\u513f\u7ae5\u8bf1\u9a97\u3001\u7cbe\u795e\u75be\u75c5\u3001\u54f2\u5b66\u63a8\u7406\u548c\u9053\u5fb7\u63a8\u7406\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u7814\u7a76\u7684\u662f\u6743\u8861\u60c5\u666f\uff0c\u4e5f\u7eb3\u5165\u4e86\u6d89\u53ca\u54f2\u5b66\u548c\u9053\u5fb7\u63a8\u7406\u7684\u4e3b\u9898\u3002<\/p>\n\n\n\n<p><strong>\u4ef7\u503c\u89c2\u4f18\u5148\u805a\u5408<\/strong><\/p>\n\n\n\n<p>\u867d\u7136\u4ef7\u503c\u5206\u7c7b\u53ef\u4ee5\u8861\u91cf\u6a21\u578b\u54cd\u5e94\u95f4\u7684\u5206\u6b67\uff0c\u4f46\u5927\u591a\u6570\u60c5\u666f\u548c\u54cd\u5e94\u6240\u8868\u8fbe\u7684\u4ef7\u503c\u89c2\u8fdc\u4e0d\u6b62\u751f\u6210\u65f6\u6240\u7528\u7684\u90a3\u4e00\u5bf9\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u63cf\u7ed8\u6a21\u578b\u95f4\u5728\u4ef7\u503c\u89c2\u8868\u8fbe\u4e0a\u7684\u5dee\u5f02\uff0c\u7814\u7a76\u5458\u63d0\u793aClaude 4 Opus\u4ee5<strong>\u81ea\u7531\u5f62\u5f0f\u751f\u6210\uff08free-form generation\uff09\u7684\u65b9\u5f0f\uff0c\u8bc6\u522b\u51fa12\u4e2a\u6a21\u578b\u4e2d\u6bcf\u4e2a\u6a21\u578b\u76f8\u8f83\u4e8e\u5176\u4ed6\u6a21\u578b\u6240\u72ec\u7279\u8868\u8fbe\u7684\u4ef7\u503c\u89c2\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u5728\u751f\u6210\u8fd9\u4e9b\u4ef7\u503c\u89c2\u540e\uff0c\u56e2\u961f\u5229\u7528Gemini\u5d4c\u5165\u548c\u6700\u8fd1\u90bb\u5206\u7c7b\uff08nearest neighbor&nbsp;classification\uff09<\/strong>\uff0c\u5c06\u6bcf\u4e2a\u4ef7\u503c\u89c2\u5339\u914d\u5230\u4ef7\u503c\u5c42\u7ea7\uff08value hierarchy\uff09\u4e2d\u7b2c\u4e8c\u5c42\u6700\u63a5\u8fd1\u7684\u7c7b\u522b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u524d\u6cbf\u6a21\u578b\u300c\u4eba\u8bbe\u300d\u5927\u516c\u5f00<\/strong><\/h2>\n\n\n\n<p>\u9664\u4e86\u89c4\u8303\u5dee\u8ddd\u4e4b\u5916\uff0c\u7814\u7a76\u5458\u89c2\u5bdf\u5230\u4e0d\u540c\u6a21\u578b\u4e4b\u95f4\u7684\u4ef7\u503c\u4f18\u5148\u6a21\u5f0f\u5404\u4e0d\u76f8\u540c\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0cClaude\u6a21\u578b\u4f18\u5148\u8003\u8651\u9053\u5fb7\u8d23\u4efb\uff0cGemini\u5f3a\u8c03\u60c5\u611f\u6df1\u5ea6\uff0cOpenAI\u548cGrok\u5219\u4ee5\u5546\u4e1a\u6548\u7387\u4e3a\u4f18\u5316\u76ee\u6807\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u5176\u4ed6\u4ef7\u503c\u89c2\uff0c\u4f18\u5148\u6a21\u5f0f\u4e5f\u6709\u6240\u4e0d\u540c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_dd3f50547bdb43e09c5d48b9ef64c65d@5091053_oswg252950oswg1080oswg585_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6a21\u578b\u54cd\u5e94\u5728\u9ad8\u5206\u6b67\u6743\u8861\u60c5\u666f\u96c6\u4e2d\u8868\u73b0\u51fa\u4ef7\u503c\u89c2\u6b21\u6570<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u8fd8\u53d1\u73b0\u4e86\u8bb8\u591a\u5173\u4e8e\u62d2\u7edd\u6a21\u5f0f\u548c\u5f02\u5e38\u884c\u4e3a\u7684\u5b9e\u9645\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5728\u654f\u611f\u8bdd\u9898\u4e0a\u7684\u9ad8\u5206\u6b67\u573a\u666f\u663e\u793a\u51fa\u7cfb\u7edf\u6027\u7684\u5047\u9633\u6027\u62d2\u7edd\u3002\u5206\u6790\u8fd8\u53d1\u73b0\u4e86\u4e2a\u522b\u6a21\u578b\u663e\u8457\u504f\u79bb\u7684\u9519\u4f4d\u6848\u4f8b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_182c0d0295ed40708f5685565daea0e0@5091053_oswg428901oswg1080oswg531_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6bcf\u4e2a\u6a21\u578b\u7684\u5f02\u5e38\u54cd\u5e94\u793a\u4f8b\u3002\u8fd9\u4e2a\u5173\u4e8e