{"id":26976,"date":"2025-09-10T07:49:19","date_gmt":"2025-09-09T23:49:19","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26976"},"modified":"2025-09-10T07:49:19","modified_gmt":"2025-09-09T23:49:19","slug":"openai%e6%9c%80%e6%96%b0%e7%a0%94%e7%a9%b6%e6%8f%ad%e7%a7%98%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b8%ba%e4%bb%80%e4%b9%88%e4%bc%9a%e6%9c%89%e5%b9%bb%e8%a7%89%ef%bc%81","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/09\/10\/26976\/","title":{"rendered":"OpenAI\u6700\u65b0\u7814\u7a76\u63ed\u79d8\u5927\u6a21\u578b\u4e3a\u4ec0\u4e48\u4f1a\u6709\u5e7b\u89c9\uff01"},"content":{"rendered":"<div><img data-dominant-color=\"bcc3d0\" data-has-transparency=\"false\" style=\"--dominant-color: #bcc3d0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26978\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/39d5d8056dfd740caf6579145c4124ea9234b4-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/39d5d8056dfd740caf6579145c4124ea9234b4-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/39d5d8056dfd740caf6579145c4124ea9234b4-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u5e7b\u89c9\u95ee\u9898\u662f\u9650\u5236\u8bed\u8a00\u6a21\u578b\u5728\u9ad8\u98ce\u9669\u9886\u57df\uff08\u5982\u533b\u7597\u3001\u6cd5\u5f8b\uff09\u5e94\u7528\u7684\u5173\u952e\u969c\u788d\u3002\u8fd9\u9879\u7814\u7a76\u4e3a\u6784\u5efa\u66f4\u53ef\u4fe1\u7684AI\u7cfb\u7edf\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<h2>\u5f15\u8a00\uff1a\u8bed\u8a00\u6a21\u578b\u7684\u201c\u5e7b\u89c9\u201d\u96be\u9898<\/h2>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u98de\u901f\u53d1\u5c55\u7684\u4eca\u5929\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5982ChatGPT\u3001DeepSeek\u7b49\u5df2\u7ecf\u6210\u4e3a\u6211\u4eec\u65e5\u5e38\u751f\u6d3b\u4e0e\u5de5\u4f5c\u7684\u5f97\u529b\u52a9\u624b\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u6a21\u578b\u6709\u65f6\u4f1a\u201c\u4fe1\u53e3\u5f00\u6cb3\u201d\uff0c\u751f\u6210\u770b\u4f3c\u5408\u7406\u5374\u5b8c\u5168\u9519\u8bef\u7684\u56de\u7b54\uff0c\u8fd9\u79cd\u73b0\u8c61\u88ab\u5b66\u754c\u79f0\u4e3a<strong>\u201c\u5e7b\u89c9\u201d<\/strong>\uff08hallucination\uff09\u3002\u4f8b\u5982\uff0c\u5f53\u88ab\u95ee\u53ca\u201c\u4e9a\u5f53\u00b7\u5361\u83b1\u7684\u751f\u65e5\u662f\u54ea\u5929\uff1f\u201d\u65f6\uff0c\u67d0\u5f00\u6e90\u6a21\u578b\u63a5\u8fde\u7ed9\u51fa\u4e86\u201c03-07\u201d\u3001\u201c15-06\u201d\u548c\u201c01-01\u201d\u4e09\u4e2a\u9519\u8bef\u7b54\u6848\uff0c\u800c\u6b63\u786e\u7b54\u6848\u5e94\u4e3a\u79cb\u5b63\u67d0\u5929\u3002\u8fd9\u79cd\u201c\u8a00\u4e4b\u51ff\u51ff\u201d\u7684\u9519\u8bef\u8f93\u51fa\u4e0d\u4ec5\u8ba9\u4eba\u557c\u7b11\u7686\u975e\uff0c\u8fd8\u4e25\u91cd\u5f71\u54cd\u4e86\u6a21\u578b\u7684\u53ef\u4fe1\u5ea6\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u6765\u81eaOpenAI\u4e0e\u4f50\u6cbb\u4e9a\u7406\u5de5\u5b66\u9662\u7684\u9876\u5c16\u7814\u7a76\u56e2\u961f\u53d1\u8868\u4e86\u4e00\u7bc7\u9898\u4e3a\u300aWhy Language Models Hallucinate\u300b\u7684\u8bba\u6587\uff0c\u6df1\u5165\u5256\u6790\u4e86\u8bed\u8a00\u6a21\u578b\u4ea7\u751f\u5e7b\u89c9\u7684\u6839\u672c\u539f\u56e0\u3002\u8bba\u6587\u7531Adam Tauman Kalai\u3001Ofir Nachum\u3001Santosh S. Vempala\u548cEdwin