{"id":1490,"date":"2024-05-16T17:33:19","date_gmt":"2024-05-16T17:33:19","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1490"},"modified":"2024-05-16T17:34:16","modified_gmt":"2024-05-16T17:34:16","slug":"shengchengshijiansuodefazhanzhilu","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/shengchengshijiansuodefazhanzhilu.html","title":{"rendered":"\u751f\u6210\u5f0f\u68c0\u7d22\u7684\u53d1\u5c55\u4e4b\u8def"},"content":{"rendered":"<p><a name=\"user-content-8edfbdd3\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h1 data-id=\"heading-0\">\u4ec0\u4e48\u662f\u95ee\u7b54\u7cfb\u7edf\uff08Question Answering Systems\uff09<\/h1>\n<p>Question Answering Systems\uff08\u95ee\u7b54\u7cfb\u7edf\uff09\u662f\u4e00\u7c7b\u8ba1\u7b97\u673a\u7cfb\u7edf\uff0c\u4e13\u95e8\u8bbe\u8ba1\u7528\u6765\u56de\u7b54\u7528\u6237\u63d0\u51fa\u7684\u7279\u5b9a\u95ee\u9898\u3002\u8fd9\u4e9b\u7cfb\u7edf\u901a\u5e38\u5229\u7528\u4e00\u7ec4\u9884\u5148\u5b9a\u4e49\u7684\u89c4\u5219\u3001\u7b97\u6cd5\u6216\u8005\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6765\u4ece\u4e00\u4e2a\u6216\u591a\u4e2a\u6570\u636e\u6e90\uff08\u4f8b\u5982\uff0c\u6570\u636e\u5e93\u3001\u6587\u672c\u6587\u6863\u3001\u7f51\u9875\u7b49\uff09\u4e2d\u68c0\u7d22\u6216\u751f\u6210\u7b54\u6848\u3002<\/p>\n<p>\u95ee\u7b54\u7cfb\u7edf\u53ef\u4ee5\u6839\u636e\u5176\u5e94\u7528\u573a\u666f\u548c\u529f\u80fd\u88ab\u5206\u7c7b\u4e3a\u4e0d\u540c\u7684\u7c7b\u578b\uff1a<\/p>\n<ul>\n<li>\u57fa\u4e8e\u68c0\u7d22\u7684\u95ee\u7b54\u7cfb\u7edf\uff1a\u8fd9\u7c7b\u7cfb\u7edf\u4ece\u4e00\u4e2a\u9884\u5148\u6784\u5efa\u7684\u6570\u636e\u5e93\u6216\u6587\u6863\u96c6\u5408\u4e2d\u68c0\u7d22\u4fe1\u606f\u6765\u56de\u7b54\u95ee\u9898\uff0c\u5e38\u89c1\u7684\u7b97\u6cd5\u6709 TF-IDF\u3001BM25 \u7b49\u3002<\/li>\n<li>\u57fa\u4e8e\u89c4\u5219\u7684\u95ee\u7b54\u7cfb\u7edf\uff1a\u8fd9\u7c7b\u7cfb\u7edf\u4f7f\u7528\u4e00\u7ec4\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u6765\u751f\u6210\u7b54\u6848\u3002<\/li>\n<li>\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u95ee\u7b54\u7cfb\u7edf\uff1a\u8fd9\u7c7b\u7cfb\u7edf\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff08\u901a\u5e38\u662f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff09\u6765\u7406\u89e3\u95ee\u9898\u548c\u751f\u6210\u6216\u68c0\u7d22\u7b54\u6848\u3002<\/li>\n<\/ul>\n<blockquote>\n<p>\u4ee5\u4e0a\u5185\u5bb9\u6765\u6e90\u4e8e ChatGPT \u7684\u56de\u7b54\u3002<\/p>\n<\/blockquote>\n<p>\u95ee\u7b54\u7cfb\u7edf\u7684\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u662f\u4f7f\u83b7\u5f97\u95ee\u9898\u7684\u7b54\u6848\u53d8\u5f97\u5bb9\u6613\u2014\u2014<\/p>\n<ul>\n<li>\u95ee\u7b54\uff08QA\uff09\u7cfb\u7edf\u964d\u4f4e\u4e86\u83b7\u5f97\u6240\u9700\u7b54\u6848\u6240\u9700\u7684\u7cbe\u795e\u6210\u672c\u548c\u65f6\u95f4\u3002<\/li>\n<li>\u4e0e\u4f20\u7edf\u68c0\u7d22\u7cfb\u7edf\u76f8\u6bd4\uff0c\u5b83\u4eec\u53ef\u4ee5\u66f4\u76f4\u63a5\u5730\u89e3\u51b3\u4fe1\u606f\u9700\u6c42\uff0c\u4f46\u4e5f\u5b58\u5728\u7528\u6237\u8fc7\u5ea6\u4fe1\u4efb\u548c\u4f9d\u8d56\u6b64\u7c7b\u7cfb\u7edf\u7684\u98ce\u9669\u3002<\/li>\n<\/ul>\n<p><a name=\"user-content-1d1078d6\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h1 data-id=\"heading-1\">\u68c0\u7d22\u7cfb\u7edf\u7684\u6f14\u53d8<\/h1>\n<p>\u68c0\u7d22\u7cfb\u7edf\uff08Information Retrieval Systems\uff09\u662f\u4e00\u79cd\u7528\u4e8e\u67e5\u627e\u3001\u68c0\u7d22\u548c\u7ec4\u7ec7\u4fe1\u606f\u7684\u8ba1\u7b97\u673a\u7cfb\u7edf\u6216\u8f6f\u4ef6\u3002\u5b83\u4eec\u7684\u5386\u53f2\u53ef\u4ee5\u8ffd\u6eaf\u5230\u56fe\u4e66\u9986\u7684\u5361\u7247\u76ee\u5f55\u7cfb\u7edf\uff0c\u4f46\u968f\u7740\u8ba1\u7b97\u673a\u548c\u4e92\u8054\u7f51\u7684\u51fa\u73b0\uff0c\u68c0\u7d22\u7cfb\u7edf\u5df2\u7ecf\u53d1\u751f\u4e86\u663e\u8457\u7684\u6f14\u53d8\u3002\u73b0\u4ee3\u68c0\u7d22\u7cfb\u7edf\u4e0d\u4ec5\u7528\u4e8e\u56fe\u4e66\u548c\u5b66\u672f\u6587\u7ae0\uff0c\u8fd8\u5e7f\u6cdb\u5e94\u7528\u4e8e\u7f51\u9875\u3001\u591a\u5a92\u4f53\u5185\u5bb9\u3001\u793e\u4ea4\u5a92\u4f53\u4fe1\u606f\u7b49\u3002<\/p>\n<p>\u65e9\u671f\u7684\u68c0\u7d22\uff0c\u5982 Fac-Tronic System \u5b83\u662f\u6700\u65e9\u671f\u7684\u8ba1\u7b97\u673a\u57fa\u7840\u68c0\u7d22\u7cfb\u7edf\u4e4b\u4e00\uff0c\u5b83\u4e3a\u56fe\u4e66\u7ba1\u7406\u5458\u63d0\u4f9b\u4e86\u591a\u79cd\u67e5\u8be2\u9009\u9879\uff0c\u5305\u62ec\u6309\u4f5c\u8005\u3001DoD\u5408\u540c\u53f7\u3001\u4e3b\u9898\u6807\u9898\u4ee5\u53ca\u4e3b\u9898\u63cf\u8ff0\u7b26\u8fdb\u884c\u641c\u7d22\u3002\u8be5\u7cfb\u7edf\u901a\u8fc7\u8fd4\u56de\u4e0e\u67e5\u8be2\u5339\u914d\u7684\u6587\u6863\u7684\u4e66\u67b6\u4f4d\u7f6e\u6765\u8f85\u52a9\u4fe1\u606f\u68c0\u7d22\u3002\u5728\u641c\u7d22\u5339\u914d\u6587\u6863\u65f6\uff0cFactronic \u91c7\u7528\u4e86\u4e00\u79cd\u76f4\u63a5\u800c\u7b80\u5355\u7684\u65b9\u6cd5\uff0c\u5373\u901a\u8fc7\u5bf9\u6240\u6709\u53ef\u7528\u6587\u6863\u5217\u8868\u8fdb\u884c\u7ebf\u6027\u626b\u63cf\u6765\u627e\u5230\u5339\u914d\u9879\u3002<\/p>\n<p>Fac-Tronic \u53ca\u5176\u7ee7\u627f\u8005\u4eec\u5851\u9020\u4e86\u672a\u6765\u4e03\u5341\u5e74\u4fe1\u606f\u68c0\u7d22\u9886\u57df\u7684\u4e3b\u5bfc\u8303\u5f0f\u3002\u5728\u8fd9\u4e00\u8303\u5f0f\u4e2d\uff0c\u6709\u4fe1\u606f\u9700\u6c42\u7684\u4e2a\u4f53\u4f1a\u5c06\u5176\u9700\u6c42\u8f6c\u5316\u4e3a\u5177\u4f53\u7684\u67e5\u8be2\u8bed\u53e5\uff0c\u5e76\u63d0\u4ea4\u7ed9\u68c0\u7d22\u7cfb\u7edf\u3002\u4f5c\u4e3a\u54cd\u5e94\uff0c\u7cfb\u7edf\u4f1a\u63d0\u4f9b\u4e00\u4efd\u53ef\u80fd\u7b26\u5408\u8be5\u4fe1\u606f\u9700\u6c42\u7684\u6587\u6863\u5f15\u7528\u5217\u8868\u3002\u5728\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u8fd9\u4e9b\u6587\u6863\u5f15\u7528\u4f1a\u6309\u7167\u76f8\u5173\u6027\u8fdb\u884c\u6392\u5e8f\uff0c\u5e76\u9644\u5e26\u4e0e\u67e5\u8be2\u76f8\u5173\u7684\u6bb5\u843d\u7684\u7b80\u8981\u6458\u8981\u3002<\/p>\n<p><a name=\"user-content-73f42752\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-2\">\u7ecf\u5178\u68c0\u7d22\u7cfb\u7edf<\/h2>\n<blockquote>\n<p>\u6982\u5ff5\uff1a\u7ecf\u5178\u68c0\u7d22\u7cfb\u7edf\uff08Classic Information Retrieval Systems\uff09\u662f\u4e00\u79cd\u65e9\u671f\u7684\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf\uff0c\u4e3b\u8981\u7528\u4e8e\u67e5\u627e\u548c\u7ec4\u7ec7\u5b58\u50a8\u5728\u6570\u636e\u5e93\u6216\u6587\u6863\u96c6\u5408\u4e2d\u7684\u4fe1\u606f\u3002\u8fd9\u4e9b\u7cfb\u7edf\u901a\u5e38\u57fa\u4e8e\u4e00\u7ec4\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u548c\u7b97\u6cd5\uff0c\u5982\u5e03\u5c14\u903b\u8f91\u3001\u5411\u91cf\u7a7a\u95f4\u6a21\u578b\uff08VSM\uff09\u7b49\uff0c\u6765\u5339\u914d\u7528\u6237\u67e5\u8be2\u548c\u6587\u6863\u3002<\/p>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/778b782c4ae072e372de72fc821eae18.png\" alt=\"image.png\" \/><\/figure>\n\n\u56fe\u793a\u5c55\u793a\u4e86\u641c\u7d22\u5f15\u64ce\u5728\u4e09\u4e2a\u4e0d\u540c\u5e74\u4ee3\u7684\u7528\u6237\u754c\u9762\uff0c\u4ece 1996 \u5e74\u5230 2023 \u5e74\u3002\u5c3d\u7ba1 2023 \u5e74\u7684\u7528\u6237\u4f53\u9a8c\u76f8\u8f83\u4e8e 1996 \u5e74\u6709\u4e86\u663e\u8457\u63d0\u5347\uff0c\u4f46\u5176\u57fa\u7840\u8303\u5f0f\u4f9d\u7136\u672a\u53d1\u751f\u6539\u53d8\u3002\u7528\u6237\u4ecd\u7136\u901a\u8fc7\u63d0\u4ea4\u63cf\u8ff0\u5176\u4fe1\u606f\u9700\u6c42\u7684\u67e5\u8be2\uff0c\u6765\u83b7\u53d6\u4e00\u4efd\u53ef\u80fd\u76f8\u5173\u7f51\u9875\u7684\u94fe\u63a5\u5217\u8868\uff0c\u8fd9\u4e9b\u94fe\u63a5\u901a\u5e38\u4f1a\u9644\u5e26\u4e00\u4e2a\u7b80\u77ed\u7684\u201c\u6458\u8981\u201d\uff0c\u4ee5\u4fbf\u7528\u6237\u5728\u4e0d\u8bbf\u95ee\u7f51\u7ad9\u7684\u524d\u63d0\u4e0b\u4f30\u7b97\u5176\u5b9e\u9645\u76f8\u5173\u6027\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u73b0\u4ee3\u641c\u7d22\u5f15\u64ce\u5df2\u7ecf\u80fd\u591f\u76f4\u63a5\u56de\u7b54\u67d0\u4e9b\u7279\u5b9a\u7c7b\u578b\u7684\u67e5\u8be2\uff0c\u6bd4\u5982\u5173\u4e8e\u5929\u6c14\u6216\u57fa\u7840\u4e8b\u5b9e\u7684\u95ee\u9898\uff0c\u7136\u800c\u5927\u591a\u6570\u67e5\u8be2\u7684\u7ed3\u679c\u4f9d\u7136\u662f \u201c10\u4e2a\u84dd\u8272\u94fe\u63a5\u201d\u3002<\/p>\n<p><strong>\u4f7f\u7528\u4f20\u7edf\u68c0\u7d22\u7cfb\u7edf\u4f1a\u4ea7\u751f\u4e00\u5b9a\u7684\u6210\u672c<\/strong>\uff0c\u4e0d\u4ec5\u5728\u65f6\u95f4\u4e0a\uff0c\u8fd8\u5728\u8ba4\u77e5\u8d1f\u8377\u65b9\u9762\u3002\u7528\u6237\u9700\u8981\u5c06\u4ed6\u4eec\u7684\u4fe1\u606f\u9700\u6c42\u7cbe\u7ec6\u5316\u4e3a\u67e5\u8be2\u8bed\u53e5\uff0c\u7136\u540e\u4ed4\u7ec6\u6d4f\u89c8\u53ef\u80fd\u76f8\u5173\u7684\u6587\u6863\u7ed3\u679c\u5217\u8868\uff0c\u6216\u8005\u662f\u5c11\u6570\u51e0\u7bc7\u6587\u6863\uff0c\u4ee5\u8fbe\u5230\u4ed6\u4eec\u7684\u9700\u6c42\u3002\u8fd9\u4e00\u8fc7\u7a0b\u88ab\u5b89\u5fb7\u70c8\u00b7\u5e03\u7f57\u5fb7\uff08Andrei Broder\uff09\u548c\u666e\u96f7\u65af\u987f\u00b7\u8fc8\u514b\u83f2\uff08Preston McAfee\uff09\u79f0\u4e3a\u4fe1\u606f\u6536\u96c6\u7684\u201c\u5fb7\u5c14\u83f2\u6210\u672c\u201d\uff0c\u6d89\u53ca\u5230\u65f6\u95f4\u6295\u5165\u3001\u8ba4\u77e5\u8d1f\u8377 \u548c \u4e92\u52a8\u6210\u672c\u3002<\/p>\n<p><a name=\"user-content-44258cbb\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-3\">\u201cTerm\u201d \u6587\u6863\u641c\u7d20\u7684\u6700\u5c0f\u5355\u4f4d<\/h2>\n<p>\u7b80\u5355\u603b\u7ed3\uff0c&#8221;Term&#8221; \u662f\u641c\u7d22\u5f15\u64ce\u7528\u4e8e\u7d22\u5f15\u548c\u67e5\u8be2\u7684\u57fa\u7840\u4fe1\u606f\u5355\u5143\u3002\n\u4e4b\u524d\u63d0\u5230\u7684 Fac-Tronic \u7cfb\u7edf\uff0c\u5b83\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u5408\u540c\u53f7\u3001\u4f5c\u8005\u548c\u4e3b\u9898\u6807\u9898\u53ca\u63cf\u8ff0\u7b26\u6765\u641c\u7d22\u6587\u6863\u3002\u5408\u540c\u53f7\u548c\u4f5c\u8005\u540d\u5bf9\u4e8e\u5b9a\u4f4d\u5df2\u77e5\u5185\u5bb9\u662f\u6709\u7528\u7684\uff0c\u4f46\u5bf9\u4e8e\u63a2\u7d22\u672a\u77e5\u7684\u4fe1\u606f\u9886\u57df\u5219\u4e0d\u7136\u3002\n\u57281952\u5e74\uff0cTaube\u3001Gull\u548cWachtel\u63d0\u51fa\u4e86\u4e00\u79cd\u7528\u4e8e\u5bf9\u6587\u6863\u4e2d\u7684\u5355\u4e2a\u8bcd\u8fdb\u884c\u7d22\u5f15\u7684\u65b9\u6cd5\uff0c\u8fd9\u5305\u62ec\u6587\u6863\u7684\u6807\u9898\u3001\u4e3b\u9898\u63cf\u8ff0\u7b26\u3001\u5173\u952e\u8bcd\uff0c\u751a\u81f3\u662f\u6458\u8981\uff08\u5f53\u65f6\u5168\u6587\u7d22\u5f15\u8fd8\u662f\u4e0d\u53ef\u884c\u7684\uff09\u3002\u8fd9\u79cd\u65b9\u6cd5\u88ab\u79f0\u4e3a\u201cUniterm coordinate indexing\u201d\uff08Uniterm\u5750\u6807\u7d22\u5f15\uff09\uff0c\u5176\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u6587\u6863\u89c6\u4e3a\u4e00\u4e2a\u8bcd\u888b\u6a21\u578b\u3002<\/p>\n<blockquote>\n<p>\u5728\u4fe1\u606f\u68c0\u7d22\u548c\u641c\u7d22\u5f15\u64ce\u6280\u672f\u4e2d\uff0c&#8221;Term&#8221;\uff08\u672f\u8bed\u6216\u8bcd\u9879\uff09\u901a\u5e38\u88ab\u8ba4\u4e3a\u662f\u641c\u7d22\u7684\u6700\u5c0f\u5355\u4f4d\u3002\u8fd9\u610f\u5473\u7740\u5728\u641c\u7d22\u5f15\u64ce\u8fdb\u884c\u7d22\u5f15\u3001\u67e5\u8be2\u5904\u7406\u548c\u76f8\u5173\u6027\u8bc4\u5206\u65f6\uff0c&#8221;Term&#8221; \u662f\u57fa\u7840\u7684\u4fe1\u606f\u5355\u5143\u3002<\/p>\n<\/blockquote>\n<p><a name=\"user-content-07ec4f38\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-4\">\u5012\u6392\u7d22\u5f15<\/h2>\n<p>\u5728 <code>Uniterm<\/code> \u7684\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u6211\u4eec\u9700\u8981\u4e00\u79cd\u6709\u6548\u7684\u65b9\u5f0f\u6765\u5c06\u67e5\u8be2\u8bcd\u4e0e\u6587\u6863\u76f8\u5339\u914d\u3002<strong><em>\u5012\u6392\u7d22\u5f15<\/em><\/strong>\u5c31\u662f\u8fd9\u6837\u4e00\u79cd\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5728\u6587\u6863\u96c6\u5408\u7684\u8bcd\u6c47\u8868\u91cc\uff0c\u6bcf\u4e00\u4e2a\u5355\u8bcd\u90fd\u4f1a\u88ab\u6620\u5c04\u5230\u4e00\u4e2a\u201c\u5012\u6392\u5217\u8868\u201d\uff0c\u8fd9\u4e2a\u5217\u8868\u8bb0\u5f55\u4e86\u8be5\u5355\u8bcd\u5728\u6240\u6709\u6587\u6863\u4e2d\u51fa\u73b0\u7684\u4f4d\u7f6e\u3002\u5012\u6392\u7d22\u5f15\u4e0d\u4ec5\u652f\u6301\u57fa\u7840\u67e5\u8be2\uff0c\u8fd8\u80fd\u5904\u7406\u66f4\u590d\u6742\u7684\u67e5\u8be2\u7c7b\u578b\uff0c\u5982\u5408\u53d6\u67e5\u8be2\u3001\u6790\u53d6\u67e5\u8be2\u3001\u90bb\u8fd1\u67e5\u8be2\u3001\u77ed\u8bed\u67e5\u8be2\uff0c\u751a\u81f3\u5305\u62ec\u6392\u9664\u6216\u5426\u5b9a\u67e5\u8be2\u3002\u8fd9\u4e9b\u67e5\u8be2\u53ef\u4ee5\u7ec4\u5408\u4f7f\u7528\uff0c\u4ece\u800c\u63d0\u4f9b\u4e86\u4e00\u79cd\u4e30\u5bcc\u7684\u65b9\u5f0f\u6765\u8868\u8fbe\u7528\u6237\u7684\u4fe1\u606f\u9700\u6c42\u3002\u4f5c\u4e3a\u9644\u52a0\u4f18\u70b9\uff0c\u8fd9\u79cd\u7d22\u5f15\u7ed3\u6784\u4e5f\u4fbf\u4e8e\u8ba1\u7b97\u5982\u8bcd\u9891-\u9006\u6587\u6863\u9891\u7387\uff08tf-idf\uff09\u548cBM25\u7b49\u8bcd\u6c47\u8bc4\u5206\u51fd\u6570\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/e8555f53dffb48385ea866bb9d80c79e.