Claude\u6a21\u578b\u5982\u4f55\u54cd\u5e94\u6b64\u63d0\u793a\u7684\u793a\u4f8b\u6765\u81ea Sonnet 3.5\uff0c\u5c3d\u7ba1\u6240\u6709\u4e09\u4e2a Claude\u6a21\u578b\u7684\u54cd\u5e94\u90fd\u975e\u5e38\u76f8\u4f3c\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u663e\u793a\uff0cClaude\u6a21\u578b\u62d2\u7edd\u6267\u884c\u53ef\u80fd\u6709\u95ee\u9898\u7684\u8bf7\u6c42\u9891\u7387\u6bd4\u5176\u4ed6\u6a21\u578b\u9ad8\u51fa\u591a\u8fbe 7 \u500d\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0co3\u6a21\u578b\u76f4\u63a5\u62d2\u7edd\u7684\u6bd4\u4f8b\u6700\u9ad8\uff0c\u5e38\u5e38\u662f\u4e0d\u52a0\u8bf4\u660e\u5730\u7b80\u5355\u56de\u7edd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_8806880b48c143aaa1dc1ef10bd90e1d@5091053_oswg97391oswg1080oswg616_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5728\u9ad8\u5ea6\u5206\u6b67\u573a\u666f\u4e0b\u6a21\u578b\u62d2\u7edd\u7684\u767e\u5206\u6bd4\u3002\u54cd\u5e94\u6839\u636e\u5bf9\u7528\u6237\u8bf7\u6c42\u7684\u62d2\u7edd\u7a0b\u5ea6\u8fdb\u884c\u5206\u7c7b<\/p>\n\n\n\n<p>\u5c3d\u7ba1\u5b58\u5728\u8fd9\u4e9b\u5dee\u5f02\uff0c\u4f46\u6240\u6709\u6a21\u578b\u90fd\u4e00\u81f4\u8ba4\u4e3a\u9700\u8981\u907f\u514d\u7279\u5b9a\u7684\u5371\u5bb3\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u53d1\u73b0\uff0c\u5bf9\u4e8e\u513f\u7ae5\u8bf1\u9a97\u76f8\u5173\u67e5\u8be2\u7684\u62d2\u7edd\u7387\u4e0a\uff0c\u6d4b\u8bd5\u7684\u6bcf\u4e2a\u6a21\u578b\u5747\u5448\u4e0a\u5347\u8d8b\u52bf\u3002<\/p>\n\n\n\n<p>\u8fd9\u8868\u660e\u65e0\u8bba\u4e0d\u540c\u6a21\u578b\u63d0\u4f9b\u5546\u91c7\u53d6\u4f55\u79cd\u5bf9\u9f50\u7b56\u7565\uff0c\u4fdd\u62a4\u672a\u6210\u5e74\u4eba\u4f18\u5148\u7387\u6700\u9ad8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_c70e005e88394d6998dfac2caad8d3eb@5091053_oswg64589oswg1080oswg614_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6d89\u53ca\u513f\u7ae5\u8bf1\u9a97\u98ce\u9669\u7684\u573a\u666f\u62d2\u7edd\u7387\u3002\u6b64\u5904\u7684\u62d2\u7edd\u5305\u62ec\u300c\u5b8c\u5168\u62d2\u7edd\u300d\u3001\u300c\u5e26\u6709\u89e3\u91ca\u7684\u575a\u51b3\u62d2\u7edd\u300d\u548c\u300c\u63d0\u4f9b\u66ff\u4ee3\u65b9\u6848\u7684\u6e29\u548c\u62d2\u7edd\u300d\u3002\u5728\u6b64\uff0c\u4e0e\u7814\u7a76\u4eba\u5458\u751f\u6210\u7684\u6240\u6709\u573a\u666f\u8ba1\u7b97\u51fa\u7684\u6574\u4f53\u62d2\u7edd\u7387\u76f8\u6bd4\uff0c\u6d89\u53ca\u513f\u7ae5\u8bf1\u9a97\u98ce\u9669\u7684\u573a\u666f\u62d2\u7edd\u7387\u66f4\u9ad8<\/p>\n\n\n\n<p>\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0c\u56e2\u961f\u8fd8\u7814\u7a76\u4e86\u5f02\u5e38\u54cd\u5e94\uff0c\u5373\u4e00\u4e2a\u6a21\u578b\u7684\u663e\u8457\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u90a3\u5404\u5927\u6a21\u578b\u90fd\u6709\u54ea\u4e9b\u663e\u8457\u7279\u5f81\u5462\uff1f<\/p>\n\n\n\n<p>Grok 