Zhang\u8054\u5408\u64b0\u5199\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u7406\u8bba\u6846\u67b6\uff0c\u63ed\u793a\u4e86\u5e7b\u89c9\u5728\u6a21\u578b\u9884\u8bad\u7ec3\u4e0e\u540e\u8bad\u7ec3\u9636\u6bb5\u7684\u7edf\u8ba1\u5b66\u6839\u6e90\uff0c\u5e76\u547c\u5401\u8c03\u6574\u5f53\u524d\u8bc4\u4f30\u4f53\u7cfb\u4ee5\u6253\u9020\u66f4\u53ef\u4fe1\u7684AI\u7cfb\u7edf\u3002\u8fd9\u7bc7\u7814\u7a76\u4e0d\u4ec5\u4e3a\u7406\u89e3\u8bed\u8a00\u6a21\u578b\u7684\u884c\u4e3a\u63d0\u4f9b\u4e86\u65b0\u89c6\u89d2\uff0c\u8fd8\u4e3a\u672a\u6765AI\u7684\u53d1\u5c55\u6307\u660e\u4e86\u65b9\u5411\u3002<\/p>\n<blockquote><p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/papers\/2509.04664<\/p><\/blockquote>\n<h2>\u5e7b\u89c9\u7684\u672c\u8d28\uff1a\u4ece\u9519\u8bef\u5230\u201c\u8a00\u4e4b\u6210\u7406\u201d\u7684\u8c0e\u8a00<\/h2>\n<h3>\u4ec0\u4e48\u662f\u5e7b\u89c9\uff1f<\/h3>\n<p>\u8bed\u8a00\u6a21\u578b\u7684\u5e7b\u89c9\u6307\u7684\u662f\u6a21\u578b\u751f\u6210\u770b\u4f3c\u5408\u7406\u4f46\u5b9e\u9645\u4e0a\u9519\u8bef\u7684\u8f93\u51fa\u3002\u4e0e\u4eba\u7c7b\u611f\u77e5\u4e2d\u7684\u201c\u5e7b\u89c9\u201d\u4e0d\u540c\uff0cAI\u7684\u5e7b\u89c9\u5e76\u975e\u611f\u5b98\u9519\u89c9\uff0c<strong>\u800c\u662f\u4e00\u79cd\u7edf\u8ba1\u5b66\u4e0a\u7684\u9519\u8bef\u884c\u4e3a<\/strong>\u3002\u4f8b\u5982\uff0c\u5f53\u88ab\u8981\u6c42\u56de\u7b54\u201cDEEPSEEK\u4e2d\u6709\u51e0\u4e2aD\uff1f\u201d\u65f6\uff0c\u67d0\u6a21\u578b\u5728\u591a\u6b21\u8bd5\u9a8c\u4e2d\u7ed9\u51fa\u4e86\u201c2\u201d\u6216\u201c3\u201d\u7684\u9519\u8bef\u7b54\u6848\uff0c\u751a\u81f3\u6709\u6a21\u578b\u56de\u7b54\u201c6\u201d\u6216\u201c7\u201d\uff0c\u5b8c\u5168\u504f\u79bb\u4e86\u6b63\u786e\u7b54\u6848\u201c1\u201d\u3002\u8fd9\u4e9b\u9519\u8bef\u5e76\u975e\u7b80\u5355\u7684\u62fc\u5199\u6216\u8bed\u6cd5\u95ee\u9898\uff0c\u800c\u662f\u6a21\u578b\u5728\u9762\u5bf9\u4e0d\u786e\u5b9a\u6027\u65f6\uff0c\u503e\u5411\u4e8e\u751f\u6210\u201c\u8a00\u4e4b\u6210\u7406\u201d\u5374\u9519\u8bef\u7684\u56de\u7b54\uff0c\u800c\u4e0d\u662f\u5766\u8bda\u8868\u793a\u201c\u6211\u4e0d\u77e5\u9053\u201d\uff08IDK\uff09\u3002<\/p>\n<p>\u8bba\u6587\u6307\u51fa\uff0c\u5e7b\u89c9\u53ef\u4ee5\u5206\u4e3a\u4e24\u7c7b\uff1a<strong>\u5185\u5728\u5e7b\u89c9<\/strong>\uff08intrinsic hallucination\uff09\uff0c\u5373\u6a21\u578b\u8f93\u51fa\u4e0e\u7528\u6237\u8f93\u5165\u7684\u63d0\u793a\u76f8\u77db\u76fe\uff1b<strong>\u5916\u5728\u5e7b\u89c9<\/strong>\uff08extrinsic hallucination\uff09\uff0c\u5373\u8f93\u51fa\u4e0e\u8bad\u7ec3\u6570\u636e\u6216\u5916\u90e8\u4e8b\u5b9e\u4e0d\u7b26\u3002\u4f8b\u5982\uff0c\u4e0b\u88681\u5c55\u793a\u4e86\u4e09\u6b3e\u4e3b\u6d41\u6a21\u578b\u5728\u56de\u7b54\u201c\u4e9a\u5f53\u00b7\u5361\u83b1\u7684\u535a\u58eb\u8bba\u6587\u6807\u9898\u662f\u4ec0\u4e48\uff1f\u201d\u65f6\uff0c\u5747\u7ed9\u51fa\u4e86\u9519\u8bef\u7684\u6807\u9898\u548c\u5e74\u4efd\uff0c\u51f8\u663e\u4e86\u5e7b\u89c9\u95ee\u9898\u7684\u666e\u904d\u6027\u3002<\/p>\n<p><img data-dominant-color=\"e6e6e6\" data-has-transparency=\"false\" style=\"--dominant-color: #e6e6e6;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26979\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/69904682413268d79a7004a336aeaa6f3fe2f3.png\" width=\"1080\" height=\"163\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/69904682413268d79a7004a336aeaa6f3fe2f3.