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/7b63268af8bfb13dc9ad5d5982d22187.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u5728\u5012\u6392\u7d22\u5f15\u68c0\u7d22\u7cfb\u7edf\u4e2d\uff0c\u672f\u8bed\u662f\u672a\u7ecf\u89e3\u91ca\u7684\uff0c\u8fd9\u610f\u5473\u7740\u7cfb\u7edf\u5e76\u6ca1\u6709\u6355\u83b7\u672f\u8bed\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u8054\u3002\u6bd4\u5982\u8bf4\uff0c\u5c3d\u7ba1\u201cturtle\u201d\uff08\u4e4c\u9f9f\uff09\u548c\u201ctortoise\u201d\uff08\u9f9f\uff09\u5728\u82f1\u8bed\u4e2d\u662f\u8fd1\u4e49\u8bcd\uff0c\u7d22\u5f15\u7cfb\u7edf\u4f1a\u5c06\u5b83\u4eec\u89c6\u4e3a\u4e24\u4e2a\u5b8c\u5168\u4e0d\u540c\u7684\u8bcd\u3002\u4e3a\u4e86\u5f25\u8865\u8fd9\u4e00\u7f3a\u9677\uff0c\u8fd9\u7c7b\u68c0\u7d22\u7cfb\u7edf\u901a\u5e38\u5728\u9884\u68c0\u7d22\u9636\u6bb5\u4f7f\u7528\u540c\u4e49\u8bcd\u548c\u6743\u91cd\u6765\u4f18\u5316\u67e5\u8be2\u8bcd\uff0c\u4ee5\u4fbf\u8fdb\u884c\u66f4\u51c6\u786e\u7684\u8bc4\u5206\u3002<\/p>\n<p>\u5e03\u5c14\u548c\u90bb\u8fd1\u8fd0\u7b97\u53ef\u4ee5\u9ad8\u6548\u5730\u5b9e\u73b0\uff0c\u4ec5\u9700\u904d\u5386\u67e5\u8be2\u8bcd\u7684\u5012\u6392\u5217\u8868\u3002\u5012\u6392\u7d22\u5f15\u8fd8\u5177\u6709\u5f88\u597d\u7684\u53ef\u6269\u5c55\u6027\uff0c\u53ef\u4ee5\u901a\u8fc7\u5206\u7247\u5230\u591a\u53f0\u8ba1\u7b97\u673a\u6765\u5904\u7406\u5927\u578b\u8bed\u6599\u5e93\u3002\u7d22\u5f15\u8fd8\u53ef\u4ee5\u5b9e\u65f6\u66f4\u65b0\uff0c\u901a\u8fc7\u521b\u5efa\u591a\u4e2a\u5c42\u6b21\u5e76\u5b9a\u671f\u5408\u5e76\u5b83\u4eec\u6765\u5b9e\u73b0\u3002<\/p>\n<p>\u4e0eSalton\u7684\u672f\u8bed\u5411\u91cf\u6a21\u578b\u975e\u5e38\u5339\u914d\uff0c\u5012\u6392\u7d22\u5f15\u7684\u7ed3\u6784\u4fbf\u4e8e\u8ba1\u7b97\u8bcd\u9891\uff08tf\uff09\u3001\u9006\u6587\u6863\u9891\u7387\uff08iDF\uff09\u6216BM25\u7b49\u8bc4\u5206\u6307\u6807\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5728\u5bfb\u627e\u8bed\u4e49\u4e0a\u76f8\u4f3c\uff08\u800c\u975e\u4ec5\u5728\u8bcd\u6c47\u4e0a\uff09\u7684\u6587\u6863\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\u3002<\/p>\n<blockquote>\n<p><strong>Salton\u7684\u672f\u8bed\u5411\u91cf\u6a21\u578b<\/strong>\uff08Salton&#8217;s Term Vector Model\uff09\u662f\u4fe1\u606f\u68c0\u7d22\u548c\u6587\u672c\u6316\u6398\u4e2d\u7528\u4e8e\u8868\u793a\u6587\u6863\u548c\u67e5\u8be2\u7684\u4e00\u79cd\u6a21\u578b\u3002\u8be5\u6a21\u578b\u7531Gerard Salton\u548c\u4ed6\u7684\u540c\u4e8b\u4eec\u572820\u4e16\u7eaa60\u5e74\u4ee3\u672b\u81f370\u5e74\u4ee3\u521d\u63d0\u51fa\u3002\u5728\u8fd9\u4e2a\u6a21\u578b\u4e2d\uff0c\u6587\u6863\u548c\u67e5\u8be2\u90fd\u88ab\u8868\u793a\u4e3a\u591a\u7ef4\u7a7a\u95f4\u4e2d\u7684\u5411\u91cf\u3002\u6bcf\u4e2a\u7ef4\u5ea6\u5bf9\u5e94\u4e00\u4e2a\u672f\u8bed\uff08\u901a\u5e38\u662f\u5355\u8bcd\uff09\uff0c\u800c\u8be5\u7ef4\u5ea6\u4e0a\u7684\u503c\u901a\u5e38\u662f\u8be5\u672f\u8bed\u5728\u6587\u6863\u4e2d\u7684\u6743\u91cd\uff0c\u8fd9\u53ef\u4ee5\u662f\u8bcd\u9891\uff08TF\uff09\u3001\u9006\u6587\u6863\u9891\u7387\uff08IDF\uff09\u6216\u5176\u4ed6\u590d\u6742\u7684\u6743\u91cd\u3002<\/p>\n<p><strong>\u5de5\u4f5c\u539f\u7406<\/strong>\n\u5047\u8bbe\u6709\u4e00\u4e2a\u8bcd\u6c47\u8868\uff0c\u5176\u4e2d\u5305\u542b\u6240\u6709\u53ef\u80fd\u51fa\u73b0\u5728\u6587\u6863\u6216\u67e5\u8be2\u4e2d\u7684\u672f\u8bed\u3002\u6bcf\u4e2a\u6587\u6863\uff08\u6216\u67e5\u8be2\uff09\u90fd\u53ef\u4ee5\u8868\u793a\u4e3a\u4e00\u4e2a\u5411\u91cf\uff0c\u5176\u4e2d\u6bcf\u4e2a\u5143\u7d20\u5bf9\u5e94\u4e8e\u8bcd\u6c47\u8868\u4e2d\u4e00\u4e2a\u672f\u8bed\u7684\u6743\u91cd\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6587\u6863\u548c\u67e5\u8be2\u90fd\u88ab\u8f6c\u6362\u4e3a\u540c\u4e00\u7a7a\u95f4\u4e2d\u7684\u70b9\uff0c\u4ece\u800c\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u76f8\u4f3c\u5ea6\u5ea6\u91cf\uff08\u5982\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff09\u6765\u6bd4\u8f83\u5b83\u4eec\u3002<\/p>\n<p><strong>\u7b80\u5355\u603b\u7ed3<\/strong>\nSalton\u7684\u672f\u8bed\u5411\u91cf\u6a21\u578b\u662f\u4e00\u79cd\u5c06\u6587\u6863\u548c\u67e5\u8be2\u8868\u793a\u4e3a\u591a\u7ef4\u7a7a\u95f4\u4e2d\u5411\u91cf\u7684\u65b9\u6cd5\uff0c\u5176\u4e2d\u6bcf\u4e2a\u7ef4\u5ea6\u5bf9\u5e94\u4e00\u4e2a\u672f\u8bed\uff0c\u800c\u8be5\u7ef4\u5ea6\u4e0a\u7684\u503c\u662f\u8be5\u672f\u8bed\u7684\u6743\u91cd\u3002\u8fd9\u79cd\u8868\u793a\u65b9\u5f0f\u4fbf\u4e8e\u4f7f\u7528\u5404\u79cd\u76f8\u4f3c\u5ea6\u5ea6\u91cf\u6765\u6bd4\u8f83\u6587\u6863\u548c\u67e5\u8be2\u3002<\/p>\n<\/blockquote>\n<p><strong>\u201c\u7ecf\u5178\u201d\u7f51\u7edc\u641c\u7d22\u5f15\u64ce\u7684\u67b6\u6784<\/strong><\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/4b8ed00ab23ab7a8b75a0a2aa22e4524.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u4e0a\u56fe\u5c55\u793a\u4e86\u4e00\u4e2a\u201c\u7ecf\u5178\u201d\u7f51\u7edc\u641c\u7d22\u5f15\u64ce\u7684\u67b6\u6784\u3002\n\u8be5\u7cfb\u7edf\u6709\u4e24\u4e2a\u90e8\u5206\uff0c\u4e00\u4e2a\u79bb\u7ebf\u7ec4\u4ef6\u8d1f\u8d23\u83b7\u53d6\u548c\u9884\u5904\u7406\u7f51\u7edc\u5185\u5bb9\uff0c\u4e00\u4e2a\u5728\u7ebf\u7ec4\u4ef6\u8d1f\u8d23\u63a5\u6536\u67e5\u8be2\u5e76\u8fd4\u56de\u7ed3\u679c\u9875\u9762\u3002\n\u8fd9\u4e24\u90e8\u5206\u901a\u8fc7\u4e24\u4e2a\u5b58\u50a8\u5e93\u8fde\u63a5\u5728\u4e00\u8d77\u2014\u2014\u722c\u53d6\u7684\u7f51\u9875\u8bed\u6599\u5e93 \u548c \u8fd9\u4e9b\u9875\u9762\u4e2d\u6240\u6709\u672f\u8bed(Term)\u7684\u7d22\u5f15\u3002<\/p>\n<p>\u7f51\u9875\u5185\u5bb9\u7531\u722c\u866b\u7a0b\u5e8f\u6293\u53d6\uff0c\u7136\u540e\u5b58\u50a8\u5230\u8bed\u6599\u5e93\u5e76\u52a0\u5165\u5230\u7d22\u5f15\u4e2d\u3002\u5f53\u7528\u6237\u53d1\u8d77\u67e5\u8be2\u65f6\uff0c\u524d\u7aef\u9996\u5148\u4ece\u7d22\u5f15\u91cc\u627e\u5230\u76f8\u5173\u6587\u6863\u7684\u5f15\u7528\u3002\u63a5\u7740\uff0c\u524d\u7aef\u4ece\u8bed\u6599\u5e93\u4e2d\u62c9\u53d6\u8fd9\u4e9b\u6587\u6863\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u7ed3\u679c\u751f\u6210\u4e00\u4e2a\u6458\u8981\u3002<\/p>\n<p><a name=\"user-content-349e74d3\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-5\">\u8bcd\u5d4c\u5165\u7684\u51fa\u73b0<\/h2>\n<p>\u5728\u8bed\u6599\u5e93\uff08\u5373\u5927\u91cf\u6587\u672c\u6570\u636e\u96c6\uff09\u4e2d\uff0c\u8bed\u4e49\u76f8\u5173\u7684\u8bcd\u8bed\uff08\u6216\u672f\u8bed\uff09\u66f4\u6709\u53ef\u80fd\u5728\u540c\u4e00\u6587\u6863\u6216\u4e0a\u4e0b\u6587\u4e2d\u4e00\u8d77\u51fa\u73b0\uff0c\u800c\u4e0e\u4e4b\u4e0d\u76f8\u5173\u7684\u8bcd\u5219\u76f8\u53cd\u3002<\/p>\n<p>\u5728\u4fe1\u606f\u68c0\u7d22\u4e2d\uff0c\u6709\u4e24\u79cd\u4e3b\u8981\u7684\u6a21\u578b\uff1a\n\u4e00\u662f <strong>\u6f5c\u5728\u8bed\u4e49\u5206\u6790\uff08LSA\uff09<\/strong>\uff0c\u5b83\u4f9d\u8d56\u4e8e\u8bcd\u8bed\u7684\u5171\u73b0\u6027\u8d28\uff1b\n\u4e8c\u662f\u7531Salton\u63d0\u51fa\u7684 <strong>\u5411\u91cf\u7a7a\u95f4\u6a21\u578b<\/strong>\uff0c\u8be5\u6a21\u578b\u5047\u8bbe\u6240\u6709\u8bcd\u8bed\u662f\u7edf\u8ba1\u72ec\u7acb\u7684\u3002\n\u8fd9\u4e24\u79cd\u6a21\u578b\u5404\u6709\u4f18\u7f3a\u70b9\uff0c\u4f46\u90fd\u53d7\u5230\u5176\u57fa\u7840\u6570\u636e\u7ed3\u6784\uff08\u5982\u5012\u6392\u7d22\u5f15\uff09\u7684\u9650\u5236\u3002<\/p>\n<p>2010\u5e74\u4ee3\u521d\uff0c\u51fa\u73b0\u4e86\u4e24\u4e2a\u91cd\u8981\u7684\u7a81\u7834\uff1a<strong>\u8bcd\u5d4c\u5165<\/strong> \u548c <strong>\u5411\u91cf\u6570\u636e\u5e93<\/strong>\u3002\n\u8bcd\u5d4c\u5165\u80fd\u591f\u6355\u6349\u8bcd\u8bed\u3001\u53e5\u5b50\u3001\u6bb5\u843d\u6216\u6587\u6863\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u5173\u6027\u3002<\/p>\n<blockquote>\n<p>&#8220;The advent of word embeddings&#8221;\uff08\u8bcd\u5d4c\u5165\u7684\u51fa\u73b0\uff09\u6307\u7684\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u548c\u673a\u5668\u5b66\u4e60\u9886\u57df\u4e2d\u4e00\u79cd\u7528\u4e8e\u8868\u793a\u8bcd\u8bed\u7684\u9ad8\u7ef4\u5411\u91cf\u6a21\u578b\u7684\u666e\u53ca\u548c\u5e94\u7528\u3002\u8bcd\u5d4c\u5165\u6a21\u578b\u5982Word2Vec\u3001GloVe\u7b49\uff0c\u80fd\u591f\u6355\u6349\u8bcd\u8bed\u4e4b\u95f4\u7684\u8bed\u4e49\u548c\u53e5\u6cd5\u5173\u7cfb\uff0c\u8fd9\u662f\u4f20\u7edf\u57fa\u4e8e\u8bcd\u888b\u6a21\u578b\u6216TF-IDF\u7b49\u65b9\u6cd5\u6240\u96be\u4ee5\u5b9e\u73b0\u7684\u3002<\/p>\n<p><strong>\u5de5\u4f5c\u539f\u7406<\/strong>\n\u8bcd\u5d4c\u5165\u901a\u5e38\u662f\u901a\u8fc7\u5927\u91cf\u6587\u672c\u6570\u636e\u4e0a\u7684\u65e0\u76d1\u7763\u5b66\u4e60\u5f97\u5230\u7684\u3002\u8fd9\u4e9b\u9ad8\u7ef4\u5411\u91cf\u80fd\u591f\u6355\u6349\u8bcd\u8bed\u4e4b\u95f4\u590d\u6742\u7684\u5173\u7cfb\uff0c\u6bd4\u5982\u540c\u4e49\u8bcd\u3001\u53cd\u4e49\u8bcd\u3001\u4e0a\u4e0b\u6587\u5173\u7cfb\u7b49\u3002\u4f8b\u5982\uff0c\u5728\u8bcd\u5d4c\u5165\u7a7a\u95f4\u4e2d\uff0c&#8221;king&#8221; &#8211; &#8220;man&#8221; + &#8220;woman&#8221; \u63a5\u8fd1\u4e8e &#8220;queen&#8221;\u3002<\/p>\n<\/blockquote>\n<p>\u5411\u91cf\u6570\u636e\u5e93\u5219\u80fd\u9ad8\u6548\u5730\u8fdb\u884c\u6700\u8fd1\u90bb\u641c\u7d22\u3002<\/p>\n<blockquote>\n<p><strong>\u5411\u91cf\u6570\u636e\u5e93<\/strong> \u662f\u4e00\u79cd\u4e13\u95e8\u7528\u4e8e\u5b58\u50a8\u548c\u68c0\u7d22\u9ad8\u7ef4\u5411\u91cf\u6570\u636e\u7684\u6570\u636e\u5e93\u3002\u8fd9\u4e9b\u5411\u91cf\u901a\u5e38\u662f\u7531\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff08\u5982\u8bcd\u5d4c\u5165\u6216\u56fe\u50cf\u8bc6\u522b\u6a21\u578b\uff09\u751f\u6210\u7684\u3002\u5411\u91cf\u6570\u636e\u5e93\u7684\u4e3b\u8981\u7279\u70b9\u662f\u80fd\u591f\u9ad8\u6548\u5730\u8fdb\u884c\u6700\u8fd1\u90bb\u641c\u7d22\uff0c\u5373\u5728\u7ed9\u5b9a\u4e00\u4e2a\u67e5\u8be2\u5411\u91cf\u7684\u60c5\u51b5\u4e0b\uff0c\u5feb\u901f\u627e\u5230\u6570\u636e\u5e93\u4e2d\u4e0e\u4e4b\u6700\u76f8\u4f3c\uff08\u6216\u201c\u6700\u8fd1\u201d\uff09\u7684\u5411\u91cf\u3002<\/p>\n<\/blockquote>\n<p>\u8c37\u6b4c\u7684\u7814\u7a76\u4eba\u5458\u5728 2014 \u5e74\u7684\u4e00\u7bc7\u8bba\u6587\u4e2d\u63d0\u51fa\u5c06\u8bcd\u5d4c\u5165\u6280\u672f\u4ece\u5355\u8bcd\u7ea7\u522b\u6269\u5c55\u5230\u53ef\u53d8\u957f\u5ea6\u8bcd\u5e8f\u5217\uff08\u5982\u53e5\u5b50\u3001\u6bb5\u843d\u6216\u6574\u4e2a\u6587\u6863\uff09<\/p>\n<p>\u5728\u539f\u59cb\u7684\u8bcd\u5d4c\u5165\u6a21\u578b\u4e2d\uff0c\u6bcf\u4e2a\u5355\u8bcd\u90fd\u7531\u4e00\u7ec4\u56fa\u5b9a\u957f\u5ea6\u7684\u5b9e\u6570\u8868\u793a\u3002\u8fd9\u7bc7\u540e\u7eed\u8bba\u6587\u7684\u521b\u65b0\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5c06\u8fd9\u79cd\u8868\u793a\u6cd5\u6269\u5c55\u5230\u4e86\u66f4\u957f\u7684\u6587\u672c\u5355\u4f4d\uff0c\u5982\u53e5\u5b50\u6216\u6bb5\u843d\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u6587\u672c\u5355\u4f4d\u7684\u957f\u5ea6\u662f\u53ef\u53d8\u7684\uff0c\u4f46\u5b83\u4eec\u7684\u8868\u793a\uff08\u5373\u5d4c\u5165\uff09\u4ecd\u7136\u662f\u4e00\u7ec4\u56fa\u5b9a\u957f\u5ea6\u7684\u5b9e\u6570\u3002<\/p>\n<p><strong>\u4e0eSalton\u7684\u672f\u8bed\u5411\u91cf\u6a21\u578b\u7684\u533a\u522b<\/strong>\uff1a<\/p>\n<ul>\n<li>Salton\u7684\u672f\u8bed\u5411\u91cf\u6a21\u578b\u4e3b\u8981\u5173\u6ce8\u8bcd\u6c47\u5c42\u9762\u7684\u91cd\u53e0\uff0c\u5373\u6587\u6863\u4e2d\u51fa\u73b0\u4e86\u54ea\u4e9b\u8bcd\u3002\u800c\u8fd9\u79cd\u6269\u5c55\u540e\u7684\u8bcd\u5d4c\u5165\u6a21\u578b\u5219\u66f4\u6ce8\u91cd\u201c\u8f6f\u201d\u8bed\u4e49\u76f8\u4f3c\u6027\uff0c\u5373\u5373\u4f7f\u4e24\u4e2a\u6587\u6863\u6ca1\u6709\u660e\u663e\u7684\u8bcd\u6c47\u91cd\u53e0\uff0c\u5b83\u4eec\u4e5f\u53ef\u80fd\u5728\u8bed\u4e49\u4e0a\u662f\u76f8\u4f3c\u7684\u3002<\/li>\n<\/ul>\n<p><strong>\u8bed\u4e49\u76f8\u4f3c\u6027<\/strong>\uff1a<\/p>\n<ul>\n<li>\u8fd9\u79cd\u6269\u5c55\u540e\u7684\u6a21\u578b\u80fd\u591f\u6355\u6349\u5230\u6587\u672c\u4e4b\u95f4\u66f4\u4e3a\u5fae\u5999\u7684\u8bed\u4e49\u5173\u7cfb\uff0c\u56e0\u4e3a\u5b83\u4e0d\u4ec5\u4ec5\u4f9d\u8d56\u4e8e\u5355\u8bcd\u7684\u51fa\u73b0\u6216\u7f3a\u5931\uff0c\u800c\u662f\u8003\u8651\u4e86\u6587\u672c\u6574\u4f53\u7684\u8bed\u4e49\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<p><a name=\"user-content-36873208\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-6\">\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b<\/h2>\n<p><strong>\u795e\u7ecf\u7f51\u7edc\u4e0e\u8bed\u8a00\u6a21\u578b<\/strong><\/p>\n<ul>\n<li>\u7528\u4e8e\u5c06\u6bb5\u843d\u6620\u5c04\u5230\u5d4c\u5165\u7684\u795e\u7ecf\u7f51\u7edc\u6355\u6349\u4e86\u8bad\u7ec3\u6570\u636e\u4e2d\u8bed\u8a00\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u5305\u62ec\u8bcd\u6c47\u3001\u8bed\u6cd5\u548c\u5f62\u6001\u3002\u8fd9\u4e9b\u7f51\u7edc\u53c2\u6570\u5b9e\u8d28\u4e0a\u6784\u6210\u4e86\u4e00\u4e2a\u201c\u8bed\u8a00\u6a21\u578b\u201d\u3002<\/li>\n<\/ul>\n<p><strong>\u6a21\u578b\u89c4\u6a21\u4e0e\u51c6\u786e\u6027<\/strong><\/p>\n<ul>\n<li>\u6a21\u578b\u8d8a\u5927\uff0c\u5bf9\u8bed\u8a00\u7684\u7406\u89e3\u5c31\u8d8a\u5168\u9762\u3002\u4f46\u8fd9\u4e5f\u5e26\u6765\u4e86\u66f4\u9ad8\u7684\u8ba1\u7b97\u6210\u672c\u3002<\/li>\n<\/ul>\n<p><strong>\u9884\u8bad\u7ec3\u4e0e\u5fae\u8c03<\/strong><\/p>\n<ul>\n<li>\u7531\u4e8e\u8bad\u7ec3\u5927\u578b\u6a21\u578b\u8ba1\u7b97\u6210\u672c\u9ad8\uff0c\u56e0\u6b64\u4e00\u79cd\u5e38\u89c1\u7684\u505a\u6cd5\u662f\u5148\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u7136\u540e\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u8fdb\u884c\u5fae\u8c03\u3002\u8fd9\u6837\u53ef\u4ee5\u66f4\u9ad8\u6548\u5730\u9002\u5e94\u4e0d\u540c\u7684\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u9884\u8bad\u7ec3\u4e0e\u5fae\u8c03\u8fd9\u4e00\u8d8b\u52bf\u7684\u4e00\u4e2a\u5173\u952e\u4ee3\u8868\u662f 