4\u5f02\u5e38\u54cd\u5e94\u503c\u6700\u9ad8\uff0c\u66f4\u613f\u610f\u56de\u5e94\u5176\u4ed6\u6a21\u578b\u8ba4\u4e3a\u6709\u5bb3\u7684\u8bf7\u6c42\uff0c\u4f8b\u5982\u521b\u4f5c\u5173\u4e8e\u7cbe\u795e\u75be\u75c5\u7b49\u9ed1\u6697\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\u662fClaude 3.5 Sonnet\uff0c\u540e\u8005\u6709\u65f6\u4f1a\u62d2\u7edd\u56de\u7b54\u4e00\u4e9b\u66f4\u65e0\u5bb3\u7684\u8bf7\u6c42\uff08\u8fd9\u4e00\u503e\u5411\u5728\u540e\u6765\u7684Claude\u6a21\u578b\u4e2d\u51e0\u4e4e\u6ca1\u90a3\u4e48\u660e\u663e\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_4954ff4fb70d4d13a2a58e908377c819@5091053_oswg68959oswg1080oswg614_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6a21\u578b\u7684\u5f02\u5e38\u54cd\u5e94\u5206\u5e03\u3002\u5f53\u4e00\u4e2a\u6a21\u578b\u7684\u8bc4\u5206\u503c\u4e0e\u5176\u5b83 11 \u4e2a\u6a21\u578b\u4e2d\u7684\u81f3\u5c11 9 \u4e2a\u663e\u8457\u4e0d\u540c\u65f6\uff0c\u8be5\u6a21\u578b\u88ab\u5f52\u7c7b\u4e3a\u5f02\u5e38\u503c<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7f51\u53cb\u9510\u8bc4<\/strong><\/h2>\n\n\n\n<p>\u4e3b\u6d41\u6a21\u578b\u300c\u72ec\u7279\u4e2a\u6027\u300d\u88ab\u4e00\u4e00\u66dd\u5149\uff0c\u5f15\u53d1\u7f51\u53cb\u6fc0\u70c8\u8ba8\u8bba\u3002<\/p>\n\n\n\n<p>\u7f51\u53cbMD\uff0c\u6beb\u4e0d\u541d\u556c\u5730\u5938\u8d5e\u4e86\u4e00\u756a\u5916\uff0c\u4e5f\u8868\u8fbe\u4e86\u81ea\u5df1\u7684\u62c5\u5fe7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_9785f184c0474b5eb8294b971724da4f@5091053_oswg383865oswg1080oswg560_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6295\u8d44\u4ebaBedurion\u76f4\u51fb\u8981\u5bb3\uff0c\u6a21\u578b\u89c4\u8303\u770b\u4f3c\u7cbe\u786e\uff0c\u4f46\u73b0\u5b9e\u4e16\u754c\u7684\u6df7\u4e71\u4e2d\u5b58\u5728\u6f0f\u6d1e\uff0c\u504f\u89c1\u5bb9\u6613\u6709\u673a\u53ef\u4e58\u3002<\/p>\n\n\n\n<p>\u4ed6\u5efa\u8bae\uff0c\u5728\u6269\u5927\u89c4\u6a21\u4e4b\u524d\uff0c\u5e94\u901a\u8fc7\u60c5\u666f\u6d4b\u8bd5\u6765\u7ec6\u5316\u89c4\u8303\uff0c\u63ed\u793a\u771f\u6b63\u7684\u5bf9\u9f50\u60c5\u51b5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_7148391b38b04bbeaefe0fd9a92ae119@5091053_oswg226026oswg1080oswg347_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u524dSiri\u8054\u5408\u521b\u59cb\u4ebaRob Phillips\u4e5f\u8868\u8fbe\u4e86\u81ea\u5df1\u7684\u597d\u5947\u5fc3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251027\/v2_f0b07ac2bb354464828cb39a86772192@5091053_oswg228160oswg1080oswg445_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u539f\u6587\u6765\u6e90\uff1a<a href=\"https:\/\/36kr.com\/p\/3526569425722497\">https:\/\/36kr.com\/p\/3526569425722497<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5b9e\u9524\uff01LLM\u4e5f\u6709\u81ea\u5df1\u7684\u300c\u4ef7\u503c\u89c2\u300d\uff1f 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