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/69904682413268d79a7004a336aeaa6f3fe2f3-300x45.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/69904682413268d79a7004a336aeaa6f3fe2f3-1024x155.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/69904682413268d79a7004a336aeaa6f3fe2f3-150x23.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/69904682413268d79a7004a336aeaa6f3fe2f3-768x116.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<h3>\u5e7b\u89c9\u4e3a\u4f55\u4ea7\u751f\uff1f<\/h3>\n<p>\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u8ba1\u7b97\u5b66\u4e60\u7406\u8bba\u7684\u89c6\u89d2\uff0c\u5c06\u5e7b\u89c9\u95ee\u9898\u7b80\u5316\u4e3a\u4e00\u4e2a\u4e8c\u5206\u7c7b\u95ee\u9898\uff1a\u6a21\u578b\u9700\u8981\u5728\u201c\u6709\u6548\u8f93\u51fa\u201d\uff08valid outputs\uff09\u4e0e\u201c\u9519\u8bef\u8f93\u51fa\u201d\uff08error outputs\uff09\u4e4b\u95f4\u505a\u51fa\u533a\u5206\u3002\u4ed6\u4eec\u63d0\u51fa\u4e86\u201cIs-It-Valid\u201d\uff08IIV\uff0c\u662f\u5426\u6709\u6548\uff09\u5206\u7c7b\u4efb\u52a1\uff0c\u5047\u8bbe\u8bad\u7ec3\u6570\u636e\u4e2d\u5305\u542b\u4e00\u534a\u6709\u6548\u6837\u672c\uff08\u6807\u8bb0\u4e3a\u201c+\u201d\uff09\u548c\u4e00\u534a\u968f\u673a\u9519\u8bef\u6837\u672c\uff08\u6807\u8bb0\u4e3a\u201c-\u201d\uff09\u3002\u901a\u8fc7\u5206\u6790\uff0c\u7814\u7a76\u53d1\u73b0\uff0c\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\u9519\u8bef\u7387\u4e0eIIV\u5206\u7c7b\u7684\u9519\u8bef\u7387\u4e4b\u95f4\u5b58\u5728\u6570\u5b66\u5173\u7cfb\uff1a<\/p>\n<blockquote><p>\u751f\u6210\u9519\u8bef\u7387 \u2265 2 \u00d7 IIV\u8bef\u5206\u7c7b\u7387<\/p><\/blockquote>\n<p>\u8fd9\u610f\u5473\u7740\uff0c\u5e7b\u89c9\u7684\u4ea7\u751f\u6e90\u4e8e\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u8bd5\u56fe\u62df\u5408\u8bed\u8a00\u5206\u5e03\u65f6\uff0c\u53d7\u5230\u7edf\u8ba1\u538b\u529b\u7684\u5f71\u54cd\u3002\u5373\u4f7f\u8bad\u7ec3\u6570\u636e\u5b8c\u5168\u65e0\u8bef\uff0c\u6a21\u578b\u4ecd\u4f1a\u56e0\u4f18\u5316\u76ee\u6807\u7684\u7279\u6027\u800c\u751f\u6210\u9519\u8bef\u3002\u8fd9\u79cd\u7edf\u8ba1\u5b66\u4e0a\u7684\u201c\u5fc5\u7136\u6027\u201d\u89e3\u91ca\u4e86\u4e3a\u4f55\u5373\u4f7f\u662f\u6700\u5148\u8fdb\u7684\u6a21\u578b\u4e5f\u65e0\u6cd5\u5b8c\u5168\u907f\u514d\u5e7b\u89c9\u3002<\/p>\n<p><img data-dominant-color=\"f4ebeb\" data-has-transparency=\"false\" style=\"--dominant-color: #f4ebeb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26980\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/21f667320f0aa0f8e713580220c401a9defd54.png\" width=\"1080\" height=\"275\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/21f667320f0aa0f8e713580220c401a9defd54.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/21f667320f0aa0f8e713580220c401a9defd54-300x76.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/21f667320f0aa0f8e713580220c401a9defd54-1024x261.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/21f667320f0aa0f8e713580220c401a9defd54-150x38.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/21f667320f0aa0f8e713580220c401a9defd54-768x196.