2019 \u5e74\u7531\u8c37\u6b4c\u53d1\u8868\u7684 <strong>BERT<\/strong><\/p>\n<blockquote>\n<p>BERT \u6a21\u578b\nBERT\uff08Bidirectional Encoder Representations from Transformers\uff09\u662f\u4e00\u79cd\u9884\u8bad\u7ec3\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4efb\u52a1\u3002\u5b83\u7531\u8c37\u6b4c\u53d1\u5e03\uff0c\u5e76\u8fc5\u901f\u6210\u4e3a\u4e86\u591a\u79cdNLP\u4efb\u52a1\u7684\u6807\u51c6\u6a21\u578b\u3002<\/p>\n<\/blockquote>\n<p><strong>BERT<\/strong> \u7684\u4e3b\u8981\u521b\u65b0\u4e4b\u5904\u5728\u4e8e\u5176\u53cc\u5411\u7f16\u7801\u5668\u7ed3\u6784\uff0c\u8fd9\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u540c\u65f6\u8003\u8651\u4e00\u4e2a\u8bcd\u5728\u53e5\u5b50\u4e2d\u7684\u5de6\u4fa7\u548c\u53f3\u4fa7\u4e0a\u4e0b\u6587 \uff08\u8fd9\u4f7f\u5f97\u8868\u793a\u662f\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u2014\u2014\u540c\u97f3\u5f02\u4e49\u8bcd\u5c06\u5bf9\u5176\u4e0d\u540c\u7684\u542b\u4e49\u6709\u4e0d\u540c\u7684\u8868\u793a\uff09 \u3002\u8fd9\u4e0e\u4f20\u7edf\u7684\u5355\u5411\u6a21\u578b\uff08\u53ea\u8003\u8651\u5de6\u4fa7\u6216\u53f3\u4fa7\u4e0a\u4e0b\u6587\uff09\u76f8\u6bd4\uff0c\u80fd\u591f\u66f4\u51c6\u786e\u5730\u6355\u6349\u8bcd\u4e49\u3002<\/p>\n<p>BERT \u5df2\u7ecf\u5728\u591a\u4e2a\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u5305\u62ec\u641c\u7d22\u6392\u540d\u7b49\u3002\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u6280\u672f\u4e5f\u5728\u4e0d\u65ad\u8fdb\u6b65\uff0c\u59822022\u5e74\u53d1\u5e03\u7684\u201cPaLM\u201d\uff08Pathways Language Model\uff09\u3002<\/p>\n<p>\u57fa\u4e8e\u5411\u91cf\u7684\u6587\u6863\u8868\u793a\uff0c\u53ea\u6709\u5728\u6211\u4eec\u80fd\u591f\u6709\u6548\u5730\u627e\u5230\u76f8\u4f3c\u5411\u91cf\u7684\u60c5\u51b5\u4e0b\u624d\u6709\u7528\u3002\uff08\u7ed9\u5b9a\u4e00\u4e2a\u5411\u91cf\uff0c\u8fd4\u56de\u6570\u636e\u5e93\u4e2d\u6700\u63a5\u8fd1\u7684k\u4e2a\u5411\u91cf\uff09<\/p>\n<hr>\n<p>\u2003\u2003\u8fd9\u4e2a\u6f14\u53d8\u5bfc\u81f4\u73b0\u4ee3\u641c\u7d22\u5f15\u64ce\u8d8a\u6765\u8d8a\u4f9d\u8d56\u673a\u5668\u5b66\u4e60\u548c\u795e\u7ecf\u7f51\u7edc\uff0c\u7279\u522b\u662f\u9884\u8bad\u7ec3\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u63d0\u4f9b\u66f4\u51c6\u786e\u548c\u4e2a\u6027\u5316\u7684\u641c\u7d22\u7ed3\u679c\u3002\u8fd9\u4e2a\u53d1\u5c55\u65b9\u5411\u7684\u76ee\u6807\u662f\u6539\u8fdb\u7528\u6237\u7684\u641c\u7d22\u4f53\u9a8c\uff0c\u4f7f\u5176\u66f4\u52a0\u6ee1\u8db3\u4e2a\u6027\u5316\u9700\u6c42\u3002<\/p>\n<p>\u901a\u8fc7\u4f7f\u7528\u6587\u6863\u5d4c\u5165\u548c\u5411\u91cf\u6570\u636e\u5e93\uff0c\u6211\u4eec\u53ef\u4ee5\u6539\u8fdb\u4f20\u7edf\u68c0\u7d22\u7cfb\u7edf\uff0c\u4f7f\u5176\u66f4\u52a0\u6ce8\u91cd\u6587\u672c\u7684\u8bed\u4e49\u542b\u4e49\u800c\u4e0d\u4ec5\u4ec5\u662f\u5355\u7eaf\u7684\u8bcd\u6c47\u5339\u914d\u3002\u4f20\u7edf\u7684\u5012\u6392\u7d22\u5f15\u88ab\u5411\u91cf\u6570\u636e\u5e93\u53d6\u4ee3\uff0c\u8fd9\u610f\u5473\u7740\u7cfb\u7edf\u53ef\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u6587\u672c\u7684\u8bed\u4e49\u4fe1\u606f\u3002\u5728\u8fd9\u79cd\u7cfb\u7edf\u4e2d\uff0c\u4e0d\u518d\u9700\u8981\u9891\u7e41\u5730\u4f7f\u7528\u540c\u4e49\u8bcd\u6765\u6269\u5c55\u67e5\u8be2\u8bcd\uff0c\u56e0\u4e3a\u7cfb\u7edf\u53ef\u4ee5\u66f4\u667a\u80fd\u5730\u5904\u7406\u67e5\u8be2\uff0c\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u641c\u7d22\u7ed3\u679c\u3002\u67b6\u6784\u56fe\u5982\u4e0b\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/4eba44ec7f54bf43bd6434dae24ce240.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p><strong>\u6bd4\u8f83 \u8bcd\u6c47\u8868\u793a \u548c \u8bed\u4e49\u8868\u793a<\/strong><\/p>\n<p>\u8bcd\u6c47\u8868\u793a\uff08\u8bcd\u5411\u91cf\uff09\uff1a<\/p>\n<ul>\n<li>\u9ad8\u7ef4\u5ea6\uff08\u6570\u5341\u4ebf\uff09<\/li>\n<li>\u7a00\u758f<\/li>\n<li>\u57fa\u4e8e\u8bcd\u5411\u91cf\u7684\u6a21\u578b<\/li>\n<li>\u5355\u8bcd\u662f\u672a\u7ecf\u89e3\u91ca\u7684\u6807\u8bb0<\/li>\n<li>\u8ba1\u7b97\u6210\u672c\u8f83\u4f4e<\/li>\n<li>\u6613\u4e8e\u6269\u5c55\u5012\u6392\u7d22\u5f15<\/li>\n<li>\u6ca1\u6709\u660e\u786e\u7684\u8bed\u8a00\u6a21\u578b\uff08\u6ce8\u610f\uff1a\u53ef\u80fd\u5728\u68c0\u7d22\u524d\u540e\u4f7f\u7528\uff09<\/li>\n<\/ul>\n<p>\u8bed\u4e49\u8868\u793a\uff08\u5d4c\u5165\uff09<\/p>\n<ul>\n<li>\u4f4e\u7ef4\u5ea6\uff08\u6570\u767e\uff09<\/li>\n<li>\u5bc6\u96c6<\/li>\n<li>\u57fa\u4e8e\u5206\u5e03\u8bed\u4e49\u7684\u8868\u793a<\/li>\n<li>\u5355\u8bcd\u5177\u6709\u542b\u4e49<\/li>\n<li>\u8ba1\u7b97\u6210\u672c\u8f83\u9ad8<\/li>\n<li>\u96be\u4ee5\u6269\u5c55\u795e\u7ecf\u7f51\u7edc\u7d22\u5f15<\/li>\n<li>\u66f4\u65b0\u8bed\u8a00\u6a21\u578b\u975e\u5e38\u6602\u8d35<\/li>\n<\/ul>\n<p>\u8bcd\u6c47\u8868\u793a\u901a\u5e38\u5728\u9ad8\u7ef4\u5ea6\u7a7a\u95f4\u4e2d\u64cd\u4f5c\uff0c\u6bcf\u4e2a\u5355\u8bcd\u90fd\u88ab\u8868\u793a\u4e3a\u4e00\u4e2a\u7a00\u758f\u5411\u91cf\uff0c\u5b83\u4eec\u4ec5\u5305\u542b\u5173\u4e8e\u8bcd\u6c47\u7684\u4fe1\u606f\uff0c\u800c\u4e0d\u6d89\u53ca\u8bed\u4e49\u542b\u4e49\u3002\u8fd9\u79cd\u65b9\u6cd5\u8ba1\u7b97\u6210\u672c\u8f83\u4f4e\uff0c\u6613\u4e8e\u6784\u5efa\u5012\u6392\u7d22\u5f15\uff0c\u4f46\u4e0d\u8003\u8651\u5355\u8bcd\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u7cfb\u3002\n\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u8bed\u4e49\u8868\u793a\u5728\u4f4e\u7ef4\u5ea6\u7a7a\u95f4\u4e2d\u64cd\u4f5c\uff0c\u6bcf\u4e2a\u5355\u8bcd\u90fd\u8868\u793a\u4e3a\u4e00\u4e2a\u5bc6\u96c6\u7684\u5411\u91cf\uff0c\u6355\u6349\u4e86\u5355\u8bcd\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u7cfb\u3002\u8fd9\u79cd\u65b9\u6cd5\u66f4\u63a5\u8fd1\u5355\u8bcd\u7684\u771f\u5b9e\u542b\u4e49\uff0c\u4f46\u8ba1\u7b97\u6210\u672c\u8f83\u9ad8\uff0c\u96be\u4ee5\u5728\u5927\u89c4\u6a21\u6570\u636e\u4e0a\u6269\u5c55\uff0c\u5e76\u4e14\u66f4\u65b0\u8bed\u8a00\u6a21\u578b\u7684\u4ee3\u4ef7\u4e5f\u5f88\u9ad8\u3002<\/p>\n<ul>\n<li>\u5546\u4e1a\u53ef\u7528\u7684\u5411\u91cf\u6570\u636e\u5e93\u76ee\u524d\u5728\u53ef\u6269\u5c55\u6027\u65b9\u9762\u5c1a\u4e0d\u5982\u5012\u6392\u7d22\u5f15\uff0c\u5c3d\u7ba1\u5b83\u4eec\u4e4b\u95f4\u7684\u5dee\u8ddd\u6b63\u5728\u8fc5\u901f\u7f29\u5c0f\u3002\u8fd9\u610f\u5473\u7740\u5012\u6392\u7d22\u5f15\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\u4ecd\u7136\u5177\u6709\u4f18\u52bf\u3002<\/li>\n<li>\u5012\u6392\u7d22\u5f15\u5177\u6709\u66f4\u9ad8\u7684\u5c40\u90e8\u6027\uff0c\u56e0\u6b64\u7d22\u5f15\u4e0d\u9700\u8981\u5b8c\u5168\u9a7b\u7559\u5728\u5185\u5b58\u4e2d\u3002\u8fd9\u6709\u52a9\u4e8e\u51cf\u5c11\u5185\u5b58\u4f7f\u7528\uff0c\u63d0\u9ad8\u6027\u80fd\u3002<\/li>\n<li>\u5012\u6392\u7d22\u5f15\u975e\u5e38\u9002\u5408\u8fdb\u884c&#8221;\u7cbe\u51c6\u67e5\u8be2&#8221;\uff0c\u5373\u9700\u8981\u91cd\u89c6\u53ec\u56de\u7387\u7684\u67e5\u8be2\uff0c\u4f8b\u5982\u67e5\u627e\u975e\u5e38\u72ec\u7279\u548c\u4e0d\u5e38\u89c1\u7684\u96f6\u4ef6\u7f16\u53f7\u7b49\u60c5\u51b5\u3002<\/li>\n<\/ul>\n<p>\u57fa\u4e8e\u6b64\uff0c\u521b\u5efa\u6df7\u5408\u68c0\u7d22\u7cfb\u7edf\uff0c\u5176\u4e2d\u6240\u6709\u6587\u6863\u5b58\u50a8\u5728\u5012\u6392\u7d22\u5f15\u4e2d\uff0c\u800c\u8bed\u4e49\u4e0a\u6700\u6709\u4ef7\u503c\u7684\u5b50\u96c6\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002\u5728\u67e5\u8be2\u65f6\uff0c\u7cfb\u7edf\u53ef\u4ee5\u540c\u65f6\u4ece\u8fd9\u4e24\u4e2a\u5b50\u7cfb\u7edf\u4e2d\u68c0\u7d22\u7ed3\u679c\uff0c\u7136\u540e\u5c06\u5b83\u4eec\u5408\u5e76\u5728\u4e00\u8d77\uff0c\u4ee5\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u641c\u7d22\u7ed3\u679c\u3002\u8fd9\u79cd\u6df7\u5408\u65b9\u6cd5\u5145\u5206\u5229\u7528\u4e86\u4e24\u79cd\u68c0\u7d22\u65b9\u6cd5\u7684\u4f18\u52bf\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u641c\u7d22\u7684\u6548\u679c\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/549dd8b3819535983081ff0e28f9e7ec.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u4e0b\u9762\u622a\u56fe\u7684\u8bba\u6587\u4e2d\uff0c\u8bc4\u4f30\u4e86\u8fd9\u6837\u4e00\u4e2a\u6df7\u5408\u7cfb\u7edf<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/23bdc1e9b112dd66c4919c3426df9fd0.png\" alt=\"image.png\" \/><\/figure>\n\n\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Farxiv.org%2Fabs%2F2010.01195\" target=\"_blank\" title=\"https:\/\/arxiv.org\/abs\/2010.01195\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">arxiv.org\/abs\/2010.01\u2026<\/a><\/p>\n<p>\u8fd9\u7bc7\u8bba\u6587\u4e3b\u8981\u63a2\u8ba8\u4e86\u5982\u4f55\u901a\u8fc7\u7ed3\u5408\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u548c\u8bcd\u6c47\u6a21\u578b\u6765\u63d0\u9ad8\u6587\u6863\u68c0\u7d22\u7cfb\u7edf\u5728\u68c0\u7d22\u9636\u6bb5\u7684\u6027\u80fd\u3002\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u6df7\u5408\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u540c\u65f6\u5229\u7528\u8bed\u4e49\uff08\u57fa\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff09\u548c\u8bcd\u6c47\uff08\u57fa\u4e8e\u5173\u952e\u8bcd\u5339\u914d\uff09\u7684\u68c0\u7d22\u6a21\u578b\u3002\u901a\u8fc7\u4f7f\u7528\u516c\u5f00\u53ef\u7528\u7684TREC\u96c6\u5408\u8fdb\u884c\u7684\u5b9e\u8bc1\u7814\u7a76\uff0c\u8bba\u6587\u8bc1\u660e\u4e86\u8fd9\u79cd\u65b9\u6cd5\u7684\u6709\u6548\u6027\uff0c\u5e76\u6df1\u5165\u63a2\u8ba8\u4e86\u8bed\u4e49\u65b9\u6cd5\u3001\u8bcd\u6c47\u65b9\u6cd5\u4ee5\u53ca\u5b83\u4eec\u7684\u7ec4\u5408\u5404\u81ea\u7684\u7279\u70b9\u3002<\/p>\n<p>\u5728\u6df7\u5408\u7cfb\u7edf\u4e2d\uff0c\u4ed6\u4eec\u7ed3\u5408\u4e86\u8bcd\u6c47\u68c0\u7d22\u548c\u8bed\u4e49\u68c0\u7d22\u7684\u4e24\u4e2a\u90e8\u5206\u3002\u5bf9\u4e8e\u8bcd\u6c47\u90e8\u5206\uff0c\u4ed6\u4eec\u4f7f\u7528\u4e86Lucene\u4f5c\u4e3a\u7d22\u5f15\u5668\uff0cBM25\u4f5c\u4e3a\u6392\u540d\u6a21\u578b\u3002\u800c\u5bf9\u4e8e\u8bed\u4e49\u90e8\u5206\uff0c\u4ed6\u4eec\u4f7f\u7528\u4e86ScaNN\u4f5c\u4e3a\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5e76\u91c7\u7528\u4e86\u57fa\u4e8eBERT\u7684\u6392\u540d\u6a21\u578b\u3002\u6700\u540e\uff0c\u4ed6\u4eec\u4f7f\u7528RM3\u65b9\u6cd5\u6765\u878d\u5408\u8fd9\u4e24\u4e2a\u5b50\u7cfb\u7edf\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u901a\u8fc7\u5728TREC\u65b0\u95fb\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4ed6\u4eec\u53d1\u73b0\u6df7\u5408\u7cfb\u7edf\u7684\u53ec\u56de\u7387\u660e\u663e\u9ad8\u4e8e\u4efb\u4f55\u4e00\u4e2a\u5b50\u7cfb\u7edf\uff0c\u5e76\u4e14\u7cbe\u5ea6\u4e5f\u5f97\u5230\u4e86\u63d0\u9ad8\u3002\u8fd9\u610f\u5473\u7740\u6df7\u5408\u7cfb\u7edf\u5728\u641c\u7d22\u4efb\u52a1\u4e2d\u8868\u73b0\u66f4\u597d\uff0c\u80fd\u591f\u66f4\u5168\u9762\u5730\u627e\u5230\u76f8\u5173\u6587\u6863\uff0c\u5e76\u63d0\u9ad8\u4e86\u641c\u7d22\u7ed3\u679c\u7684\u51c6\u786e\u6027\u3002\u8fd9\u9879\u7814\u7a76\u4e3a\u6df7\u5408\u68c0\u7d22\u65b9\u6cd5\u63d0\u4f9b\u4e86\u6709\u529b\u7684\u652f\u6301\u3002<\/p>\n<p><a name=\"user-content-37860d7a\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h1 data-id=\"heading-7\">\u7528\u4e8e\u95ee\u7b54\u7684\u8bed\u8a00\u6a21\u578b<\/h1>\n<p>NPL \u7814\u7a76\u4eba\u5458\u6ce8\u610f\u5230\uff0c\u8fd9\u4e9b\u5927\u578b\u6a21\u578b\u4e0d\u4ec5\u80fd\u591f\u5b66\u4e60\u8bed\u8a00\u7684\u8bcd\u6c47\u3001\u5f62\u6001\u548c\u8bed\u6cd5\uff0c\u8fd8\u80fd\u8bb0\u4f4f\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u57fa\u7840\u4e8b\u5b9e\u4fe1\u606f\uff08\u5373&#8221;factoids&#8221;\uff09<\/p>\n<blockquote>\n<p>&#8220;Factoids&#8221; \u662f\u4e00\u4e2a\u82f1\u6587\u672f\u8bed\uff0c\u901a\u5e38\u7528\u6765\u6307\u4e00\u5c0f\u6bb5\u7b80\u77ed\u3001\u6709\u8da3\u4f46\u53ef\u80fd\u4e0d\u5b8c\u5168\u51c6\u786e\u6216\u7a0d\u5fae\u6b6a\u66f2\u7684\u4e8b\u5b9e\u6216\u4fe1\u606f\u3002\u5728\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u4e2d\uff0c\u8fd9\u4e2a\u8bcd\u53ef\u80fd\u6709\u4e0d\u540c\u7684\u542b\u4e49\n\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u673a\u5668\u5b66\u4e60\u7684\u4e0a\u4e0b\u6587\u4e2d\uff0c&#8221;factoids&#8221; \u901a\u5e38\u6307\u7684\u662f\u6a21\u578b\u4ece\u8bad\u7ec3\u6570\u636e\u4e2d\u5b66\u5230\u7684\u57fa\u7840\u4e8b\u5b9e\u6216\u4fe1\u606f\u3002\u8fd9\u4e9b\u4e8b\u5b9e\u901a\u5e38\u662f\u6a21\u578b\u5728\u56de\u7b54\u95ee\u9898\u6216\u8fdb\u884c\u5176\u4ed6\u4efb\u52a1\u65f6\u6240\u4f9d\u8d56\u7684\u77e5\u8bc6\u3002<\/p>\n<\/blockquote>\n<p>Google\u7684\u56e2\u961f\u7279\u522b\u7814\u7a76\u4e86T5\u6a21\u578b\uff0c\u8fd9\u662f\u4e00\u4e2a\u7ee7BERT\u4e4b\u540e\u3001PALM\u4e4b\u524d\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u4ed6\u4eec\u5c06\u4e0d\u540c\u5927\u5c0f\u7684T5\u6a21\u578b\uff08\u9488\u5bf9\u95ee\u7b54\u4efb\u52a1\u8fdb\u884c\u4e86\u5fae\u8c03\uff09\u4e0e\u4e5d\u4e2a\u73b0\u4ee3\u95ee\u7b54\u7cfb\u7edf\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u8fd9\u4e9b\u95ee\u7b54\u7cfb\u7edf\u5206\u4e3a\u4e24\u7c7b\uff1a\u4e00\u7c7b\u662f\u95ed\u5377\u751f\u6210\u5f0f\u7cfb\u7edf\uff08\u5373T5\u6a21\u578b\uff09\uff0c\u53e6\u4e00\u7c7b\u662f\u5f00\u5377\u62bd\u53d6\u5f0f\u7cfb\u7edf\uff08\u5373\u57fa\u4e8e\u6570\u636e\u5e93\u6216\u5176\u4ed6\u5916\u90e8\u4fe1\u606f\u6e90\u7684\u7cfb\u7edf\uff09\u3002<\/p>\n<p>\u6d4b\u8bd5\u95ee\u9898\u6765\u81ea\u4e09\u4e2a\u4e0d\u540c\u7684\u95ee\u7b54\u6570\u636e\u96c6\uff1aNatural Questions\u3001WebQuestions\u548cTriviaQA\u3002\u8bc4\u4f30\u662f\u901a\u8fc7\u7b97\u6cd5\u68c0\u67e5\u548c\u4eba\u5de5\u8bc4\u4f30\u7684\u7ec4\u5408\u8fdb\u884c\u7684\u3002<\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u6700\u5927\u7684T5\u6a21\u578b\u867d\u7136\u6ca1\u6709\u8fbe\u5230\u6700\u5148\u8fdb\u7684\u62bd\u53d6\u5f0f\u95ee\u7b54\u7cfb\u7edf\u7684\u6027\u80fd\uff0c\u4f46\u4e0e\u8bb8\u591a\u7cfb\u7edf\u76f8\u6bd4\u8868\u73b0\u76f8\u5f53\u51fa\u8272\u3002<\/p>\n<p>\u7531\u4e8e\u89c2\u5bdf\u5230\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u6355\u6349\u5230\u5e38\u89c1\u7684\u4e16\u754c\u77e5\u8bc6\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4f7f\u7528\u8fd9\u4e9b\u6a21\u578b\u4ee5\u751f\u6210\u65b9\u5f0f\u56de\u7b54\u95ee\u9898\u3002\u8fd9\u79cd\u65b0\u65b9\u6cd5\u53ef\u80fd\u4f1a\u5728\u591a\u79cd\u4fe1\u606f\u68c0\u7d22\u4efb\u52a1\u4e2d\u6bd4\u4f20\u7edf\u65b9\u6cd5\u66f4\u53d7\u6b22\u8fce\uff0c\u56e0\u4e3a\u5b83\u51cf\u5c11\u4e86\u641c\u7d22\u8005\u5728\u5bfb\u627e\u4fe1\u606f\u65f6\u6240\u9700\u7684\u65f6\u95f4\u548c\u7cbe\u529b\uff0c\u4e5f\u5c31\u662f\u6240\u8c13\u7684&#8221;\u5fb7\u5c14\u83f2\u6210\u672c&#8221;\uff08Delphic cost\uff09\u3002\u8fd9\u4e2a\u6210\u672c\u5305\u62ec\u641c\u7d22\u8fc7\u7a0b\u4e2d\u7684\u65f6\u95f4\u6d88\u8017\u3001\u8ba4\u77e5\u8d1f\u62c5\u548c\u4e0e\u7cfb\u7edf\u7684\u4e92\u52a8\u6210\u672c\u3002<\/p>\n<blockquote>\n<p>&#8220;\u5fb7\u5c14\u83f2\u6210\u672c&#8221;\u5728\u8fd9\u91cc\u6307\u7684\u662f\u641c\u7d22\u8005\u5728\u4fe1\u606f\u68c0\u7d22\u8fc7\u7a0b\u4e2d\u6240\u9700\u4ed8\u51fa\u7684\u65f6\u95f4\u3001\u8ba4\u77e5\u8d1f\u8377\u548c\u4e92\u52a8\u6210\u672c<\/p>\n<\/blockquote>\n<p><strong>\u201c\u91cd\u65b0\u601d\u8003\u641c\u7d22\u201d \u63d0\u51fa\u5173\u952e\u9700\u6c42\uff1a<\/strong><\/p>\n<ul>\n<li>\u53ef\u9760\u6027\uff1a\u641c\u7d22\u5f15\u64ce\u6216\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf\u5e94\u8be5\u63d0\u4f9b\u51c6\u786e\u548c\u53ef\u9760\u7684\u4fe1\u606f\u3002\u8fd9\u610f\u5473\u7740\u5b83\u5e94\u8be5\u4ece\u6743\u5a01\u548c\u53ef\u4fe1\u7684\u6765\u6e90\u83b7\u53d6\u4fe1\u606f\uff0c\u5e76\u786e\u4fdd\u751f\u6210\u7684\u5185\u5bb9\u4e0e\u539f\u59cb\u6750\u6599\u4fdd\u6301\u4e00\u81f4\u3002<\/li>\n<li>\u900f\u660e\u6027\uff1a\u7cfb\u7edf\u5e94\u8be5\u660e\u786e\u5730\u6807\u660e\u4fe1\u606f\u6765\u6e90\uff0c\u6700\u597d\u662f\u5f15\u7528\u4e3b\u8981\u6216\u539f\u59cb\u7684\u8d44\u6599\u3002\u8fd9\u6709\u52a9\u4e8e\u589e\u52a0\u7528\u6237\u5bf9\u4fe1\u606f\u7684\u4fe1\u4efb\u3002<\/li>\n<li>\u65e0\u504f\u89c1\u6027\uff1a\u907f\u514d\u504f\u89c1\u662f\u4e00\u4e2a\u590d\u6742\u548c\u68d8\u624b\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u504f\u89c1\u5728\u793e\u4f1a\u548c\u6587\u5316\u4e2d\u65e0\u5904\u4e0d\u5728\u3002\u641c\u7d22\u5f15\u64ce\u9700\u8981\u8bbe\u8ba1\u673a\u5236\u6765\u6700\u5c0f\u5316\u8fd9\u79cd\u504f\u89c1\u3002<\/li>\n<li>\u591a\u6837\u6027\uff1a\u5bf9\u4e8e\u6709\u4e89\u8bae\u6216\u654f\u611f\u7684\u8bdd\u9898\uff0c\u7cfb\u7edf\u5e94\u8be5\u63d0\u4f9b\u591a\u89d2\u5ea6\u7684\u4fe1\u606f\uff0c\u4ee5\u4fbf\u7528\u6237\u80fd\u591f\u83b7\u5f97\u5168\u9762\u7684\u4e86\u89e3\uff0c\u800c\u4e0d\u662f\u4ec5\u4ec5\u770b\u5230\u4e00\u4e2a\u89c2\u70b9\u3002<\/li>\n<li>\u53ef\u8bbf\u95ee\u6027\uff1a\u4fe1\u606f\u5e94\u8be5\u4ee5\u6613\u4e8e\u7406\u89e3\u548c\u63a5\u53d7\u7684\u65b9\u5f0f\u5448\u73b0\uff0c\u8fd9\u53ef\u80fd\u9700\u8981\u7cfb\u7edf\u4e86\u89e3\u7528\u6237\u7684\u80cc\u666f\u548c\u9700\u6c42\u3002<\/li>\n<\/ul>\n<p><strong>\u5728&#8221;Situating Search&#8221;(\u5b9a\u4f4d\u641c\u7d22) \u4e2d\u9488\u5bf9\u4e0a\u9762\u7684\u613f\u666f\u611f\u77e5\u5230\u7684\u6280\u672f\u7f3a\u9677\uff1a<\/strong><\/p>\n<ul>\n<li>\u4e0d\u80fd\u5904\u7406\u7ed3\u6784\u5316\u4fe1\u606f\uff1a\u8fd9\u610f\u5473\u7740\u8bed\u8a00\u6a21\u578b\u5728\u5904\u7406\u5177\u6709\u660e\u786e\u7ed3\u6784\uff08\u5982\u6570\u636e\u5e93\u3001\u8868\u683c\u7b49\uff09\u7684\u4fe1\u606f\u65f6\u53ef\u80fd\u4e0d\u591f\u6709\u6548\u3002\u5b83\u4eec\u66f4\u9002\u5408\u5904\u7406\u81ea\u7136\u8bed\u8a00\u6587\u672c\u3002<\/li>\n<li>\u5bb9\u6613\u4ea7\u751f\u5e7b\u89c9\uff1a\u8fd9\u662f\u6307\u8bed\u8a00\u6a21\u578b\u6709\u65f6\u4f1a\u751f\u6210\u4e0d\u51c6\u786e\u6216\u8bef\u5bfc\u6027\u7684\u4fe1\u606f\u3002\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a\u6a21\u578b\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u6ca1\u6709\u8db3\u591f\u7684\u4e0a\u4e0b\u6587\u6765\u51c6\u786e\u5730\u751f\u6210\u4fe1\u606f\u3002<\/li>\n<li>\u7406\u89e3\u5f62\u5f0f\u4f46\u4e0d\u7406\u89e3\u542b\u4e49\uff1a\u8fd9\u610f\u5473\u7740\u867d\u7136\u8bed\u8a00\u6a21\u578b\u53ef\u80fd\u5f88\u64c5\u957f\u751f\u6210\u8bed\u6cd5\u6b63\u786e\u7684\u53e5\u5b50\uff0c\u4f46\u8fd9\u4e9b\u53e5\u5b50\u53ef\u80fd\u5728\u8bed\u4e49\u4e0a\u662f\u4e0d\u51c6\u786e\u6216\u4e0d\u53ef\u9760\u7684\u3002<\/li>\n<\/ul>\n<p>Chirag Shaw\u548cEmily Bender\u57282022\u5e74\u7684CHIIR\u4f1a\u8bae\u4e0a\u53d1\u8868\u4e86\u4e00\u7bc7\u6279\u8bc4\u201c\u91cd\u65b0\u601d\u8003\u641c\u7d22\u201d\u89c2\u70b9\u7684\u6587\u7ae0\u3002\u4ed6\u4eec\u4e3b\u5f20\uff0c\u7528\u6237\u5b9e\u9645\u4e0a\u5e76\u4e0d\u662f\u90a3\u4e48\u70ed\u8877\u4e8e\u751f\u6210\u5f0f\u95ee\u7b54\u7cfb\u7edf\u3002\u76f8\u53cd\uff0c\u4eba\u4eec\u66f4\u52a0\u5173\u5fc3\u5982\u4f55\u63d0\u51fa\u6709\u6548\u7684\u67e5\u8be2\uff0c\u5982\u4f55\u5224\u65ad\u54ea\u4e9b\u641c\u7d22\u7ed3\u679c\u662f\u53ef\u9760\u548c\u76f8\u5173\u7684\uff0c\u4ee5\u53ca\u5982\u4f55\u6839\u636e\u9700\u8981\u5fae\u8c03\u4ed6\u4eec\u7684\u641c\u7d22\u67e5\u8be2\u3002<\/p>\n<p>\u8fd9\u4e24\u4f4d\u4f5c\u8005\u4ece\u6280\u672f\u548c\u793e\u4f1a\u4e24\u4e2a\u65b9\u9762\u5bf9\u751f\u6210\u5f0f\u95ee\u7b54\u7cfb\u7edf\u63d0\u51fa\u4e86\u8d28\u7591\u3002\u6280\u672f\u4e0a\uff0c\u4ed6\u4eec\u4e0d\u786e\u5b9a\u8fd9\u6837\u7684\u7cfb\u7edf\u662f\u5426\u80fd\u6709\u6548\u5730\u5904\u7406\u7ed3\u6784\u5316\u4fe1\u606f\uff0c\u6216\u8005\u662f\u5426\u80fd\u751f\u6210\u57fa\u4e8e\u4e8b\u5b9e\u7684\u53ef\u9760\u7b54\u6848\u3002\u867d\u7136\u8fd9\u4e9b\u95ee\u9898\u5bf9\u4e8e\u751f\u6210\u6a21\u578b\u672c\u8eab\u662f\u4e2a\u6311\u6218\uff0c\u4f46\u5bf9\u4e8e\u90a3\u4e9b\u4f9d\u8d56\u5916\u90e8\u8d44\u6e90\u5982\u68c0\u7d22\u7cfb\u7edf\u3001\u77e5\u8bc6\u5e93\u548c\u63a8\u7406\u5f15\u64ce\u6765\u9a8c\u8bc1\u7b54\u6848\u7684\u66f4\u5927\u578b\u95ee\u7b54\u7cfb\u7edf\u6765\u8bf4\uff0c\u8fd9\u5e76\u4e0d\u662f\u4e0d\u53ef\u903e\u8d8a\u7684\u96be\u9898\u3002<\/p>\n<p><a name=\"user-content-1ac90eb8\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h1 data-id=\"heading-8\">\u8bbe\u8ba1\u65b9\u6848\u9009\u62e9\uff1a\u5c01\u95ed\u5f0f\u4e0e\u5f00\u653e\u5f0f\u95ee\u7b54\u7cfb\u7edf\u5bf9\u6bd4<\/h1>\n<p><a name=\"user-content-236f8425\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-9\">\u65b9\u6848A\uff1a\u5c01\u95ed\u5f0f\u751f\u6210\u95ee\u7b54<\/h2>\n<ul>\n<li>\u8bed\u8a00\u6a21\u578b\u662f\u751f\u6210\u8fc7\u7a0b\u4e2d\u552f\u4e00\u5229\u7528\u7684\u77e5\u8bc6\u6e90<\/li>\n<li>\u7eaf\u7cb9\u7684\u65b9\u6cd5\u53ef\u80fd\u5141\u8bb8\u6240\u6709\u7cfb\u7edf\u7ec4\u4ef6\u7684\u8054\u5408\u4f18\u5316<\/li>\n<li>\u591a\u4e2a\u68d8\u624b\u95ee\u9898\uff1a\n<ul>\n<li>\u77e5\u8bc6\u57fa\u7840\uff08\u4ea7\u751f\u5e7b\u89c9\u7684\u98ce\u9669\uff09<\/li>\n<li>\u900f\u660e\u5ea6\uff08\u5f52\u56e0\u4e8e\u6765\u6e90\uff09<\/li>\n<li>\u53ef\u6269\u5c55\u6027\uff08\u6355\u83b7\u6240\u6709\u5f00\u653e\u77e5\u8bc6\uff09<\/li>\n<li>\u53ef\u6f14\u5316\u6027\uff08\u77e5\u8bc6\u7684\u589e\u957f\u548c\u53d8\u5316\uff09<\/li>\n<\/ul>\n<\/li>\n<li>\u53ef\u5fae\u641c\u7d22\u7d22\u5f15\uff08DSI\uff09\u662f\u5c01\u95ed\u5f0f\u95ee\u7b54\u7684\u4e00\u79cd\u5c1d\u8bd5\n<ul>\n<li>\u652f\u6301\u5f52\u56e0\uff08\u5728\u8bed\u8a00\u6a21\u578b\u4e2d\u6355\u83b7\u6587\u6863ID\uff09\uff0c\u5728\u53ef\u6f14\u5316\u6027\u548c\u53ef\u6269\u5c55\u6027\u65b9\u9762\u6709\u6240\u8fdb\u5c55<\/li>\n<li>\u8fc4\u4eca\u4e3a\u6b62\u7684\u5de5\u4f5c\u6ca1\u6709\u8003\u8651\u5b9e\u9645\u751f\u6210\uff08\u56e0\u6b64\u6ca1\u6709\u62c5\u5fc3\u77e5\u8bc6\u57fa\u7840\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u5728\u5c01\u95ed\u5f0f\u95ee\u7b54\u7cfb\u7edf\u4e2d\uff0c\u6240\u6709\u9700\u8981\u7684\u77e5\u8bc6\u90fd\u7531\u8bed\u8a00\u6a21\u578b\u672c\u8eab\u63d0\u4f9b\uff0c\u4e0d\u4f9d\u8d56\u4e8e\u5916\u90e8\u6570\u636e\u6e90\u3002\u8fd9\u79cd\u65b9\u6cd5\u6709\u4f18\u70b9\uff0c\u4f8b\u5982\u53ef\u4ee5\u7aef\u5230\u7aef\u5730\u4f18\u5316\u6574\u4e2a\u7cfb\u7edf\u3002\u4f46\u4e5f\u6709\u4e00\u4e9b\u95ee\u9898\uff0c\u6bd4\u5982\u5982\u4f55\u786e\u4fdd\u4fe1\u606f\u7684\u51c6\u786e\u6027\uff0c\u786e\u4fdd\u751f\u6210\u7684\u7b54\u6848\u662f\u53ef\u9760\u7684\u3001\u5982\u4f55\u8ffd\u6eaf\u4fe1\u606f\u6765\u6e90\u3001\u5982\u4f55\u6269\u5c55\u5230\u66f4\u591a\u7684\u5f00\u653e\u77e5\u8bc6\uff0c\u4ee5\u53ca\u5982\u4f55\u9002\u5e94\u77e5\u8bc6\u7684\u4e0d\u65ad\u53d8\u5316\u3002<\/p>\n<p><a name=\"user-content-5c00f300\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h3 data-id=\"heading-10\">\u53ef\u5fae\u641c\u7d22\u7d22\u5f15\uff08DSI\uff09<\/h3>\n<p>\u201c\u53ef\u5fae\u641c\u7d22\u7d22\u5f15\uff08DSI\uff09\u201d\u662f\u8fd9\u79cd\u5c01\u95ed\u5f0f\u95ee\u7b54\u7684\u4e00\u79cd\u5b9e\u73b0\u5c1d\u8bd5\uff0c\u5b83\u5c24\u5176\u5728\u4fe1\u606f\u5f52\u56e0\u3001\u53ef\u6269\u5c55\u6027\u548c\u53ef\u6f14\u5316\u6027\u65b9\u9762\u6709\u6240\u6539\u8fdb\u3002<\/p>\n<p>DSI\uff08Differentiable Search Index\uff09 \u662f\u4e00\u4e2a\u7279\u6b8a\u7c7b\u578b\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u4e13\u95e8\u7528\u4e8e\u6587\u6863\u68c0\u7d22\u3002\u5b83\u5de5\u4f5c\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a\n\u7b2c\u4e00\u9636\u6bb5\u662f\u201c\u7d22\u5f15\u201d\uff0c\u6a21\u578b\u5b66\u4e60\u5982\u4f55\u4ece\u6587\u6863\u5185\u5bb9\u9884\u6d4b\u6587\u6863\u7684\u6807\u8bc6\u7b26\uff1b\n\u7b2c\u4e8c\u9636\u6bb5\u662f\u201c\u68c0\u7d22\u201d\uff0c\u6a21\u578b\u6839\u636e\u7ed9\u5b9a\u7684\u67e5\u8be2\u9884\u6d4b\u76f8\u5173\u6587\u6863\u7684\u6807\u8bc6\u7b26\u3002\n\u8fd9\u4e2a\u6a21\u578b\u5728\u53ef\u6269\u5c55\u6027\u548c\u53ef\u6f14\u5316\u6027\u65b9\u9762\u6709\u4e00\u4e9b\u8fdb\u5c55\uff0c\u4f46\u8fd8\u6ca1\u6709\u89e3\u51b3\u751f\u6210\u7b54\u6848\u7684\u4f9d\u636e\u95ee\u9898\u3002<\/p>\n<blockquote>\n<p>DSI\uff08Differentiable Search Index\uff09\u662f\u4e00\u79cd\u53ef\u5fae\u641c\u7d22\u7d22\u5f15\uff0c\u5b83\u662f\u4e00\u79cd\u7279\u6b8a\u7c7b\u578b\u7684\u641c\u7d22\u7d22\u5f15\uff0c\u8bbe\u8ba1\u7528\u4e8e\u4e0e\u795e\u7ecf\u7f51\u7edc\u6216\u5176\u4ed6\u53ef\u5fae\u5206\u6a21\u578b\u76f4\u63a5\u4ea4\u4e92\u3002\u5728\u4f20\u7edf\u7684\u641c\u7d22\u5f15\u64ce\u4e2d\uff0c\u641c\u7d22\u7d22\u5f15\u901a\u5e38\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u7ec4\u4ef6\uff0c\u7528\u4e8e\u5feb\u901f\u67e5\u627e\u4e0e\u67e5\u8be2\u76f8\u5173\u7684\u6587\u6863\u6216\u6570\u636e\u3002\u7136\u800c\uff0c\u5728DSI\u4e2d\uff0c\u641c\u7d22\u7d22\u5f15\u88ab\u8bbe\u8ba1\u4e3a\u4e00\u4e2a\u53ef\u5fae\u5206\u7684\u51fd\u6570\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u53ef\u4ee5\u76f4\u63a5\u5d4c\u5165\u5230\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u4e2d\uff0c\u5e76\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<p>DSI\u7684\u4e3b\u8981\u4f18\u70b9\u662f\u5b83\u5141\u8bb8\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u81ea\u52a8\u5730\u8c03\u6574\u641c\u7d22\u7d22\u5f15\uff0c\u4ee5\u66f4\u597d\u5730\u6ee1\u8db3\u7279\u5b9a\u4efb\u52a1\u7684\u9700\u6c42\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u4fe1\u606f\u68c0\u7d22\u3001\u63a8\u8350\u7cfb\u7edf\u548c\u5176\u4ed6\u9700\u8981\u9ad8\u6548\u641c\u7d22\u80fd\u529b\u7684\u5e94\u7528\u4e2d\u5177\u6709\u6f5c\u5728\u7684\u4ef7\u503c\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5728\u4e00\u4e2a\u95ee\u7b54\u7cfb\u7edf\u4e2d\uff0cDSI\u53ef\u4ee5\u7528\u4e8e\u6355\u83b7\u6587\u6863ID\u6216\u5176\u4ed6\u5143\u6570\u636e\uff0c\u8fd9\u6709\u52a9\u4e8e\u63d0\u9ad8\u7cfb\u7edf\u5728\u53ef\u6269\u5c55\u6027\u548c\u53ef\u6f14\u5316\u6027\u65b9\u9762\u7684\u6027\u80fd\u3002\u540c\u65f6\uff0c\u7531\u4e8eDSI\u662f\u53ef\u5fae\u5206\u7684\uff0c\u5b83\u4e5f\u53ef\u4ee5\u4e0e\u5176\u4ed6\u795e\u7ecf\u7f51\u7edc\u7ec4\u4ef6\u5171\u540c\u4f18\u5316\uff0c\u4ece\u800c\u63d0\u9ad8\u6574\u4f53\u7cfb\u7edf\u6027\u80fd\u3002<\/p>\n<\/blockquote>\n<p><a