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p><strong>\u56fe1\uff1aIs-It-Valid\u5206\u7c7b\u4efb\u52a1\u793a\u4f8b<\/strong>\u3002\u56fe\u793a\u5c55\u793a\u4e86\u5982\u4f55\u901a\u8fc7\u6807\u8bb0\u4e3a\u201c+\u201d\u7684\u6b63\u786e\u6837\u672c\u548c\u201c-\u201d\u7684\u9519\u8bef\u6837\u672c\u8bad\u7ec3\u6a21\u578b\u533a\u5206\u6709\u6548\u8f93\u51fa\u3002\u5206\u7c7b\u5668\uff08\u865a\u7ebf\uff09\u5728\u62fc\u5199\u7b49\u7b80\u5355\u4efb\u52a1\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5728\u590d\u6742\u6216\u65e0\u6a21\u5f0f\u7684\u4e8b\u5b9e\u4e0a\u6613\u51fa\u9519\uff0c\u5bfc\u81f4\u5e7b\u89c9\u3002<\/p>\n<h2>\u9884\u8bad\u7ec3\u4e2d\u7684\u5e7b\u89c9\u6839\u6e90\uff1a\u7edf\u8ba1\u5b66\u4e0e\u6a21\u578b\u5c40\u9650<\/h2>\n<h3>\u9884\u8bad\u7ec3\u5982\u4f55\u5f15\u53d1\u5e7b\u89c9\uff1f<\/h3>\n<p>\u5728\u8bed\u8a00\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u5927\u89c4\u6a21\u6587\u672c\u8bed\u6599\u5e93\u6765\u4f30\u8ba1\u8bed\u8a00\u5206\u5e03\u3002<\/p>\n<p>\u7136\u800c\uff0c\u7814\u7a76\u6307\u51fa\uff0c\u5373\u4f7f\u8bad\u7ec3\u6570\u636e\u5b8c\u7f8e\u65e0\u7455\uff0c\u6a21\u578b\u5728\u4f18\u5316\u4ea4\u53c9\u71b5\u635f\u5931\u65f6\uff0c\u4e5f\u4f1a\u56e0\u7edf\u8ba1\u590d\u6742\u6027\u800c\u4ea7\u751f\u9519\u8bef\u3002\u8bba\u6587\u901a\u8fc7\u4e00\u4e2a\u7b80\u5316\u7684\u4f8b\u5b50\u8bf4\u660e\u4e86\u8fd9\u4e00\u70b9\uff1a\u5047\u8bbe\u6a21\u578b\u9700\u8981\u56de\u7b54\u67d0\u4eba\u7684\u751f\u65e5\uff0c\u4f46\u8bad\u7ec3\u6570\u636e\u4e2d\u67d0\u4e9b\u4e8b\u5b9e\uff08\u5982\u67d0\u4eba\u7684\u751f\u65e5\uff09\u53ea\u51fa\u73b0\u4e86\u4e00\u6b21\uff08\u79f0\u4e3a\u201c\u5355\u4f8b\u201d\uff09\uff0c\u6a21\u578b\u5f88\u96be\u51c6\u786e\u5b66\u4e60\u8fd9\u4e9b\u4e8b\u5b9e\u3002\u7814\u7a76\u56e2\u961f\u5f15\u5165\u4e86\u201c\u5355\u4f8b\u7387\u201d\uff08singleton rate\uff09\uff0c\u5373\u8bad\u7ec3\u6570\u636e\u4e2d\u53ea\u51fa\u73b0\u4e00\u6b21\u7684\u63d0\u793a\u6bd4\u4f8b\uff0c\u5e76\u8bc1\u660e\u5e7b\u89c9\u7387\u81f3\u5c11\u4e0e\u5355\u4f8b\u7387\u76f8\u5f53\u3002\u4f8b\u5982\uff0c\u5982\u679c20%\u7684\u751f\u65e5\u4e8b\u5b9e\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u53ea\u51fa\u73b0\u4e00\u6b21\uff0c\u90a3\u4e48\u6a21\u578b\u5728\u8fd9\u4e9b\u4e8b\u5b9e\u4e0a\u7684\u5e7b\u89c9\u7387\u81f3\u5c11\u4e3a20%\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u7814\u7a76\u8fd8\u5206\u6790\u4e86\u5176\u4ed6\u5bfc\u81f4\u5e7b\u89c9\u7684\u56e0\u7d20\uff1a<\/p>\n<ul data-id=\"u738a58b-BT4fS1lB\">\n<li data-id=\"ld70c578-QmXWKWg5\"><strong>\u7edf\u8ba1\u590d\u6742\u6027<\/strong>\uff1a\u5bf9\u4e8e\u6ca1\u6709\u660e\u786e\u6a21\u5f0f\u7684\u4e8b\u5b9e\uff08\u5982\u968f\u673a\u751f\u65e5\uff09\uff0c\u6a21\u578b\u56e0\u7f3a\u4e4f\u8db3\u591f\u6570\u636e\u800c\u4ea7\u751f\u201c\u8ba4\u77e5\u4e0d\u786e\u5b9a\u6027\u201d\uff08epistemic uncertainty\uff09\u3002<\/li>\n<li data-id=\"ld70c578-LaG3cGRh\"><strong>\u6a21\u578b\u5c40\u9650\u6027<\/strong>\uff1a\u5982\u4e09\u5143\u6a21\u578b\uff08trigram models\uff0c\u5373 AI \u53d1\u5c55\u65e9\u671f\u4e0a\u4e0b\u6587\u7a97\u53e3\u4ec5\u6709\u4e09\u4e2a\u8bcd\u5143\u7684\u6a21\u578b\uff09\u65e0\u6cd5\u6355\u6349\u957f\u8ddd\u79bb\u4f9d\u8d56\uff0c\u5bfc\u81f4\u751f\u6210\u4e0d\u5408\u8bed\u6cd5\u7684\u5185\u5bb9\u3002<\/li>\n<li data-id=\"ld70c578-NMdadcEm\"><strong>\u8ba1\u7b97\u96be\u5ea6<\/strong>\uff1a\u67d0\u4e9b\u95ee\u9898\uff08\u5982\u89e3\u5bc6\u4efb\u52a1\uff09\u5728\u8ba1\u7b97\u4e0a\u4e0d\u53ef\u884c\uff0c\u6a21\u578b\u53ea\u80fd\u968f\u673a\u731c\u6d4b\u3002<\/li>\n<li