name=\"user-content-9994b13c\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h4 data-id=\"heading-11\">\u6311\u6218\uff1a\u5728 DSI \u4e2d\u6dfb\u52a0\u65b0\u6587\u6863<\/h4>\n<p>\u2022 \u65b9\u6cd5\uff1a\u901a\u8fc7\u6301\u7eed\u5b66\u4e60\u5c06\u65b0\u6587\u6863\u7eb3\u5165DSI\u6a21\u578b\n\u2022 \u6311\u6218\uff1a\u7b80\u5355\u5730\u5b66\u4e60\u65b0\u6587\u6863\u4f1a\u5bfc\u81f4\u5bf9\u65e7\u6587\u6863\u7684\u707e\u96be\u6027\u9057\u5fd8\n\u2022 \u5206\u6790\u63ed\u793a\u4e86\u5728\u57fa\u7840\u8bed\u6599\u5e93\u7684\u8bb0\u5fc6\u8fc7\u7a0b\u4e2d\u7684\u9690\u6027\u9057\u5fd8\u548c\u5728\u6301\u7eed\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u7684\u663e\u6027\u9057\u5fd8<\/p>\n<p>DSI\uff08\u53ef\u5fae\u641c\u7d22\u5f15\u64ce\uff09\u5f88\u64c5\u957f\u4e8e\u627e\u51fa\u7b54\u6848\u6765\u81ea\u54ea\u91cc\uff0c\u8fd9\u5728\u81ea\u52a8\u751f\u6210\u7b54\u6848\u7684\u7cfb\u7edf\u91cc\u662f\u4e2a\u5927\u95ee\u9898\uff0c\u4f46DSI\u5904\u7406\u5f97\u76f8\u5f53\u4e0d\u9519\u3002<\/p>\n<p>\u7136\u540e\uff0c\u6211\u4eec\u9762\u4e34\u7684\u95ee\u9898\u662f\u5982\u4f55\u8ba9DSI\u9002\u5e94\u4e0d\u65ad\u66f4\u65b0\u7684\u4fe1\u606f\u3002\u60f3\u8c61\u4e00\u4e0b\uff0c\u4e92\u8054\u7f51\u4e0a\u7684\u4fe1\u606f\u662f\u5982\u4f55\u98de\u901f\u53d8\u5316\u7684\u3002\u5982\u679c\u6bcf\u6b21\u90fd\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u4e00\u4e2a\u5168\u65b0\u7684\u6a21\u578b\uff0c\u90a3\u7b80\u76f4\u662f\u4e2a\u65e0\u5e95\u6d1e\u3002\u6240\u4ee5\uff0c\u806a\u660e\u7684\u505a\u6cd5\u662f\u8ba9 DSI \u6301\u7eed\u5b66\u4e60\uff0c\u968f\u65f6\u5438\u6536\u65b0\u4fe1\u606f\u3002<\/p>\n<p>\u4f46\u8fd9\u91cc\u6709\u4e2a\u5927\u5751\uff1a\u5f53DSI\u5fd9\u7740\u5b66\u65b0\u77e5\u8bc6\u65f6\uff0c\u5b83\u7adf\u7136\u4f1a\u201c\u5fd8\u6389\u201d\u65e7\u77e5\u8bc6\u3002\u8fd9\u79cd\u9057\u5fd8\u6709\u4e24\u79cd\u5f62\u5f0f\u3002\u4e00\u79cd\u662f\u201c\u9690\u6027\u9057\u5fd8\u201d\uff0c\u5373\u5728DSI\u8fd8\u5728\u5b66\u4e60\u57fa\u7840\u4fe1\u606f\u65f6\uff0c\u5c31\u5df2\u7ecf\u5f00\u59cb\u6084\u6084\u5fd8\u8bb0\u65e7\u7684\u4e1c\u897f\u4e86\u3002\u53e6\u4e00\u79cd\u662f\u201c\u663e\u6027\u9057\u5fd8\u201d\uff0c\u8fd9\u662f\u5f53DSI\u5728\u6dfb\u52a0\u65b0\u4fe1\u606f\u65f6\uff0c\u4f1a\u5fd8\u8bb0\u5b83\u4e4b\u524d\u5b66\u8fc7\u7684\u4e1c\u897f\u3002<\/p>\n<p><a name=\"user-content-23b8fc0a\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h4 data-id=\"heading-12\">\u907f\u514d\u5728\u66f4\u65b0DSI\uff08\u53ef\u5fae\u641c\u7d22\u5f15\u64ce\uff09\u65f6\u51fa\u73b0\u707e\u96be\u6027\u9057\u5fd8<\/h4>\n<ol>\n<li><strong>\u9690\u6027\u9057\u5fd8\u4e0e\u663e\u6027\u9057\u5fd8<\/strong>\uff1aDSI\uff08\u53ef\u5fae\u641c\u7d22\u5f15\u64ce\uff09\u9762\u4e34\u4e24\u79cd\u7c7b\u578b\u7684\u9057\u5fd8\u95ee\u9898\u3002\u9690\u6027\u9057\u5fd8\u662f\u5728\u8bb0\u5fc6\u57fa\u7840\u8bed\u6599\u5e93\u7684\u540c\u65f6\u9057\u5fd8\u5148\u524d\u7684\u8bad\u7ec3\u6837\u672c\uff1b\u663e\u6027\u9057\u5fd8\u662f\u5728\u6574\u5408\u65b0\u7684\u6587\u6863\u66f4\u65b0\u65f6\u9057\u5fd8\u65e7\u7684\u8bad\u7ec3\u6837\u672c\u3002<\/li>\n<li><strong>\u9510\u5ea6\u611f\u77e5\u6700\u5c0f\u5316\uff08SAM\uff09<\/strong>\uff1a\u8fd9\u662f\u4e00\u79cd\u4f18\u5316\u6280\u672f\uff0c\u7528\u4e8e\u7f13\u89e3\u9690\u6027\u9057\u5fd8\u3002\u5b83\u901a\u8fc7\u4f18\u5316\u66f4\u5e73\u5766\u7684\u635f\u5931\u76c6\u5730\u6765\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002<\/li>\n<li><strong>\u7ecf\u9a8c\u56de\u653e\uff08Experience Replay\uff09<\/strong>\uff1a\u8fd9\u662f\u4e00\u79cd\u65e7\u7684\u5f3a\u5316\u5b66\u4e60\u6982\u5ff5\uff0c\u7528\u4e8e\u51cf\u8f7b\u663e\u6027\u9057\u5fd8\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u901a\u8fc7\u751f\u6210\u4f2a\u67e5\u8be2\u6765\u91cd\u65b0\u5448\u73b0\u5148\u524d\u5b66\u4e60\u8fc7\u7684\u6587\u6863\uff0c\u5e76\u5c06\u8fd9\u4e9b\u6587\u6863\u4e0e\u65b0\u6587\u6863\u4e00\u8d77\u7528\u4f5c\u8bad\u7ec3\u6837\u672c\u3002<\/li>\n<\/ol>\n<p><strong>\u8bc4\u4f30\u4e0e\u7ed3\u679c<\/strong>\uff1a\u8fd9\u4e9b\u65b9\u6cd5\u5728Natural Questions\u548cMSMARCO\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u7ed3\u679c\u663e\u793a\uff0cSAM\u5728\u51cf\u7f13\u9690\u6027\u9057\u5fd8\u65b9\u9762\u8868\u73b0\u4e2d\u7b49\uff0c\u800c\u4f7f\u7528\u751f\u6210\u6027\u8bb0\u5fc6\u5728\u9632\u6b62\u663e\u6027\u9057\u5fd8\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002<\/p>\n<p><strong>\u6301\u7eed\u5b66\u4e60\u7684\u6311\u6218<\/strong>\uff1a\u7531\u4e8e\u5e95\u5c42\u8bed\u6599\u5e93\u7684\u4e0d\u65ad\u53d8\u5316\uff0c\u7b80\u5355\u5730\u4f7f\u7528\u6301\u7eed\u5b66\u4e60\u4f1a\u5bfc\u81f4\u5bf9\u65e7\u6587\u6863\u7684\u707e\u96be\u6027\u9057\u5fd8\uff0c\u8fd9\u662f\u4f20\u7edf\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf\u4e2d\u4e0d\u5b58\u5728\u7684\u95ee\u9898\u3002<\/p>\n<p><a name=\"user-content-003ffa3a\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h4 data-id=\"heading-13\">\u6311\u6218\uff1a\u5c06DSI\u6269\u5c55\u5230\u5927\u578b\u6587\u6863\u96c6\u5408<\/h4>\n<p>\u8fd9\u7bc7\u8bba\u6587: &#8220;How Does Generative Retrieval Scale to Millions of Passages?&#8221;\uff0c\u4e3b\u8981\u7814\u7a76\u4e86\u751f\u6210\u5f0f\u68c0\u7d22\uff08Generative Retrieval\uff09\u5728\u5927\u89c4\u6a21\u6587\u672c\u8bed\u6599\u5e93\uff08\u5982 MS MARCO\uff09\u4e2d\u7684\u53ef\u6269\u5c55\u6027\u3002\n\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Farxiv.org%2Fabs%2F2305.11841\" target=\"_blank\" title=\"https:\/\/arxiv.org\/abs\/2305.11841\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">arxiv.org\/abs\/2305.11\u2026<\/a><\/p>\n<ul>\n<li>\u80cc\u666f\u4e0e\u76ee\u7684: \u751f\u6210\u5f0f\u68c0\u7d22\u662f\u4e00\u79cd\u65b0\u5174\u7684\u68c0\u7d22\u8303\u5f0f\uff0c\u5b83\u4f7f\u7528\u5355\u4e00\u7684\u5e8f\u5217\u5230\u5e8f\u5217\uff08Sequence-to-Sequence\uff09Transformer\u6a21\u578b\u6765\u5b8c\u6210\u68c0\u7d22\u4efb\u52a1\u3002\u5c3d\u7ba1\u5728\u8f83\u5c0f\u7684\u8bed\u6599\u5e93\uff08\u5982 Natural Questions \u548c TriviaQA\uff09\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5176\u5728\u5927\u89c4\u6a21\u8bed\u6599\u5e93\u4e0a\u7684\u6027\u80fd\u5c1a\u672a\u5f97\u5230\u5145\u5206\u8bc4\u4f30\u3002<\/li>\n<li>\u5b9e\u9a8c\u8bbe\u8ba1: \u8bba\u6587\u9996\u6b21\u5bf9 MS MARCO \u8bed\u6599\u5e93\uff08\u5305\u542b 8.8M \u7bc7\u6587\u7ae0\uff09\u8fdb\u884c\u4e86\u5168\u9762\u7684\u751f\u6210\u5f0f\u68c0\u7d22\u5b9e\u9a8c\u3002\u5b9e\u9a8c\u4e3b\u8981\u96c6\u4e2d\u5728\u8bc4\u4f30\u7531 Tay et al. (2022), Zhuang et al. (2022b), \u548c Wang et al. (2022) \u63d0\u51fa\u7684\u5404\u79cd\u6280\u672f\u3002<\/li>\n<li>\u5b9e\u9a8c\u7ed3\u679c: \u5728\u8f83\u5c0f\u89c4\u6a21\u7684 Natural Questions \u548c TriviaQA \u4e0a\uff0c\u8bba\u6587\u5c55\u793a\u4e86\u751f\u6210\u5f0f\u548c\u975e\u751f\u6210\u5f0f\u68c0\u7d22\u7684\u6700\u65b0\u7ed3\u679c\uff0c\u800c\u65e0\u9700\u4f7f\u7528\u8bb8\u591a\u5148\u524d\u63d0\u51fa\u7684\u65b9\u6cd5\u3002<\/li>\n<li>\u672a\u6765\u65b9\u5411: \u8bba\u6587\u63d0\u51fa\u4e86\u51e0\u4e2a\u5f00\u653e\u6027\u95ee\u9898\uff0c\u5305\u62ec\u5982\u4f55\u5408\u7406\u5730\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u548c\u6a21\u578b\u53c2\u6570\u7684\u6269\u5c55\u6027\uff0c\u4ee5\u53ca\u5982\u4f55\u8bbe\u8ba1\u80fd\u591f\u5728\u8ba1\u7b97\u6743\u8861\u65b9\u9762\u8fdb\u884c\u63d2\u503c\u7684\u67b6\u6784\u3002<\/li>\n<\/ul>\n<p><a name=\"user-content-48044b04\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h3 data-id=\"heading-14\">\u95ed\u73af\u751f\u6210\u5f0f\u95ee\u7b54\u7cfb\u7edf\u67b6\u6784<\/h3>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/bbe76167b510b75df8f7c1c6c442395c.png\" alt=\"image.png\" \/><\/figure>\n\n\u4e0a\u56fe\u5c55\u793a\u4e86\u4e00\u79cd\u95ed\u73af\u751f\u6210\u5f0f\u95ee\u7b54\u7cfb\u7edf\uff08Closed-Book Generative Question-Answering Systems\uff09\u7684\u67b6\u6784\u3002\u5728\u8fd9\u79cd\u7cfb\u7edf\u4e2d\uff0c\u8bed\u8a00\u6a21\u578b\u662f\u552f\u4e00\u7684\u77e5\u8bc6\u5b58\u50a8\u5e93\u3002\u8fd9\u4e2a\u6a21\u578b\u7531\u4e00\u4e2a\u79bb\u7ebf\u7ec4\u4ef6\u8fdb\u884c\u66f4\u65b0\u548c\u8bad\u7ec3\uff0c\u7136\u540e\u7531\u4e00\u4e2a\u5728\u7ebf\u7ec4\u4ef6\u7528\u4e8e\u5b9e\u9645\u7684\u95ee\u9898\u751f\u6210\u548c\u56de\u7b54<\/p>\n<p>\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u5b9e\u9645\u4e0a\u8fd8\u6ca1\u6709\u7528DSI\u8fdb\u884c\u751f\u6210\uff0c\u6240\u4ee5\u5c31DSI\u800c\u8a00\uff0c\u8fd9\u4ecd\u7136\u662f\u201c\u672a\u6765\u5de5\u4f5c\u201d<\/p>\n<p><a name=\"user-content-cb211892\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-15\">\u65b9\u6848B\uff1a\u5f00\u653e\u5f0f\u751f\u6210\u95ee\u7b54<\/h2>\n<p><a name=\"user-content-4e50283e\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h3 data-id=\"heading-16\">REALM\uff08Retrieval-Enhanced Language Model\uff09<\/h3>\n<ul>\n<li>\u975e\u751f\u6210\u5f0f\u524d\u9a71\uff1aREALM\uff08\u68c0\u7d22\u589e\u5f3a\u8bed\u8a00\u6a21\u578b\uff09<\/li>\n<li>\u7ed9\u5b9a\u4e00\u4e2a\u95ee\u9898\uff0c\u4f7f\u7528\u5916\u90e8\u5b58\u50a8\u5668\uff08&#8221;\u77e5\u8bc6\u68c0\u7d22\u5668&#8221;\uff0cBERT &amp; ScaNN\uff09\u6765\u68c0\u7d22\u4e00\u7ec4\u53ef\u80fd\u76f8\u5173\u7684\u6587\u6863\uff0c\u5e76\u4ece\u95ee\u9898\u548c\u6587\u6863\u4e2d\u63d0\u53d6\u7b54\u6848\uff08&#8221;\u77e5\u8bc6\u589e\u5f3a\u7f16\u7801\u5668&#8221;\uff0c\u4f7f\u7528 BERT \u8fdb\u884c\u8303\u56f4\u9884\u6d4b\uff09<\/li>\n<li>\u7cfb\u7edf\uff08KR \u548c KAE\uff09\u8fdb\u884c\u7aef\u5230\u7aef\u4f18\u5316<\/li>\n<li>\u5728\u591a\u4e2a\u5f00\u653e\u9886\u57df\u95ee\u9898\u56de\u7b54\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u8fdb\u884c\u8bc4\u4f30<\/li>\n<\/ul>\n<p>\u4e0e\u95ed\u73af\u95ee\u9898\u56de\u7b54\uff08closed-book question answering\uff09\u76f8\u5bf9\u7684\u662f\u5f00\u653e\u5f0f\u95ee\u9898\u56de\u7b54\uff08open-book question answering\uff09\uff0c\u5728\u8fd9\u79cd\u6a21\u5f0f\u4e0b\uff0c\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u5728\u751f\u6210\u4e4b\u524d\u3001\u671f\u95f4\u548c\u4e4b\u540e\u5229\u7528\u5916\u90e8\u5b58\u50a8\u5668\u30022020\u5e74\uff0cGoogle \u7684\u76f8\u5173\u4eba\u5458\u63cf\u8ff0\u4e86\u4e00\u79cd\u540d\u4e3a REALM \u7684\u6b64\u7c7b\u7cfb\u7edf\u7684\u524d\u8eab\u3002REALM \u6267\u884c\u7684\u662f\u62bd\u53d6\u5f0f\u800c\u975e\u751f\u6210\u5f0f\u7684\u95ee\u9898\u56de\u7b54\u3002\u5b83\u6709\u4e24\u4e2a\u7ec4\u4ef6\uff1a\u4e00\u4e2a\u68c0\u7d22\u5668\uff08retriever\uff09\u548c\u4e00\u4e2a\u63d0\u53d6\u5668\uff08extractor\uff09\u3002<\/p>\n<p>\u7ed9\u5b9a\u4e00\u4e2a\u95ee\u9898\uff0cREALM \u4f7f\u7528 BERT \u5c06\u8be5\u95ee\u9898\u6620\u5c04\u5230\u4e00\u4e2a\u5d4c\u5165\uff08embedding\uff09\u3002\u7136\u540e\uff0c\u5b83\u4f7f\u7528 ScaNN \u68c0\u7d22\u4e00\u7ec4\u4e0e\u67e5\u8be2\u76f8\u4f3c\u7684\u6587\u6863\u3002\u63a5\u4e0b\u6765\uff0c\u5b83\u4f7f\u7528\u4e00\u4e2a\u57fa\u4e8e BERT \u7684\u8303\u56f4\u9884\u6d4b\u6a21\u578b\uff08span prediction model\uff09\u6765\u8bc6\u522b\u6bcf\u4e2a\u68c0\u7d22\u5230\u7684\u6587\u6863\u4e2d\u6700\u76f8\u5173\u7684\u6bb5\u843d\uff0c\u5e76\u8fd4\u56de\u6574\u4f53\u4e0a\u6700\u76f8\u5173\u7684\u6bb5\u843d\u3002<\/p>\n<p>\u9700\u8981\u5f3a\u8c03\u7684\u662f\uff0c\u68c0\u7d22\u5668\u548c\u63d0\u53d6\u5668\/\u6392\u540d\u5668\uff08extractor\/ranker\uff09\u90fd\u662f\u53ef\u5fae\u5206\u7684\uff0c\u56e0\u6b64\u53ef\u4ee5\u5171\u540c\u8fdb\u884c\u4f18\u5316\u3002REALM\u5728\u591a\u4e2a\u5f00\u653e\u9886\u57df\u7684QA\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u8868\u73b0\u826f\u597d\u3002<\/p>\n<blockquote>\n<p>\u8fd9\u7bc7\u8bba\u6587\uff1a &#8220;REALM: Retrieval-Augmented Language Model Pre-Training&#8221;\uff0c\u4e3b\u8981\u63a2\u8ba8\u4e86\u4e00\u79cd\u540d\u4e3a REALM\uff08Retrieval-Augmented Language Model\uff09\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u3002\n\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdl.acm.org%2Fdoi%2Fpdf%2F10.5555%2F3524938.3525306\" target=\"_blank\" title=\"https:\/\/dl.acm.org\/doi\/pdf\/10.5555\/3524938.3525306\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">dl.acm.org\/doi\/pdf\/10.