data-id=\"ld70c578-pif9UnlE\"><strong>\u6570\u636e\u8d28\u91cf\u95ee\u9898\uff08GIGO\uff09<\/strong>\uff1a\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u9519\u8bef\u6216\u534a\u771f\u534a\u5047\u5185\u5bb9\u4f1a\u88ab\u6a21\u578b\u590d\u73b0\u3002<\/li>\n<\/ul>\n<h3>\u7406\u8bba\u7a81\u7834\uff1a\u4ece\u5206\u7c7b\u5230\u751f\u6210<\/h3>\n<p>\u8bba\u6587\u7684\u4e00\u4e2a\u91cd\u8981\u8d21\u732e\u662f\u5c06\u751f\u6210\u4efb\u52a1\u4e0e\u4e8c\u5206\u7c7b\u4efb\u52a1\u8054\u7cfb\u8d77\u6765\u3002\u901a\u8fc7IIV\u5206\u7c7b\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u8bc1\u660e\u4e86\u751f\u6210\u6709\u6548\u8f93\u51fa\u7684\u96be\u5ea6\u9ad8\u4e8e\u5206\u7c7b\u4efb\u52a1\u7684\u96be\u5ea6\u3002\u8fd9\u79cd\u201c\u964d\u7ef4\u201d\u5206\u6790\u4e0d\u4ec5\u9002\u7528\u4e8e\u4f20\u7edf\u7684\u4e0b\u4e00\u8bcd\u9884\u6d4b\u6a21\u578b\uff0c\u8fd8\u9002\u7528\u4e8e\u57fa\u4e8e\u641c\u7d22\u548c\u68c0\u7d22\u7684\u6a21\u578b\uff0c\u5c55\u73b0\u4e86\u5176\u666e\u9002\u6027\u3002<\/p>\n<h2>\u540e\u8bad\u7ec3\u4e2d\u7684\u5e7b\u89c9\u987d\u75be\uff1a\u8bc4\u4f30\u4f53\u7cfb\u7684\u201c\u8bef\u5bfc\u201d<\/h2>\n<h3>\u540e\u8bad\u7ec3\u4e3a\u4f55\u672a\u80fd\u6839\u9664\u5e7b\u89c9\uff1f<\/h3>\n<p>\u9884\u8bad\u7ec3\u540e\u7684\u540e\u8bad\u7ec3\u9636\u6bb5\uff08\u5982\u901a\u8fc7\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60RLHF\u6216\u76f4\u63a5\u504f\u597d\u4f18\u5316DPO\uff09\u65e8\u5728\u4f18\u5316\u6a21\u578b\uff0c\u4f7f\u5176\u66f4\u51c6\u786e\u5e76\u51cf\u5c11\u5e7b\u89c9\u3002\u7136\u800c\uff0c\u7814\u7a76\u53d1\u73b0\uff0c<strong>\u5f53\u524d\u7684\u8bc4\u4f30\u4f53\u7cfb\u5374\u5728\u65e0\u610f\u4e2d\u201c\u9f13\u52b1\u201d\u6a21\u578b\u751f\u6210\u5e7b\u89c9<\/strong>\u3002\u8bba\u6587\u4ee5\u4e00\u4e2a\u751f\u52a8\u7684\u7c7b\u6bd4\u89e3\u91ca\u4e86\u8fd9\u4e00\u73b0\u8c61\uff1a\u5c31\u50cf\u5b66\u751f\u5728\u8003\u8bd5\u4e2d\u56e0\u4e0d\u786e\u5b9a\u800c\u80e1\u4e71\u731c\u6d4b\uff0c\u8bed\u8a00\u6a21\u578b\u5728\u9762\u5bf9\u4e8c\u5143\u8bc4\u5206\uff080-1\u8bc4\u5206\uff09\u65f6\uff0c\u4e5f\u503e\u5411\u4e8e\u751f\u6210\u201c\u770b\u4f3c\u6b63\u786e\u201d\u7684\u7b54\u6848\uff0c\u800c\u4e0d\u662f\u8868\u793a\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<p>\u5728\u4e8c\u5143\u8bc4\u5206\u4f53\u7cfb\u4e0b\uff0c\u6b63\u786e\u7b54\u6848\u5f971\u5206\uff0c\u9519\u8bef\u7b54\u6848\u6216\u201c\u6211\u4e0d\u77e5\u9053\u201d\u5f970\u5206\u3002\u8fd9\u79cd\u8bc4\u5206\u673a\u5236\u4f7f\u5f97\u6a21\u578b\u5728\u4e0d\u786e\u5b9a\u65f6\u9009\u62e9\u201c\u5192\u9669\u731c\u6d4b\u201d\uff0c\u56e0\u4e3a\u731c\u6d4b\u81f3\u5c11\u6709\u4e00\u5b9a\u6982\u7387\u5f97\u5206\uff0c\u800c\u8868\u793a\u4e0d\u786e\u5b9a\u6027\u5219\u5b8c\u5168\u4e0d\u5f97\u5206\u3002\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u6570\u5b66\u5206\u6790\u8bc1\u660e\uff0c\u5bf9\u4e8e\u4efb\u4f55\u63d0\u793a\uff0c\u6a21\u578b\u7684\u6700\u4f73\u7b56\u7565\u6c38\u8fdc\u4e0d\u662f\u5f03\u6743\uff08IDK\uff09\uff0c\u800c\u662f\u9009\u62e9\u4e00\u4e2a\u53ef\u80fd\u7684\u7b54\u6848\u3002<strong>\u8fd9\u79cd\u201c\u8003\u8bd5\u5fc3\u6001\u201d\u4f7f\u5f97\u6a21\u578b\u5728\u540e\u8bad\u7ec3\u4e2d\u503e\u5411\u4e8e\u751f\u6210\u8fc7\u81ea\u4fe1\u7684\u5e7b\u89c9\uff0c\u800c\u4e0d\u662f\u8bda\u5b9e\u8868\u8fbe\u4e0d\u786e\u5b9a\u6027<\/strong>\u3002<\/p>\n<h3>\u5f53\u524d\u8bc4\u4f30\u4f53\u7cfb\u7684\u95ee\u9898<\/h3>\n<p>\u8bba\u6587\u8fdb\u4e00\u6b65\u5206\u6790\u4e86\u591a\u4e2a\u4e3b\u6d41\u8bc4\u4f30\u57fa\u51c6\uff08\u5982\u88682\u6240\u793a\uff09\uff0c\u53d1\u73b0\u7edd\u5927\u591a\u6570\u8bc4\u4f30\u91c7\u7528\u4e8c\u5143\u8bc4\u5206\uff0c\u5ffd\u89c6\u4e86\u5bf9\u4e0d\u786e\u5b9a\u6027\u8868\u8fbe\u7684\u5956\u52b1\u3002\u4f8b\u5982\uff1a<\/p>\n<ul data-id=\"u738a58b-UAVaBZ4R\">\n<li data-id=\"ld70c578-0EXJeE79\"><strong>MMLU-Pro<\/strong>\u548c<strong>GPQA<\/strong>\uff1a\u4ee5\u591a\u9009\u9898\u51c6\u786e\u7387\u4e3a\u4e3b\u8981\u6307\u6807\uff0cIDK\u65e0\u5f97\u5206\u3002<\/li>\n<li data-id=\"ld70c578-28Pi9fIW\"><strong>IFEval<\/strong>\uff1a\u57fa\u4e8e\u6307\u4ee4\u9075\u5faa\u7684\u51c6\u786e\u6027\u8bc4\u5206\uff0c\u5f03\u6743\u65e0\u660e\u786e\u5956\u52b1\u3002<\/li>\n<li data-id=\"ld70c578-PbRlEZq4\"><strong>WildBench<\/strong>\uff1a\u867d\u91c7\u75281-10\u5206\u8bc4\u5206\uff0c\u4f46IDK\u53ef\u80fd\u88ab\u8bc4\u4e3a\u201c\u65e0\u610f\u4e49\u201d\uff0c\u5f97\u5206\u4f4e\u4e8e\u5305\u542b\u5e7b\u89c9\u7684\u201c\u4e00\u822c\u201d\u56de\u7b54\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u8bc4\u4f30\u4f53\u7cfb\u7684\u5171\u540c\u95ee\u9898\u662f\uff0c\u5b83\u4eec\u66f4\u770b\u91cd\u7b54\u6848\u7684\u201c\u6b63\u786e\u7387\u201d\u800c\u975e\u201c\u8bda\u5b9e\u5ea6\u201d\uff0c\u4ece\u800c\u5bfc\u81f4\u6a21\u578b\u5728\u4f18\u5316\u8fc7\u7a0b\u4e2d\u66f4\u503e\u5411\u4e8e\u751f\u6210\u5e7b\u89c9\u3002<\/p>\n<p><img data-dominant-color=\"bbcadc\" data-has-transparency=\"false\" style=\"--dominant-color: #bbcadc;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26981\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a5abd2f4646fd323491493335aba7ad893ae24.jpg\" width=\"1080\" height=\"449\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a5abd2f4646fd323491493335aba7ad893ae24.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a5abd2f4646fd323491493335aba7ad893ae24-300x125.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a5abd2f4646fd323491493335aba7ad893ae24-1024x426.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a5abd2f4646fd323491493335aba7ad893ae24-150x62.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a5abd2f4646fd323491493335aba7ad893ae24-768x319.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p><strong>\u56fe2\uff1aGPT-4\u5728\u9884\u8bad\u7ec3\u4e0e\u540e\u8bad\u7ec3\u540e\u7684\u6821\u51c6\u5bf9\u6bd4<\/strong>\u3002\u5de6\u56fe\u663e\u793a\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6821\u51c6\u8f83\u597d\uff0c\u53f3\u56fe\u663e\u793a\u540e\u8bad\u7ec3\u540e\u6821\u51c6\u4e0b\u964d\uff0c\u8868\u660e\u540e\u8bad\u7ec3\u53ef\u80fd\u52a0\u5267\u5e7b\u89c9\u95ee\u9898\u3002<\/p>\n<h2>\u89e3\u51b3\u4e4b\u9053\uff1a\u91cd\u65b0\u8bbe\u8ba1\u8bc4\u4f30\u4f53\u7cfb<\/h2>\n<h3>\u5f15\u5165\u660e\u786e\u7f6e\u4fe1\u5ea6\u76ee\u6807<\/h3>\n<p>\u4e3a\u4e86\u5e94\u5bf9\u5e7b\u89c9\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u4e2a\u7b80\u5355\u800c\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\uff1a<strong>\u8c03\u6574\u8bc4\u4f30\u4f53\u7cfb\uff0c\u660e\u786e\u9f13\u52b1\u6a21\u578b\u8868\u8fbe\u4e0d\u786e\u5b9a\u6027<\/strong>\u3002\u4ed6\u4eec\u5efa\u8bae\u5728\u8bc4\u4f30\u63d0\u793a\u4e2