\u2026<\/a><\/p>\n<p>\u8bba\u6587\u4e3b\u8981\u89c2\u70b9\uff1a<\/p>\n<ol>\n<li>\u5e8f\u5217\u5230\u5e8f\u5217\u6a21\u578b\u4e0e\u6ce8\u610f\u529b\u673a\u5236: \u8bba\u6587\u63d0\u5230\uff0c\u5728\u5e26\u6709\u6ce8\u610f\u529b\u673a\u5236\u7684\u5e8f\u5217\u5230\u5e8f\u5217\u6a21\u578b\u4e2d\uff0c\u6587\u672c\u662f\u901a\u8fc7\u9009\u62e9\u76f8\u5173\u6807\u8bb0\uff08tokens\uff09\u6765\u751f\u6210\u7684\u3002\u8fd9\u4ea7\u751f\u4e86\u4e00\u7ec4\u76ee\u6807\u548c\u6e90\u6807\u8bb0\u4e4b\u95f4\u7684\u65e0\u76d1\u7763\u5bf9\u9f50\u3002<\/li>\n<li>\u68c0\u7d22\u4e0e\u7f16\u8f91: \u4e3a\u4e86\u66f4\u597d\u5730\u89e3\u91ca\u8f93\u5165\u6587\u672c\u4e2d\u7684\u53d8\u5316\u5e76\u5b9e\u73b0\u53ef\u63a7\u5236\u7684\u751f\u6210\uff0c\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u68c0\u7d22\u4e0e\u7f16\u8f91\uff08Retrieve-and-Edit\uff09\u7684\u6846\u67b6\u3002REALM \u6a21\u578b\u81ea\u4e3b\u5b66\u4e60\u54ea\u4e9b\u6587\u672c\u5bf9\u4e8e\u964d\u4f4e\u56f0\u60d1\u5ea6\uff08perplexity\uff09\u6700\u6709\u7528\u3002<\/li>\n<li>\u53ef\u6269\u5c55\u7684\u57fa\u7840\u795e\u7ecf\u8bb0\u5fc6: \u8bba\u6587\u63d0\u5230\uff0c\u6587\u6863\u7d22\u5f15\u53ef\u4ee5\u88ab\u89c6\u4e3a\u4e00\u79cd\u8bb0\u5fc6\uff0c\u5176\u4e2d\u952e\u662f\u6587\u6863\u5d4c\u5165\u3002\u8fd9\u4e0e\u8bf8\u5982\u4ea7\u54c1\u952e\u8bb0\u5fc6\uff08Product Key Memory\uff09\u8fd9\u6837\u7684\u5de5\u4f5c\u6709\u5171\u540c\u7684\u52a8\u673a\u3002<\/li>\n<li>\u65e0\u76d1\u7763\u8bed\u6599\u5bf9\u9f50: \u8bba\u6587\u63d0\u51fa\uff0cREALM \u4e5f\u901a\u8fc7\u9009\u62e9\u76f8\u5173\u7684\u6587\u6863\u6765\u751f\u6210\u6587\u672c\u3002\u8fd9\u4f5c\u4e3a\u4e00\u79cd\u526f\u4ea7\u54c1\uff0c\u63d0\u4f9b\u4e86\u9884\u8bad\u7ec3\u8bed\u6599\u548c\u77e5\u8bc6\u8bed\u6599\u4e4b\u95f4\u6587\u672c\u7684\u65e0\u76d1\u7763\u5bf9\u9f50\u3002<\/li>\n<li>\u9884\u8bad\u7ec3\u548c\u5fae\u8c03: REALM \u5728\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u9636\u6bb5\u91c7\u7528\u4e86\u4e00\u79cd\u68c0\u7d22-\u7136\u540e-\u9884\u6d4b\u7684\u751f\u6210\u8fc7\u7a0b\u3002\u9884\u8bad\u7ec3\u4efb\u52a1\u662f\u63a9\u7801\u8bed\u8a00\u5efa\u6a21\uff08Masked Language Modeling\uff09\uff0c\u800c\u5fae\u8c03\u4efb\u52a1\u662f\u5f00\u653e\u5f0f\u95ee\u7b54\uff08Open-QA\uff09\u3002<\/li>\n<\/ol>\n<\/blockquote>\n<blockquote>\n<p>\u8bba\u6587\u5bf9\u672a\u6765\u5de5\u4f5c\u6301\u4e50\u89c2\u6001\u5ea6\uff0c\u7279\u522b\u662f\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n<ol>\n<li>\u7ed3\u6784\u5316\u77e5\u8bc6\u7684\u6cdb\u5316\u3002<\/li>\n<li>\u591a\u8bed\u8a00\u8bbe\u7f6e\uff0c\u4f8b\u5982\uff0c\u4f7f\u7528\u9ad8\u8d44\u6e90\u8bed\u8a00\u6765\u66f4\u597d\u5730\u8868\u793a\u4f4e\u8d44\u6e90\u8bed\u8a00\u3002<\/li>\n<li>\u591a\u6a21\u6001\u8bbe\u7f6e\uff0c\u4f8b\u5982\uff0c\u68c0\u7d22\u53ef\u4ee5\u63d0\u4f9b\u6587\u672c\u4e2d\u5f88\u5c11\u89c2\u5bdf\u5230\u7684\u77e5\u8bc6\u7684\u56fe\u50cf\u6216\u89c6\u9891\u3002<\/li>\n<\/ol>\n<\/blockquote>\n<p><a name=\"user-content-d355da03\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h3 data-id=\"heading-17\">FAIR\uff08Facebook AI Research\uff09<\/h3>\n<ul>\n<li>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09<\/li>\n<li>\u4e24\u4e2a\u7ec4\u4ef6\uff1a\u68c0\u7d22\u5668\uff08\u7c7b\u4f3c\u4e8eREALM\uff09\u548c\u751f\u6210\u5668\uff08\u7c7b\u4f3c\u4e8eREALM\u7684\u63d0\u53d6\u5668\uff09\u3002\u4e0eREALM\u4e00\u6837\uff0c\u8fd9\u4e24\u4e2a\u7ec4\u4ef6\u662f\u5171\u540c\u5b66\u4e60\u7684\u3002<\/li>\n<li>\u68c0\u7d22\u5668\uff1a\u4f7f\u7528BERT\u548cFAISS\uff08DPR\u7cfb\u7edf\uff09\u8fdb\u884c\u6bb5\u843d\uff08\u800c\u975e\u6587\u6863\uff09\u68c0\u7d22\u3002<\/li>\n<li>\u751f\u6210\u5668\uff1aBART\uff08Facebook\u7684\u7f16\u7801\u5668-\u89e3\u7801\u5668\u8bed\u8a00\u6a21\u578b\uff09<\/li>\n<li>\u5bf9\u6bcf\u4e00\u5bf9\u95ee\u9898-\u6bb5\u843d\u8fdb\u884c\u5355\u72ec\u7684\u751f\u6210\uff0c\u4ea7\u751f\u4e00\u7ec4\u7b54\u6848\uff08\u201c\u5047\u8bbe\u201d\uff09\uff1b\u8fd4\u56de\u6700\u53ef\u80fd\u7684\u7b54\u6848\u3002<\/li>\n<\/ul>\n<p>\u53d7\u5230REALM\u7684\u542f\u53d1\uff0cFAIR\uff08Facebook AI Research\uff09\u7684\u4e00\u4e2a\u56e2\u961f\u6784\u5efa\u5e76\u6d4b\u8bd5\u4e86\u4e00\u4e2a\u751f\u6210\u5f0f\u7684\u7b49\u4ef7\u7269\uff0c\u4ed6\u4eec\u79f0\u4e4b\u4e3a\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval Augmented Generation\uff09\uff0c\u7b80\u79f0RAG\u3002RAG\u548cREALM\u4e00\u6837\u90fd\u6709\u4e00\u4e2a\u795e\u7ecf\u68c0\u7d22\u5668\uff08neural retriever\uff09\uff0c\u4f46\u4e0eREALM\u68c0\u7d22\u6574\u4e2a\u6587\u6863\u7136\u540e\u4f5c\u4e3a\u4e00\u4e2a\u5355\u72ec\u6b65\u9aa4\u8fdb\u884c\u6bb5\u843d\u63d0\u53d6\u4e0d\u540c\uff0cRAG\u5728\u7d22\u5f15\u65f6\u8fdb\u884c\u6bb5\u843d\u5206\u5272\uff0c\u5e76\u5728\u67e5\u8be2\u65f6\u8fdb\u884c\u6bb5\u843d\u68c0\u7d22\u3002<\/p>\n<p>\u6bcf\u4e2a\u5019\u9009\u6bb5\u843d\uff08\u8fde\u540c\u67e5\u8be2\uff09\u90fd\u88ab\u9001\u5230\u751f\u6210\u5668\u4e2d\uff0c\u751f\u6210\u7684\u7b54\u6848\u6839\u636e\u5176\u9884\u6d4b\u7684\u76f8\u5173\u6027\u8fdb\u884c\u6392\u5e8f\uff0c\u7136\u540e\u8fd4\u56de\u6700\u53ef\u80fd\u7684\u7b54\u6848\u3002\u540c\u6837\u503c\u5f97\u5f3a\u8c03\u7684\u662f\uff0cRAG\u7684\u6240\u6709\u90e8\u5206\u90fd\u53ef\u4ee5\u5171\u540c\u4f18\u5316\u3002<\/p>\n<blockquote>\n<p>\u53c2\u8003\u8bba\u6587\uff1aRetrieval-Augmented Generation for Knowledge-Intensive NLP Tasks\n\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fproceedings.neurips.cc%2Fpaper%2F2020%2Ffile%2F6b493230205f780e1bc26945df7481e5-Paper.pdf\" target=\"_blank\" title=\"https:\/\/proceedings.neurips.cc\/paper\/2020\/file\/6b493230205f780e1bc26945df7481e5-Paper.pdf\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">proceedings.neurips.cc\/paper\/2020\/\u2026<\/a><\/p>\n<\/blockquote>\n<p><a name=\"user-content-RETRO\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h3 data-id=\"heading-18\">RETRO<\/h3>\n<p>RETRO \u7684\u5168\u79f0\u662f &#8220;Retrieval-Enhanced Transformer for Document Retrieval&#8221;\uff0c\u5373\u201c\u7528\u4e8e\u6587\u6863\u68c0\u7d22\u7684\u68c0\u7d22\u589e\u5f3a\u53d8\u6362\u5668\u201d\u3002\u8fd9\u662f\u4e00\u79cd\u4e13\u6ce8\u4e8e\u6587\u6863\u68c0\u7d22\u4efb\u52a1\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6a21\u578b\u3002<\/p>\n<ul>\n<li>RETRO\uff1a\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6a21\u578b<\/li>\n<li>\u5916\u90e8\u5b58\u50a8\u5668\u7684\u5bb9\u91cf\u6bd4REALM\u548cRAG\u59271000\u500d<\/li>\n<li>\u751f\u6210\u5668\u5355\u72ec\u5904\u7406\u95ee\u9898\u548c\u68c0\u7d22\u5230\u7684\u6587\u6863\/\u6bb5\u843d\uff08\u4ea4\u53c9\u6ce8\u610f\u529b\uff09\u3002\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u591a\u6b21\u8fdb\u884c\u68c0\u7d22<\/li>\n<\/ul>\n<p>&#8220;Retrieval-augmented generation&#8221;\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u4f7f\u7528\u5916\u90e8\u8bb0\u5fc6\u6765\u5f15\u5bfc\u751f\u6210\u8fc7\u7a0b\uff0c\u6362\u53e5\u8bdd\u8bf4\uff0c\u5b83\u5229\u7528\u4e86\u53c2\u6570\u5316\u548c\u975e\u53c2\u6570\u5316\u77e5\u8bc6\u3002\u5728REALM\u548cRAG\u4e2d\uff0c\u53c2\u6570\u5316\u548c\u975e\u53c2\u6570\u5316\u77e5\u8bc6\u6ca1\u6709\u8026\u5408 &#8211; \u751f\u6210\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u4e0d\u5229\u7528\u68c0\u7d22\u673a\u5236\u3002DeepMind \u7684\u4eba\u5458\u63a2\u7d22\u4e86\u5c06\u68c0\u7d22\u5f15\u5165\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u53ef\u80fd\u6027\u3002\u5728RETRO\uff08Retrieval-Enhanced Transformer\uff09\u4e2d\uff0c\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u6587\u6863\u88ab\u5206\u5272\u6210\u53e5\u5b50\u7247\u6bb5\uff0c\u5e76\u5b58\u50a8\u5728\u4e00\u4e2a\u67e5\u627e\u8868\u4e2d\uff0c\u5176\u952e\u662f\u5b83\u4eec\u7684BERT\u5d4c\u5165\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4e00\u4e2a\u53e5\u5b50\u7247\u6bb5\u901a\u8fc7\u5d4c\u5165\u7a7a\u95f4\u4e2d\u7684\u76f8\u90bb\u53e5\u5b50\u7247\u6bb5\u8fdb\u884c\u589e\u5f3a\u3002\u5728\u68c0\u7d22\u8fc7\u7a0b\u4e2d\uff0cRETRO\u4f7f\u7528\u4e00\u4e2a\u5916\u90e8\u5b58\u50a8\u5668\uff0c\u5176\u6570\u636e\u91cf\u5927\u7ea6\u6bd4\u8bad\u7ec3\u4e2d\u4f7f\u7528\u7684\u6570\u636e\u91cf\u591a\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002\u5b83\u4ee5\u5206\u5757\u65b9\u5f0f\u751f\u6210\u54cd\u5e94\uff0c\u4ece\u63d0\u793a\u5f00\u59cb\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u5757\uff0c\u5b83\u4ece\u5916\u90e8\u5b58\u50a8\u5668\u4e2d\u68c0\u7d22\u76f8\u90bb\u7684\u53e5\u5b50\u7247\u6bb5\u4ee5\u589e\u5f3a\u8f93\u5165\uff0c\u751f\u6210\u4e00\u4e2a\u54cd\u5e94\u5757\uff0c\u7136\u540e\u8fed\u4ee3\u3002<\/p>\n<blockquote>\n<p>\u53c2\u8003\u8bba\u6587\uff1aImproving language models by retrieving from trillions of tokens\n\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fbrowse.arxiv.org%2Fpdf%2F2112.04426.pdf\" target=\"_blank\" title=\"https:\/\/browse.arxiv.org\/pdf\/2112.04426.pdf\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">browse.arxiv.org\/pdf\/2112.04\u2026<\/a><\/p>\n<\/blockquote>\n<p><a name=\"user-content-de47484c\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h3 data-id=\"heading-19\">\u68c0\u7d22\u589e\u5f3a\u578bGQA\u7cfb\u7edf\u7684\u67b6\u6784<\/h3>\n<p>REALM\u548cRAG\u90fd\u4f7f\u7528\u4e86\u8bed\u4e49\u7d22\u5f15\u4f5c\u4e3a\u5b83\u4eec\u7684\u68c0\u7d22\u7ec4\u4ef6\u3002\u8fd9\u6837\u505a\u7684\u4f18\u70b9\u662f\u53ef\u4ee5\u5171\u540c\u4f18\u5316\u68c0\u7d22\u3001\u7b54\u6848\u63d0\u53d6\u6216\u751f\u6210\uff0c\u4f46\u76ee\u524d\u5c1a\u4e0d\u80fd\u6269\u5c55\u5230\u5343\u4ebf\u7ea7\u6587\u6863\u7684\u8bed\u5883\u3002\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u589e\u52a0\u4e00\u4e2a\u8bcd\u6c47\u68c0\u7d22\u7ec4\u4ef6\u6765\u589e\u5f3a\u8bed\u4e49\u68c0\u7d22\uff0c\u4ece\u800c\u83b7\u5f97\u6df7\u5408\u68c0\u7d22\u5668\uff0c\u540c\u65f6\u6211\u4eec\u4ecd\u7136\u53ef\u4ee5\u4e0e\u751f\u6210\u6a21\u578b\u5171\u540c\u4f18\u5316\u8bed\u4e49\u68c0\u7d22\u6a21\u578b\u548c\u7ed3\u679c\u878d\u5408\u6a21\u578b\u3002\u4ee5\u4e0b\u662f\u8fd9\u79cd\u7cfb\u7edf\u7684\u9ad8\u7ea7\u793a\u610f\u56fe\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/7c64476add1a3206511827ed6898a0ab.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p><a name=\"user-content-108829e3\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h3 data-id=\"heading-20\">\u8d85\u8d8a\u8bb0\u5fc6\u7684\u77e5\u8bc6<\/h3>\n<ul>\n<li>\u8bed\u8a00\u6a21\u578b\u64c5\u957f\u8bb0\u5fc6\uff0c\u4f46\u4e0d\u64c5\u957f\u7b97\u672f<\/li>\n<li>\u601d\u8def\uff1a\u6559\u4f1a\u8bed\u8a00\u6a21\u578b\u8c03\u7528\u8ba1\u7b97\u5668 &#8211; \u63d0\u53d6\u64cd\u4f5c\u6570\uff08\u4f8b\u5982\uff0c\u4ece\u68c0\u7d22\u5230\u7684\u6587\u6863\u4e2d\u63d0\u53d6\uff09\u5e76\u9009\u62e9\u8fd0\u7b97\u7b26<\/li>\n<li>\u5728DROP\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bc4\u4f30\uff08\u4e0eCoQa\u8054\u5408\u8bad\u7ec3\uff09\uff1a\u76f8\u5bf9\u4e8e\u5148\u524d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\uff0c\u670950%\u7684\u76f8\u5bf9\u6539\u8fdb\u3002<\/li>\n<\/ul>\n<p>\u8bed\u8a00\u6a21\u578b\u64c5\u957f\u8bb0\u5fc6\u4fe1\u606f\uff0c\u4f46\u4e0d\u80fd\u8fdb\u884c\u6211\u4eec\u6240\u8c13\u7684\u7b97\u6cd5\u63a8\u7406\uff0c\u4f8b\u5982\u5b66\u4e60\u957f\u9664\u6cd5\u7b97\u6cd5\u5e76\u5728\u63a8\u65ad\u65f6\u6267\u884c\u5b83\u3002\n\u56e0\u6b64\uff0c\u5b83\u4eec\u5728\u8fdb\u884c\u7b97\u672f\u63a8\u7406\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\uff0c\u6bd4\u5982\u4ece\u6cd5\u56fd\u7684\u4eba\u53e3\u4e2d\u51cf\u53bb\u5df4\u9ece\u7684\u4eba\u53e3\u4ee5\u56de\u7b54\u95ee\u9898\u201c\u6709\u591a\u5c11\u6cd5\u56fd\u5c45\u6c11\u4e0d\u4f4f\u5728\u5df4\u9ece\uff1f\u201d\u3002\n\u8c37\u6b4c\u7684\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u4e2a\u60f3\u6cd5\uff0c\u5373\u6559\u5bfc\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u4f7f\u7528\u5916\u90e8\u5de5\u5177\uff0c\u6bd4\u5982\u8ba1\u7b97\u5668\u3002\u57fa\u672c\u601d\u8def\u662f\u6559\u5bfc\u6a21\u578b\u4ece\u63d0\u793a\u4e2d\u63d0\u53d6\u6570\u503c\u91cf &#8211; \u5373\u64cd\u4f5c\u6570\uff0c\u5e76\u8bad\u7ec3\u6a21\u578b\u8c03\u7528\u6b63\u786e\u7684\u8fd0\u7b97\u7b26\u3002\u8fd9\u4e00\u65b9\u6cd5\u5728\u201cDiscrete Reasoning Over Passages\u201d\uff08DROP\uff09\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u76f8\u5bf9\u4e8e\u5148\u524d\u7684\u6700\u5148\u8fdb\u65b9\u6cd5\uff0c\u53d6\u5f97\u4e8650%\u7684\u6539\u8fdb\uff0c\u800cDROP\u4efb\u52a1\u662f\u4e00\u4e2a\u9700\u8981\u8fdb\u884c\u7b97\u672f\u63a8\u7406\u7684\u9605\u8bfb\u7406\u89e3\u4efb\u52a1\u3002<\/p>\n<blockquote>\n<p>\u53c2\u8003\u8bba\u6587\uff1aGiving BERT a Calculator: Finding Operations and Arguments with Reading Comprehension\n\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Faclanthology.org%2FD19-1609.pdf\" target=\"_blank\" title=\"https:\/\/aclanthology.org\/D19-1609.pdf\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">aclanthology.org\/D19-1609.pd\u2026<\/a><\/p>\n<\/blockquote>\n<p><a name=\"user-content-59c8f83c\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h3 data-id=\"heading-21\">\u6cdb\u5316\uff1a\u5de5\u5177\u589e\u5f3a\u7684\u751f\u6210<\/h3>\n<ul>\n<li>\u8ba1\u7b97\u5668\u662f\u201c\u5de5\u5177\u201d\u7684\u4e00\u4e2a\u5b9e\u4f8b\uff0c\u5b83\u662f\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5229\u7528\u7684\u4e0d\u53ef\u5fae\u5206\u5b50\u7cfb\u7edf\uff08\u53e6\u4e00\u4e2a\u793a\u4f8b\u662f\u8bcd\u6c47\u68c0\u7d22\u7cfb\u7edf\uff09<\/li>\n<li>\u5b66\u4f1a\u5c06\u95ee\u9898 x \u7ffb\u8bd1\u6210\u5de5\u5177\u8c03\u7528 t\uff0c\u5c06\u5de5\u5177\u7ed3\u679c r \u7ffb\u8bd1\u6210\u7b54\u6848 y<\/li>\n<li>\u8fed\u4ee3\u81ea\u6211\u5bf9\u5f08\uff1a\u5728\u5c11\u91cf\uff08x,t,r,y\uff09\u5143\u7ec4\u7528\u4e8e\u5f15\u5bfc\u542f\u52a8\u548c\u5927\u91cf\uff08x,y\uff09\u5bf9\u7684\u60c5\u51b5\u4e0b\uff0c\u5b66\u4e60\u4e24\u4e2a\u6587\u672c\u5230\u6587\u672c\u7684\u6620\u5c04\u5173\u7cfb<\/li>\n<li>\u53ef\u7528\u4e8e\u4e0e\u63a8\u7406\u5f15\u64ce\uff08\u4f8b\u5982 Wolfram Alpha\uff09\u8fdb\u884c\u63a5\u53e3\u4ea4\u4e92<\/li>\n<\/ul>\n<p>\u8c37\u6b4c\u7684\u53e6\u4e00\u7ec4\u4eba\u5458\u6982\u62ec\u4e86\u4e4b\u524d\u5de5\u4f5c\u7684\u6838\u5fc3\u601d\u60f3\uff1a\u6559\u5bfc\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u4f7f\u7528\u9ed1\u5323\u5b50\u5de5\u5177<\/p>\n<p>\u5728\u8fd9\u4e2a\u80cc\u666f\u4e0b\uff0c\u5de5\u5177\u662f\u6307\u4e00\u4e2a\u975e\u53ef\u5fae\u5206\u7684\u5b50\u7cfb\u7edf\uff0c\u5b83\u63a5\u53d7\u8f93\u5165\u5e76\u4ea7\u751f\u8f93\u51fa\u3002\u793a\u4f8b\u5305\u62ec\u7b26\u53f7\u63a8\u7406\u7cfb\u7edf\uff0c\u5982Macsyma\u6216Mathematica\uff0c\u6216\u9ed1\u5323\u5b50\u68c0\u7d22\u7cfb\u7edf\uff0c\u5982SABRE\u822a\u73ed\u9884\u8ba2\u7cfb\u7edf\u3002<\/p>\n<p>\u4e00\u4e2a\u6838\u5fc3\u5047\u8bbe\u662f\u5de5\u5177\u5177\u6709\u6709\u9650\u4e14\u53ef\u7ba1\u7406\u7684\u4e00\u7ec4\u64cd\u4f5c\uff0c\u53ef\u4ee5\u901a\u8fc7\u86ee\u529b\u65b9\u6cd5\u8fdb\u884c\u63a2\u7d22\u3002\u5b66\u4e60\u4efb\u52a1\u662f\u5c06\u95ee\u9898\u6620\u5c04\u5230\u5de5\u5177\u8f93\u5165\uff0c\u5c06\u5de5\u5177\u8f93\u51fa\u6620\u5c04\u5230\u7b54\u6848\u3002\u8fd9\u662f\u901a\u8fc7\u5728\u4e00\u5c0f\u90e8\u5206\uff08\u95ee\u9898\uff0c\u5de5\u5177\u8f93\u5165\uff0c\u5de5\u5177\u8f93\u51fa\uff0c\u7b54\u6848\uff09\u793a\u4f8b\u6570\u636e\u96c6\u4e0a\u5f15\u5bfc\u7cfb\u7edf\u542f\u52a8\uff0c\u7136\u540e\u5728\u4e00\u4e2a\u66f4\u5927\u7684\uff08\u95ee\u9898\uff0c\u7b54\u6848\uff09\u5bf9\u6570\u636e\u96c6\u4e0a\u7ee7\u7eed\u8bad\u7ec3\u6765\u5b8c\u6210\u7684\uff0c\u7cfb\u7edf\u5c06\u901a\u8fc7\u8fed\u4ee3\u81ea\u6211\u5bf9\u5f08\u53d1\u73b0\u9002\u5f53\u7684\u8f93\u5165\u548c\u8f93\u51fa\u6620\u5c04\uff0c\u8fd9\u662f\u5f3a\u5316\u5b66\u4e60\u7684\u4e00\u79cd\u65b9\u6cd5\u3002<\/p>\n<blockquote>\n<p>\u53c2\u8003\u8bba\u6587\uff1aTALM: Tool Augmented Language Models\n\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fbrowse.arxiv.org%2Fpdf%2F2205.12255.pdf\" target=\"_blank\" title=\"https:\/\/browse.arxiv.org\/pdf\/2205.12255.pdf\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">browse.arxiv.org\/pdf\/2205.12\u2026<\/a><\/p>\n<\/blockquote>\n<p><a name=\"user-content-3b1c2487\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h4 data-id=\"heading-22\">\u5173\u4e8e\u589e\u5f3a\u8bed\u8a00\u6a21\u578b\u7684\u8fdb\u4e00\u6b65\u9605\u8bfb<\/h4>\n<p>\u6700\u8fd1\u7531Meta\u7684\u7814\u7a76\u4eba\u5458\u53d1\u8868\u7684\u975e\u5e38\u5168\u9762\u7684\u8c03\u67e5\u3002\u4ece\u8fd9\u7bc7\u6587\u7ae0\u4e2d\u5f97\u51fa\u7684\u4e3b\u8981\u7ed3\u8bba\u662f\uff0c\u8bed\u8a00\u6a21\u578b\u662f\u65b0\u7684\u201c\u4e2d\u95f4\u4ef6\u201d\u2014\u2014\u5b83\u4eec\u5141\u8bb8\u77e5\u8bc6\u7cfb\u7edf\u4e2d\u7684\u5404\u4e2a\u7ec4\u4ef6\u8fdb\u884c\u4e92\u64cd\u4f5c\uff0c\u5b83\u4eec\u662f\u5c06\u4e00\u5207\u7c98\u5728\u4e00\u8d77\u7684\u80f6\u6c34\u3002<\/p>\n<blockquote>\n<p>\u53c2\u8003\u8bba\u6587\uff1aAugmented Language Models: a Survey\n\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Farxiv.org%2Fabs%2F2302.07842\" target=\"_blank\" title=\"https:\/\/arxiv.org\/abs\/2302.07842\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">arxiv.org\/abs\/2302.07\u2026<\/a><\/p>\n<\/blockquote>\n<p><a name=\"user-content-3659e99c\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-23\">\u5173\u952e\u6311\u6218<\/h2>\n<p><a name=\"user-content-54723ca3\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h3 data-id=\"heading-24\">\u7b54\u6848\u7684\u5fe0\u5b9e\u6027<\/h3>\n<p>\u5728\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u751f\u6210\u5f0f\u95ee\u7b54\u7cfb\u7edf\u5e94\u8be5\u63d0\u4f9b\u771f\u5b9e\u7684\u7b54\u6848\u3002\u4f46\u201c\u771f\u5b9e\u201d\u662f\u4e00\u4e2a\u96be\u4ee5\u51c6\u786e\u5b9a\u4e49\u7684\u6982\u5ff5\uff0c\u56e0\u6b64\u6211\u4eec\u53ef\u4ee5\u5c06\u76ee\u6807\u8bbe\u5b9a\u4e3a\u7cfb\u7edf\u8981\u201c\u5fe0\u5b9e\u201d\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u7684\u7b54\u6848\u5e94\u8be5\u5efa\u7acb\u5728\u4ece\u8bed\u6599\u5e93\u4e2d\u68c0\u7d22\u5230\u7684\u53ef\u4fe1\u8bc1\u636e\u4e4b\u4e0a\uff0c\u6700\u597d\u8fd9\u4e9b\u8bc1\u636e\u6765\u81ea\u53ef\u4fe1\u7684\u4fe1\u606f\u6e90\u3002<\/p>\n<p>\u5728\u8fd9\u7bc7\u540d\u4e3a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Faclanthology.org%2F2021.acl-long.58%2F\" target=\"_blank\" title=\"https:\/\/aclanthology.org\/2021.acl-long.58\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u300aIncreasing Faithfulness in Knowledge-Grounded Dialogue with Controllable Features\u300b<\/a>\u7684\u8bba\u6587\u4e2d\uff0c\u63d0\u51fa\u4e86\u77e5\u8bc6\u9a71\u52a8\u5bf9\u8bdd\u7684\u6982\u5ff5\uff0c\u5e76\u660e\u786e\u4e86\u4e09\u4e2a\u671f\u671b\uff1a<\/p>\n<ol>\n<li>\u751f\u6210\u7684\u7b54\u6848\u5e94\u8be5\u4ee5\u5ba2\u89c2\u7684\u65b9\u5f0f\u5448\u73b0\uff0c\u4e0d\u6d89\u53ca\u4e2a\u4eba\u8da3\u4e8b\u6216\u60c5\u611f\u3002<\/li>\n<li>\u751f\u6210\u7684\u7b54\u6848\u5e94\u8be5\u4e0e\u6f5c\u5728\u7684\u8bc1\u636e\u5177\u6709\u9ad8\u5ea6\u7684\u8bcd\u6c47\u76f8\u4f3c\u6027\uff0c\u4ee5\u786e\u4fdd\u4e0e\u652f\u6301\u4fe1\u606f\u4e00\u81f4\u3002<\/li>\n<li>\u751f\u6210\u7684\u7b54\u6848\u5e94\u8be5\u5728\u8bed\u4e49\u4e0a\u4e0e\u8bc1\u636e\u76f8\u7b26\uff0c\u4ee5\u4fdd\u8bc1\u7b54\u6848\u4e0e\u652f\u6301\u6587\u672c\u7684\u610f\u4e49\u4e00\u81f4\u3002<\/li>\n<\/ol>\n<p>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e9b\u671f\u671b\uff0c\u7814\u7a76\u4eba\u5458\u5bf9\u4e24\u4e2a\u9884\u5148\u8bad\u7ec3\u7684\u5e8f\u5217\u5230\u5e8f\u5217\u6a21\u578b\uff08GPT-2\u548cT5\uff09\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u671f\u671b\u5f15\u5165\u4e86\u63a7\u5236\u6807\u8bb0\uff0c\u4ee5\u6307\u5bfc\u6a21\u578b\u7684\u884c\u4e3a\u3002\u5728\u751f\u6210\u7b54\u6848\u65f6\uff0c\u4ed6\u4eec\u5c06\u6240\u9700\u7684\u884c\u4e3a\u63a7\u5236\u6807\u8bb0\u6dfb\u52a0\u5230\u63d0\u793a\u4e2d\uff0c\u4ee5\u786e\u4fdd\u751f\u6210\u7684\u7b54\u6848\u7b26\u5408\u671f\u671b\u3002<\/p>\n<p>\u901a\u8fc7\u5bf9\u201cWizard of Wikipedia\u201d\u6570\u636e\u96c6\u8fdb\u884c\u4eba\u5de5\u8bc4\u4f30\uff0c\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u8be5\u7cfb\u7edf\u5728\u5fe0\u5b9e\u6027\u65b9\u9762\u8868\u73b0\u660e\u663e\u4f18\u4e8e\u57fa\u7ebf\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u8fd9\u8868\u793a\u4ed6\u4eec\u7684\u65b9\u6cd5\u5728\u77e5\u8bc6\u9a71\u52a8\u5bf9\u8bdd\u4e2d\u63d0\u9ad8\u4e86\u7b54\u6848\u7684\u53ef\u4fe1\u5ea6\u3002<\/p>\n<p><a name=\"user-content-4cbd9ca0\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h3 data-id=\"heading-25\">\u7b54\u6848\u7684\u5f52\u56e0<\/h3>\n<p>\u5f53\u751f\u6210\u7684\u7b54\u6848\u4e0e\u8bc1\u636e\u4e0d\u7b26\u65f6\uff0c\u8c37\u6b4c\u7684\u7814\u7a76\u4eba\u5458\u5728\u8fd9\u7bc7 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Farxiv.org%2Fabs%2F2210.08726\" target=\"_blank\" title=\"https:\/\/arxiv.org\/abs\/2210.08726\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">arxiv.org\/abs\/2210.08\u2026<\/a> \u8bba\u6587\u4e2d\u4ecb\u7ecd\u4e86\u4e00\u79cd\u540d\u4e3a\u201cRetrofit Attribution using Research and Revision\u201d\uff08RARR\uff09\u7684\u673a\u5236\uff0c\u65e8\u5728\u4e3b\u52a8\u4fee\u6b63\u4e0d\u57fa\u4e8e\u8bc1\u636e\u7684\u751f\u6210\u6587\u672c\u3002\u8fd9\u4e00\u673a\u5236\u5206\u4e3a\u4e09\u4e2a\u5173\u952e\u9636\u6bb5\uff1a<\/p>\n<p><strong>\u7b2c\u4e00\u9636\u6bb5 &#8211; \u7814\u7a76\u9636\u6bb5<\/strong>\uff1a\n\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u4f7f\u7528\u4e00\u4e2a\u540d\u4e3a\u201c\u5168\u9762\u95ee\u9898\u751f\u6210\u201d\uff08Comprehensive Question Generation\uff0c\u7b80\u79f0CQGen\uff09\u7684\u5b50\u7cfb\u7edf\uff0c\u751f\u6210\u4e00\u7ec4\u67e5\u8be2\uff0c\u8fd9\u4e9b\u67e5\u8be2\u6db5\u76d6\u4e86\u7ed9\u5b9a\u751f\u6210\u6587\u672c\u7684\u6240\u6709\u65b9\u9762\u3002\u8fd9\u4e9b\u67e5\u8be2\u65e8\u5728\u5e2e\u52a9\u7cfb\u7edf\u4e86\u89e3\u751f\u6210\u6587\u672c\u7684\u5404\u4e2a\u65b9\u9762\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\u9636\u6bb5 &#8211; \u4fee\u8ba2\u9636\u6bb5<\/strong>\uff1a\n\u5728\u7814\u7a76\u9636\u6bb5\u4e4b\u540e\uff0c\u901a\u8fc7\u4f7f\u7528\u6807\u51c6\u7684\u68c0\u7d22\u7cfb\u7edf\uff08\u5728\u8fd9\u91cc\u662fGoogle\uff09\uff0c\u83b7\u53d6\u54cd\u5e94\u6027\u6587\u6863\u3002\u7136\u540e\uff0c\u4ece\u6bcf\u4e2a\u6587\u6863\u4e2d\u63d0\u53d6\u6700\u76f8\u5173\u7684\u6bb5\u843d\u3002\u8fd9\u4e9b\u6bb5\u843d\u88ab\u7528\u6765\u4e0e\u751f\u6210\u7684\u6587\u672c\u8fdb\u884c\u6bd4\u8f83\uff0c\u68c0\u67e5\u662f\u5426\u5b58\u5728\u4e0d\u4e00\u81f4\u4e4b\u5904\u3002\u5982\u679c\u53d1\u73b0\u751f\u6210\u6587\u672c\u7684\u67d0\u4e9b\u65b9\u9762\u4e0e\u63d0\u53d6\u7684\u6bb5\u843d\u4e0d\u7b26\uff0cRARR\u5c06\u5bf9\u751f\u6210\u6587\u672c\u8fdb\u884c\u7f16\u8f91\uff0c\u76f4\u5230\u4e0d\u5b58\u5728\u4e0d\u4e00\u81f4\u4e4b\u5904\u3002<\/p>\n<p><strong>\u7b2c\u4e09\u9636\u6bb5 &#8211; \u5f52\u56e0\u9636\u6bb5<\/strong>\uff1a\n\u6700\u540e\u4e00\u4e2a\u9636\u6bb5\u662f\u5f52\u56e0\u9636\u6bb5\uff0c\u5176\u4e2dRARR\u4f1a\u6807\u6ce8\u751f\u6210\u6587\u672c\u7684\u90e8\u5206\uff0c\u4ee5\u8868\u660e\u5b83\u4eec\u4e0e\u54ea\u4e9b\u63d0\u53d6\u7684\u6bb5\u843d\u76f8\u5173\u3002<\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0cRARR\u7684\u76ee\u6807\u662f\u901a\u8fc7\u751f\u6210\u95ee\u9898\u3001\u68c0\u7d22\u6587\u6863\u3001\u6bd4\u8f83\u548c\u7f16\u8f91\u751f\u6210\u6587\u672c\uff0c\u4f7f\u751f\u6210\u7684\u7b54\u6848\u4e0e\u652f\u6301\u8bc1\u636e\u76f8\u4e00\u81f4\u3002\u8fd9\u4e00\u673a\u5236\u901a\u8fc7\u4e09\u4e2a\u9636\u6bb5\u7684\u4ea4\u4e92\u6765\u5b9e\u73b0\uff0c\u4ee5\u7ea0\u6b63\u751f\u6210\u6587\u672c\u4e2d\u7684\u4e0d\u4e00\u81f4\u6027\uff0c\u786e\u4fdd\u7b54\u6848\u66f4\u5177\u53ef\u4fe1\u5ea6\u3002\u8fd9\u4e9b\u9636\u6bb5\u4e2d\u7684\u534f\u8bae\u6a21\u578b\u548c\u7f16\u8f91\u6a21\u578b\u90fd\u5229\u7528\u4e86\u4e00\u4e2a\u751f\u6210\u6a21\u578b\uff0c\u88ab\u79f0\u4e3a\u201cPaLM\u201d\u3002\u901a\u8fc7\u8fd9\u4e00\u65b9\u6cd5\uff0c\u8bba\u6587\u4e2d\u4ecb\u7ecd\u4e86\u4e00\u79cd\u63d0\u9ad8\u751f\u6210\u5f0f\u95ee\u7b54\u7cfb\u7edf\u5fe0\u5b9e\u6027\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u6b63\u5982\u6211\u4eec\u5728\u201c\u91cd\u65b0\u601d\u8003\u641c\u7d22\u201d\u4e00\u6587\u4e2d\u6240\u63d0\u51fa\u7684\uff0c\u751f\u6210\u5f0f\u95ee\u7b54\u5e94\u8be5\u662f\u900f\u660e\u7684\u2014\u2014\u7b54\u6848\u5e94\u8be5\u5305\u542b\u5bf9\u652f\u6301\u7b54\u6848\u7684\u6765\u6e90\u7684\u5f15\u7528\u3002<\/p>\n<p>\u5728\u8fd9\u7bc7 