d\u52a0\u5165\u660e\u786e\u7684\u7f6e\u4fe1\u5ea6\u8981\u6c42\uff0c\u4f8b\u5982\uff1a<\/p>\n<blockquote><p>\u4ec5\u5728\u7f6e\u4fe1\u5ea6\u9ad8\u4e8et\u65f6\u56de\u7b54\uff0c\u9519\u8bef\u7b54\u6848\u5c06\u88ab\u6263\u9664t\/(1-t)\u5206\uff0c\u6b63\u786e\u7b54\u6848\u5f971\u5206\uff0c\u201c\u6211\u4e0d\u77e5\u9053\u201d\u5f970\u5206\u3002<\/p><\/blockquote>\n<p>\u8fd9\u79cd\u8bc4\u5206\u673a\u5236\u901a\u8fc7\u5bf9\u9519\u8bef\u7b54\u6848\u65bd\u52a0\u60e9\u7f5a\uff0c\u6fc0\u52b1\u6a21\u578b\u5728\u4e0d\u786e\u5b9a\u65f6\u9009\u62e9\u5f03\u6743\u3002\u4f8b\u5982\uff0c\u5f53\u7f6e\u4fe1\u5ea6\u9608\u503ct=0.75\u65f6\uff0c\u9519\u8bef\u7b54\u6848\u5c06\u6263\u96643\u5206\uff0c\u8fd9\u4f7f\u5f97\u6a21\u578b\u53ea\u6709\u5728\u7f6e\u4fe1\u5ea6\u9ad8\u4e8e75%\u65f6\u624d\u4f1a\u9009\u62e9\u56de\u7b54\u3002\u7814\u7a76\u6307\u51fa\uff0c<strong>\u8fd9\u79cd\u65b9\u6cd5\u5df2\u5728\u4e00\u4e9b\u4eba\u7c7b\u6807\u51c6\u5316\u8003\u8bd5\uff08\u5982\u5370\u5ea6JEE\u3001\u7f8e\u56fdSAT\u65e9\u671f\u7248\u672c\uff09\u4e2d\u5f97\u5230\u5e94\u7528\uff0c\u8bc1\u660e\u4e86\u5176\u53ef\u884c\u6027<\/strong>\u3002<\/p>\n<blockquote><p>\u524d\u6bb5\u65f6\u95f4\u00a0<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=Mzg2NzU4MDgzMA==&amp;mid=2247544040&amp;idx=1&amp;sn=1d44020092c7c2389e4e7bca19aecbab&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener\">Meta \u7b49\u56e2\u961f\u63d0\u51fa\u7684\u201cDeepConf\u201d<\/a>\u4e5f\u7528\u7f6e\u4fe1\u5ea6\u7684\u6982\u5ff5\uff0c\u5728\u4e0d\u5fae\u8c03\u7684\u60c5\u51b5\u4e0b\u5927\u5e45\u63d0\u5347\u4e86\u6a21\u578b\u5728AIME 2025\u4e0a\u7684\u51c6\u786e\u7387\uff0c\u6709\u5f02\u66f2\u540c\u5de5\u4e4b\u5999\u3002\u4f46 OpenAI \u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u4f3c\u4e4e\u66f4\u5f7b\u5e95\u3001\u66f4\u6839\u672c\uff0c\u6b22\u8fce\u5927\u5bb6\u5728\u8bc4\u8bba\u533a\u7559\u8a00\u8ba8\u8bba\u3002<\/p><\/blockquote>\n<h3>\u793e\u4f1a\u6280\u672f\u6311\u6218<\/h3>\n<p>\u8bba\u6587\u5f3a\u8c03\uff0c\u4ec5\u4ec5\u5f15\u5165\u65b0\u7684\u5e7b\u89c9\u8bc4\u4f30\u57fa\u51c6\u662f\u4e0d\u591f\u7684\uff0c\u56e0\u4e3a\u5f53\u524d\u7684\u4e3b\u6d41\u8bc4\u4f30\u4f53\u7cfb\u5728\u884c\u4e1a\u5185\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\u3002\u7814\u7a76\u56e2\u961f\u547c\u5401\u5bf9\u73b0\u6709\u57fa\u51c6\uff08\u5982MMLU-Pro\u3001GPQA\u7b49\uff09\u8fdb\u884c\u6539\u9020\uff0c\u7eb3\u5165\u5bf9\u4e0d\u786e\u5b9a\u6027\u7684\u5956\u52b1\u673a\u5236\uff0c\u5e76\u63a8\u52a8\u8fd9\u4e9b\u6539\u8fdb\u5728\u5f71\u54cd\u5e7f\u6cdb\u7684\u6392\u884c\u699c\uff08\u5982HELM\u3001Open LLM Leaderboard\uff09\u4e2d\u88ab\u91c7\u7eb3\u3002\u8fd9\u79cd\u201c\u793e\u4f1a\u6280\u672f\u201d\u65b9\u6cd5\u9700\u8981\u5b66\u672f\u754c\u4e0e\u5de5\u4e1a\u754c\u7684\u5171\u540c\u52aa\u529b\uff0c\u4ee5\u786e\u4fdd\u8bc4\u4f30\u4f53\u7cfb\u4e0e\u53ef\u4fe1AI\u7684\u76ee\u6807\u5bf9\u9f50\u3002<\/p>\n<h2>\u7814\u7a76\u7684\u610f\u4e49\u4e0e\u672a\u6765\u5c55\u671b<\/h2>\n<h3>\u7406\u8bba\u4e0e\u5b9e\u8df5\u7684\u6865\u6881<\/h3>\n<p>\u8fd9\u9879\u7531OpenAI\u4e0e\u4f50\u6cbb\u4e9a\u7406\u5de5\u5b66\u9662\u8054\u5408\u5b8c\u6210\u7684\u7814\u7a76\uff0c\u4e0d\u4ec5\u4ece\u7406\u8bba\u4e0a\u63ed\u793a\u4e86\u8bed\u8a00\u6a21\u578b\u5e7b\u89c9\u7684\u7edf\u8ba1\u5b66\u6839\u6e90\uff0c\u8fd8\u901a\u8fc7\u5206\u6790\u5f53\u524d\u8bc4\u4f30\u4f53\u7cfb\u7684\u5c40\u9650\u6027\uff0c\u4e3a\u89e3\u51b3\u5e7b\u89c9\u95ee\u9898\u63d0\u4f9b\u4e86\u5207\u5b9e\u53ef\u884c\u7684\u65b9\u6848\u3002\u5176\u6838\u5fc3\u8d21\u732e\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"u738a58b-CHZDRWM3\">\n<li data-id=\"ld70c578-4mbH2Ne7\"><strong>\u7406\u8bba\u521b\u65b0<\/strong>\uff1a\u901a\u8fc7\u5c06\u751f\u6210\u4efb\u52a1\u964d\u7ef4\u4e3a\u4e8c\u5206\u7c7b\u95ee\u9898\uff0c\u63ed\u793a\u4e86\u5e7b\u89c9\u7684\u7edf\u8ba1\u672c\u8d28\u3002<\/li>\n<li data-id=\"ld70c578-BKBh61CQ\"><strong>\u5b9e\u8df5\u6307\u5bfc<\/strong>\uff1a\u6307\u51fa\u8bc4\u4f30\u4f53\u7cfb\u7684\u7f3a\u9677\uff0c\u5e76\u63d0\u51fa\u660e\u786e\u7684\u6539\u8fdb\u5efa\u8bae\u3002<\/li>\n<li data-id=\"ld70c578-4vRC1OkR\"><strong>\u5e7f\u6cdb\u9002\u7528\u6027<\/strong>\uff1a\u5206\u6790\u9002\u7528\u4e8e\u591a\u79cd\u6a21\u578b\u67b6\u6784\u548c\u8bad\u7ec3\u8303\u5f0f\uff0c\u5177\u6709\u666e\u9002\u6027\u3002<\/li>\n<\/ul>\n<h3>\u901a\u5411\u53ef\u4fe1AI\u7684\u4e0b\u4e00\u6b65<\/h3>\n<p>\u5e7b\u89c9\u95ee\u9898\u662f\u9650\u5236\u8bed\u8a00\u6a21\u578b\u5728\u9ad8\u98ce\u9669\u9886\u57df\uff08\u5982\u533b\u7597\u3001\u6cd5\u5f8b\uff09\u5e94\u7528\u7684\u5173\u952e\u969c\u788d\u3002\u8fd9\u9879\u7814\u7a76\u4e3a\u6784\u5efa\u66f4\u53ef\u4fe1\u7684AI\u7cfb\u7edf\u94fa\u5e73\u4e86\u9053\u8def\u3002\u672a\u6765\uff0c\u7814\u7a76\u4eba\u5458\u9700\u8981\u8fdb\u4e00\u6b65\u63a2\u7d22\u5982\u4f55\u5728\u6a21\u578b\u8bad\u7ec3\u4e2d\u878d\u5165\u4e0d\u786e\u5b9a\u6027\u8868\u8fbe\u7684\u5956\u52b1\u673a\u5236\uff0c\u5e76\u63a8\u52a8\u884c\u4e1a\u91c7\u7528\u66f4\u79d1\u5b66\u7684\u8bc4\u4f30\u6807\u51c6\u3002\u6b64\u5916\uff0c\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u589e\u957f\u548c\u8bad\u7ec3\u6570\u636e\u7684\u590d\u6742\u5316\uff0c\u5982\u4f55\u5e73\u8861\u6a21\u578b\u7684\u5e7f\u5ea6\u4e0e\u51c6\u786e\u6027\uff0c\u4ecd\u662f\u503c\u5f97\u6df1\u5165\u7814\u7a76\u7684\u8bfe\u9898\u3002<\/p>\n<h2>\u7ed3\u8bed<\/h2>\n<p>\u300aWhy Language Models Hallucinate\u300b\u8fd9\u7bc7\u8bba\u6587\u4e3a\u6211\u4eec\u7406\u89e3\u8bed\u8a00\u6a21\u578b\u7684\u201c\u80e1\u8bf4\u516b\u9053\u201d\u63d0\u4f9b\u4e86\u4e00\u628a\u94a5\u5319\u3002\u4ece\u9884\u8bad\u7ec3\u4e2d\u7684\u7edf\u8ba1\u538b\u529b\u5230\u540e\u8bad\u7ec3\u4e2d\u7684\u8bc4\u4f30\u8bef\u5bfc\uff0c\u7814\u7a76\u56e2\u961f\u63ed\u793a\u4e86\u5e7b\u89c9\u95ee\u9898\u7684\u6df1\u5c42\u539f\u56e0\uff0c\u5e76\u63d0\u51fa\u4e86\u5207\u5b9e\u53ef\u884c\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u4e0d\u4ec5\u662f\u4e00\u9879\u5b66\u672f\u7a81\u7834\uff0c\u66f4\u662f\u5bf9AI\u793e\u533a\u7684\u4e00\u6b21\u6df1\u523b\u53cd\u601d\uff1a\u6211\u4eec\u662f\u5426\u5728\u7528\u9519\u8bef\u7684\u201c\u8003\u8bd5\u201d\u65b9\u5f0f\u57f9\u517bAI\uff1f\u901a\u8fc7\u8c03\u6574\u8bc4\u4f30\u4f53\u7cfb\uff0c\u9f13\u52b1\u6a21\u578b\u8bda\u5b9e\u8868\u8fbe\u4e0d\u786e\u5b9a\u6027\uff0c\u6211\u4eec\u6216\u8bb8\u80fd\u8fce\u6765\u4e00\u4e2a\u66f4\u53ef\u4fe1\u3001\u66f4\u53ef\u9760\u7684AI\u65f6\u4ee3\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_26976\" class=\"pvc_stats total_only  \" data-element-id=\"26976\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 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