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fbrowse.arxiv.org%2Fpdf%2F2212.08037.pdf\" target=\"_blank\" title=\"https:\/\/browse.arxiv.org\/pdf\/2212.08037.pdf\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">browse.arxiv.org\/pdf\/2212.08\u2026<\/a> \u8bba\u6587\u4e2d\uff0c\u8c37\u6b4c\u7684\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u5f52\u56e0\u95ee\u9898\u2014\u2014\u5373\uff0c\u5728\u7ed9\u5b9a\u4e00\u4e2a\u95ee\u9898\u7684\u60c5\u51b5\u4e0b\uff0c\u7cfb\u7edf\u4f1a\u8fd4\u56de\u7b54\u6848\u548c\u5f52\u56e0\uff0c\u5373\u7b54\u6848\u7684\u6765\u6e90\u5f15\u7528\u3002<\/p>\n<p>\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u4f5c\u8005\u9996\u5148\u63d0\u51fa\u4e86\u4e00\u4e2a\u91cd\u8981\u89c2\u70b9\uff0c<strong>\u5373\u751f\u6210\u5f0f\u95ee\u7b54\u5e94\u8be5\u5177\u5907\u900f\u660e\u6027<\/strong>\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u751f\u6210\u7684\u7b54\u6848\u5e94\u8be5\u5305\u542b\u5bf9\u652f\u6301\u7b54\u6848\u7684\u6765\u6e90\u7684\u5f15\u7528\u3002\u8fd9\u4e2a\u89c2\u70b9\u662f\u57fa\u4e8e\u4ed6\u4eec\u5728\u4e4b\u524d\u7684\u6587\u732e\u4e2d\u63d0\u51fa\u7684\uff0c\u5373\u641c\u7d22\u7ed3\u679c\u548c\u7b54\u6848\u7684\u900f\u660e\u6027\u5bf9\u4e8e\u7528\u6237\u7684\u4fe1\u4efb\u548c\u7406\u89e3\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u63a5\u7740\uff0c\u7814\u7a76\u4eba\u5458\u5728\u8bba\u6587\u4e2d\u660e\u786e\u5b9a\u4e49\u4e86\u5f52\u56e0\u95ee\u9898\uff0c\u4e5f\u5c31\u662f\u5728\u7ed9\u5b9a\u4e00\u4e2a\u95ee\u9898\u7684\u60c5\u51b5\u4e0b\uff0c\u7cfb\u7edf\u5e94\u8be5\u8fd4\u56de\u4e24\u4e2a\u91cd\u8981\u5143\u7d20\uff1a\u7b54\u6848\u548c\u7b54\u6848\u7684\u6765\u6e90\u5f15\u7528\uff0c\u4ee5\u4fbf\u7528\u6237\u80fd\u591f\u8ffd\u6eaf\u7b54\u6848\u7684\u6765\u6e90\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u5f52\u56e0\u95ee\u9898\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u8bc4\u4f30\u6846\u67b6\uff0c\u65e8\u5728\u8bc4\u4f30\u751f\u6210\u5f0f\u95ee\u7b54\u7cfb\u7edf\u7684\u6027\u80fd\u3002\u8fd9\u4e2a\u6846\u67b6\u5305\u62ec\u4e24\u4e2a\u5173\u952e\u65b9\u9762\uff1a<\/p>\n<ol>\n<li>\u4eba\u5de5\u8bc4\u4f30\uff1a\u4ed6\u4eec\u5c06\u4eba\u5de5\u8bc4\u4f30\u89c6\u4e3a\u9ec4\u91d1\u6807\u51c6\uff0c\u5373\u901a\u8fc7\u4eba\u5de5\u8bc4\u4ef7\u6765\u786e\u5b9a\u7cfb\u7edf\u7684\u6027\u80fd\u3002\u8fd9\u6d89\u53ca\u5230\u4eba\u7c7b\u8bc4\u4ef7\u5458\u8bc4\u4f30\u751f\u6210\u7684\u7b54\u6848\u662f\u5426\u4e0e\u5176\u6765\u6e90\u76f8\u4e00\u81f4\uff0c\u5e76\u5bf9\u900f\u660e\u6027\u8fdb\u884c\u8bc4\u4f30\u3002<\/li>\n<li>\u81ea\u52a8\u8bc4\u4f30\uff1a\u4e3a\u4e86\u6269\u5c55\u89c4\u6a21\u5e76\u66f4\u5168\u9762\u5730\u8bc4\u4f30\u4e0d\u540c\u7cfb\u7edf\u7684\u6027\u80fd\uff0c\u4ed6\u4eec\u8fd8\u4f7f\u7528\u4e86\u81ea\u52a8\u8bc4\u4f30\u65b9\u6cd5\uff0c\u5176\u4e2d\u5305\u62ec\u4e86\u5728\u4e4b\u524d\u7684\u7814\u7a76\u4e2d\u63d0\u51fa\u7684\u65b9\u6cd5\uff08\u5982RARR\u8bba\u6587\u4e2d\u7684\u65b9\u6cd5\uff09\u3002\u8fd9\u4e9b\u65b9\u6cd5\u7528\u4e8e\u81ea\u52a8\u6bd4\u8f83\u751f\u6210\u7684\u7b54\u6848\u4e0e\u5176\u6765\u6e90\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u3002<\/li>\n<\/ol>\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u4ed6\u4eec\u7684\u6846\u67b6\uff0c\u7814\u7a76\u4eba\u5458\u5bf9\u4e09\u7c7b\u751f\u6210\u5f0f\u95ee\u7b54\u7cfb\u7edf\u8fdb\u884c\u4e86\u8bc4\u4f30\uff1a<\/p>\n<ul>\n<li>&#8220;\u5148\u68c0\u7d22\u518d\u9605\u8bfb&#8221;\uff1a\u8fd9\u7c7b\u7cfb\u7edf\u5305\u62ecRAG\u548cRETRO\uff0c\u5b83\u4eec\u9996\u5148\u6267\u884c\u4fe1\u606f\u68c0\u7d22\uff0c\u7136\u540e\u751f\u6210\u7b54\u6848\u3002<\/li>\n<li>&#8220;\u4e8b\u540e\u68c0\u7d22&#8221;\uff1a\u8fd9\u7c7b\u7cfb\u7edf\u53d7\u5230RARR\u7684\u542f\u53d1\uff0c\u5c1d\u8bd5\u5728\u751f\u6210\u540e\u4fee\u6b63\u4e0d\u4e00\u81f4\u6027\u3002<\/li>\n<li>&#8220;LLM\u4f5c\u4e3a\u68c0\u7d22\u5668&#8221;\uff1a\u8fd9\u7c7b\u7cfb\u7edf\u4f7f\u7528\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff08\u5982DSI\u548cNCI\uff09\u4f5c\u4e3a\u4fe1\u606f\u68c0\u7d22\u5668\u3002<\/li>\n<\/ul>\n<p>\u4ed6\u4eec\u4f7f\u7528\u4e86\u81ea\u7136\u95ee\u9898\u6570\u636e\u96c6\u7684\u90e8\u5206\u5185\u5bb9\u548c\u7ef4\u57fa\u767e\u79d1\u4f5c\u4e3a\u8bed\u6599\u5e93\uff0c\u5e76\u91c7\u7528\u4e86Exact Match\u3001AIS\uff08\u53ef\u5f52\u56e0\u4e8e\u5df2\u8bc6\u522b\u6765\u6e90\uff09\u548cAutoAIS\u7b49\u8bc4\u4f30\u6307\u6807\u3002<\/p>\n<p>\u6700\u7ec8\uff0c\u7814\u7a76\u4eba\u5458\u5f97\u51fa\u7ed3\u8bba\uff0c&#8221;\u5148\u68c0\u7d22\u518d\u9605\u8bfb&#8221;\u7684\u7cfb\u7edf\u8868\u73b0\u6700\u4f73\uff0c\u5373\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u4ecd\u7136\u662f\u751f\u6210\u5f0f\u95ee\u7b54\u7684\u6700\u4f73\u65b9\u6cd5\u3002\u8fd9\u4e2a\u53d1\u73b0\u5bf9\u4e8e\u6307\u5bfc\u751f\u6210\u5f0f\u95ee\u7b54\u7cfb\u7edf\u7684\u53d1\u5c55\u548c\u6539\u8fdb\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n<p><a name=\"user-content-OpenAI\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-26\">OpenAI<\/h2>\n<p>\u4e3b\u8981\u8981\u70b9\uff1a<\/p>\n<ul>\n<li>\u57fa\u4e8e\u7f51\u7edc\u7684\u957f\u7bc7\u95ee\u9898\u56de\u7b54\u7cfb\u7edf<\/li>\n<li>\u91c7\u7528Bing\u641c\u7d22API\u8fdb\u884c\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/li>\n<li>\u4f7f\u7528GPT-3\u4f5c\u4e3a\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b<\/li>\n<li>\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u4e0e\u4eba\u7c7b\u53cd\u9988\uff08RLHF\uff09\u8fdb\u884c\u5fae\u8c03\uff1a\u4eba\u5de5\u7f16\u5199\u7684\u7b54\u6848\uff08&#8221;\u6f14\u793a&#8221;\uff09\u548c\u4eba\u5de5\u4e24\u4e24\u6bd4\u8f83\u8bc4\u4f30\uff08&#8221;\u6bd4\u8f83&#8221;\uff09<\/li>\n<li>\u7b54\u6848\u5e26\u6709\u53c2\u8003\u6765\u6e90\uff08\u5f52\u56e0\uff09<\/li>\n<li>\u9884\u793a\u4e86ChatGPT\uff08\u4f46\u53d7\u5230\u7684\u5173\u6ce8\u8f83\u5c11\uff09<\/li>\n<\/ul>\n<p>\u57282021\u5e7412\u6708\uff0cOpenAI\u53d1\u5e03\u4e86\u4e00\u7bc7\u5173\u4e8eWebGPT\u7684\u8bba\u6587\u3002<\/p>\n<blockquote>\n<p>\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fbrowse.arxiv.org%2Fpdf%2F2112.09332.pdf\" target=\"_blank\" title=\"https:\/\/browse.arxiv.org\/pdf\/2112.09332.pdf\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">browse.arxiv.org\/pdf\/2112.09\u2026<\/a><\/p>\n<\/blockquote>\n<p>WebGPT\u662f\u4e00\u4e2a\u7528\u4e8e\u957f\u7bc7\u95ee\u9898\u56de\u7b54\u7684\u7cfb\u7edf\uff0c\u4f7f\u7528GPT-3\u4f5c\u4e3a\u751f\u6210\u6a21\u578b\uff0c\u5e76\u4f7f\u7528Bing\u7f51\u7edc\u641c\u7d22API\u4f5c\u4e3a\u4fe1\u606f\u68c0\u7d22\u5668\u3002<\/p>\n<p>\u8fd9\u4e2a\u7cfb\u7edf\u7684\u6838\u5fc3\u7ec4\u4ef6\u662fGPT-3\uff0c\u5b83\u662f\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u53caBing\u7f51\u7edc\u641c\u7d22API\uff0c\u7528\u4e8e\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002WebGPT\u7684\u8bbe\u8ba1\u76ee\u6807\u662f\u80fd\u591f\u5728\u7f51\u7edc\u6d4f\u89c8\u73af\u5883\u4e2d\u63d0\u4f9b\u957f\u7bc7\u95ee\u9898\u7684\u7b54\u6848\uff0c\u5e76\u4e14\u53ef\u4ee5\u5145\u5f53\u7528\u6237\u5728\u7f51\u7edc\u4e0a\u641c\u7d22\u4fe1\u606f\u65f6\u7684\u4f34\u4fa3\u3002<\/p>\n<p>WebGPT\u7684\u8bad\u7ec3\u8fc7\u7a0b\u5305\u62ec\u4e24\u4e2a\u5173\u952e\u65b9\u9762\uff1a\u6f14\u793a\u548c\u5bf9\u6bd4\u3002<\/p>\n<p>\u5728\u6f14\u793a\u65b9\u9762\uff0c\u4ed8\u8d39\u5de5\u4f5c\u8005\u4f1a\u63a5\u6536\u4e00\u4e2a\u95ee\u9898\uff0c\u5e76\u88ab\u8981\u6c42\u4f7f\u7528\u7f51\u7edc\u641c\u7d22\u6765\u627e\u5230\u6f5c\u5728\u7684\u7b54\u6848\uff0c\u7136\u540e\u7f16\u5199\u7b54\u6848\u3002\u8fd9\u4e9b\u641c\u7d22\u548c\u7b54\u6848\u88ab\u79f0\u4e3a&#8221;\u6f14\u793a&#8221;\uff0c\u5e76\u4e14\u5b83\u4eec\u7528\u4e8e\u8bad\u7ec3WebGPT\uff0c\u4f7f\u5176\u80fd\u591f\u6a21\u4eff\u8fd9\u4e00\u8fc7\u7a0b\u3002<\/p>\n<p>\u5728\u5bf9\u6bd4\u65b9\u9762\uff0cWebGPT\u4f1a\u88ab\u8981\u6c42\u751f\u6210\u4e24\u4e2a\u4e0d\u540c\u7684\u5907\u9009\u7b54\u6848\uff0c\u7136\u540e\u53e6\u4e00\u7ec4\u4ed8\u8d39\u5de5\u4f5c\u8005\u4f1a\u88ab\u8981\u6c42\u6bd4\u8f83\u8fd9\u4e24\u4e2a\u7b54\u6848\u5e76\u9009\u62e9\u66f4\u597d\u7684\u4e00\u4e2a\u3002\u8fd9\u79cd\u5bf9\u6bd4\u8fc7\u7a0b\u63d0\u4f9b\u4e86\u4e0d\u540c\u7c7b\u578b\u7684\u8bad\u7ec3\u6570\u636e\u3002\u7531\u4e8e\u4eba\u7c7b\u66f4\u5bb9\u6613\u8fdb\u884c\u6bd4\u8f83\uff0c\u56e0\u6b64\u53ef\u4ee5\u751f\u6210\u66f4\u591a\u7684\u5bf9\u6bd4\u793a\u4f8b\uff0c\u8fd9\u662f\u8bad\u7ec3\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u65b9\u9762\u3002<\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u88ab\u79f0\u4e3a&#8221;\u5f3a\u5316\u5b66\u4e60\u4e0e\u4eba\u7c7b\u53cd\u9988&#8221;\uff0c\u5b83\u5728\u8bad\u7ec3\u751f\u6210\u5f0f\u95ee\u9898\u56de\u7b54\u7cfb\u7edf\u65b9\u9762\u53d1\u6325\u4e86\u5173\u952e\u4f5c\u7528\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cWebGPT\u5728\u65f6\u95f4\u4e0a\u65e9\u4e8eChatGPT\uff0c\u4f46\u5728\u673a\u5668\u5b66\u4e60\u793e\u533a\u4e4b\u5916\u5e76\u6ca1\u6709\u53d7\u5230\u592a\u591a\u5173\u6ce8\u3002\u8fd9\u4e00\u65b9\u6cd5\u7684\u63a8\u51fa\u4e3a\u89e3\u51b3\u957f\u7bc7\u95ee\u9898\u56de\u7b54\u63d0\u4f9b\u4e86\u6709\u529b\u7684\u5de5\u5177\u548c\u601d\u8def\u3002<\/p>\n<p><a name=\"user-content-d3358bf6\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-27\">Google Research<\/h2>\n<ul>\n<li>\u7528\u4e8e\u5bf9\u8bdd\u5e94\u7528\u7684\u5927\u578b\uff08\u591a\u8fbe1370\u4ebf\u53c2\u6570\uff09\u8bed\u8a00\u6a21\u578b\uff1b\u4ec5\u89e3\u7801\u5668\u67b6\u6784<\/li>\n<li>\u7ecf\u8fc7\u5fae\u8c03\u4ee5\u63d0\u9ad8\u5408\u7406\u6027\u3001\u7279\u5b9a\u6027\u3001\u8da3\u5473\u6027\u3001\u5b89\u5168\u6027\u3001\u4e8b\u5b9e\u6027\u3001\u5de5\u5177\u589e\u5f3a\u4ee5\u53ca\u591a\u8df3\u95ee\u7b54\u80fd\u529b<\/li>\n<li>\u9884\u544a\u4e86 Bard<\/li>\n<\/ul>\n<p>\u8c37\u6b4c\uff08\u5176\u4e2d\u6709\u5927\u91cf\u4eba\u5458\uff09\u53d1\u8868\u4e86\u4e00\u7bc7\u5173\u4e8eLaMDA\u7684\u8bba\u6587\u3002<\/p>\n<blockquote>\n<p>\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fbrowse.arxiv.org%2Fpdf%2F2201.08239.pdf\" target=\"_blank\" title=\"https:\/\/browse.arxiv.org\/pdf\/2201.08239.pdf\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">browse.arxiv.org\/pdf\/2201.08\u2026<\/a><\/p>\n<\/blockquote>\n<p>LaMDA \u8fd9\u662f\u4e00\u4e2a\u4e13\u4e3a\u5bf9\u8bdd\u5e94\u7528\u800c\u8bbe\u8ba1\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002LaMDA\u662f\u4e00\u4e2a\u7531\u4e0d\u540c\u89c4\u6a21\u7684\u6a21\u578b\u7ec4\u6210\u7684\u7cfb\u5217\u3002\u5b83\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u65e8\u5728\u6267\u884c\u751f\u6210\u5f0f\u548c\u5224\u522b\u5f0f\u4efb\u52a1\u3002\n\u7ed9\u5b9a\u4e00\u4e2a\u95ee\u9898\uff0c\u5b83\u751f\u6210\u6f5c\u5728\u7684\u56de\u5e94\uff0c\u7136\u540e\u5bf9\u8fd9\u4e9b\u56de\u5e94\u8fdb\u884c\u5b89\u5168\u6027\u8fc7\u6ee4\uff0c\u57fa\u4e8e\u5916\u90e8\u77e5\u8bc6\u6e90\u8fdb\u884c\u652f\u6301\uff0c\u5e76\u91cd\u65b0\u6392\u540d\u4ee5\u627e\u5230\u6700\u9ad8\u8d28\u91cf\u7684\u56de\u5e94\u3002\n\u8be5\u56e2\u961f\u4e3a\u5bf9\u8bdd\u7cfb\u7edf\u5f15\u5165\u4e86\u4e00\u7cfb\u5217\u5173\u952e\u76ee\u6807\uff0c\u5305\u62ec\u5408\u7406\u6027\u3001\u7279\u5b9a\u6027\u548c\u8da3\u5473\u6027\u7b49\u8d28\u91cf\u6307\u6807\uff1b\u5b89\u5168\u6027\u6307\u6807\uff1b\u57fa\u4e8e\u4e8b\u5b9e\u7684\u5ea6\u91cf\u6307\u6807\uff1b\u4fe1\u606f\u5ea6\u91cf\u6307\u6807\uff1b\u4ee5\u53ca\u5f15\u7528\u51c6\u786e\u6027\u6307\u6807\u3002\nLaMDA \u7ecf\u8fc7\u5fae\u8c03\uff0c\u4ee5\u9884\u6d4b\u8fd9\u4e9b\u6307\u6807\uff0c\u4ece\u800c\u4f7f\u5728\u751f\u6210\u5f0f\u73af\u5883\u4e2d\u80fd\u591f\u5f15\u5bfc\u6240\u9700\u7684\u884c\u4e3a\u3002<\/p>\n<p><a name=\"user-content-fc8cc123\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h1 data-id=\"heading-28\">\u751f\u6210\u6a21\u578b\u548c\u7f51\u7edc\u751f\u6001\u7cfb\u7edf<\/h1>\n<p><a name=\"user-content-87a08330\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-29\">\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5bf9\u7f51\u7edc\u548c\u641c\u7d22\u751f\u6001\u7cfb\u7edf\u7684\u5f71\u54cd<\/h2>\n<ol>\n<li>\u4e00\u4e9b\u7f51\u7ad9\u53ef\u80fd\u4e0d\u518d\u96c7\u4f63\u4eba\u6765\u5199\u5185\u5bb9\uff0c\u800c\u662f\u4f7f\u7528\u8ba1\u7b97\u673a\u751f\u6210\u5185\u5bb9\u3002\u8fd9\u79cd\u751f\u6210\u7684\u5185\u5bb9\u6709\u53ef\u80fd\u88ab\u7528\u6765\u8bad\u7ec3\u672a\u6765\u7684\u8ba1\u7b97\u673a\u7a0b\u5e8f\uff0c\u5f62\u6210\u4e00\u79cd\u5faa\u73af\u6548\u5e94\u3002<\/li>\n<li>\u641c\u7d22\u5f15\u64ce\u4e2d\u7684\u76f4\u63a5\u7b54\u6848\u53ef\u80fd\u4f1a\u51cf\u5c11\u4eba\u4eec\u901a\u8fc7\u641c\u7d22\u5f15\u64ce\u8bbf\u95ee\u5176\u4ed6\u7f51\u7ad9\u7684\u6b21\u6570\uff0c\u5c24\u5176\u662f\u5f53\u4eba\u4eec\u5bfb\u627e\u4fe1\u606f\u65f6\u3002\u8fd9\u53ef\u80fd\u5bf9\u90a3\u4e9b\u9760\u641c\u7d22\u5f15\u64ce\u5f15\u8350\u6d41\u91cf\u7ef4\u6301\u4e1a\u52a1\u7684\u7f51\u7ad9\u4ea7\u751f\u5f71\u54cd\uff0c\u4ed6\u4eec\u53ef\u80fd\u9700\u8981\u5bfb\u627e\u5176\u4ed6\u8d5a\u94b1\u7684\u65b9\u5f0f\u3002<\/li>\n<li>\u76f4\u63a5\u7b54\u6848\u53ef\u80fd\u4f1a\u6539\u53d8\u4eba\u4eec\u4e0e\u641c\u7d22\u5f15\u64ce\u7684\u4e92\u52a8\u65b9\u5f0f\uff0c\u56e0\u4e3a\u73b0\u5728\u4eba\u4eec\u53ef\u4ee5\u76f4\u63a5\u4ece\u641c\u7d22\u7ed3\u679c\u4e2d\u83b7\u5f97\u7b54\u6848\uff0c\u800c\u4e0d\u5fc5\u518d\u70b9\u51fb\u5176\u4ed6\u94fe\u63a5\u3002\u8fd9\u53ef\u80fd\u4f1a\u5bfc\u81f4\u4eba\u4eec\u66f4\u4e13\u6ce8\u4e8e\u4ece\u83b7\u53d6\u4fe1\u606f\u5230\u5b9e\u9645\u8d2d\u4e70\u7684\u8fc7\u7a0b\u3002<\/li>\n<\/ol>\n<p>\u6211\u4eec\u96be\u4ee5\u51c6\u786e\u9884\u6d4b\u751f\u6210\u6a21\u578b\u5bf9\u7f51\u7edc\u751f\u6001\u7cfb\u7edf\u7684\u5b8c\u6574\u5f71\u54cd\uff0c\u4f46\u5176\u4e2d\u4e00\u4e9b\u53d8\u5316\u5df2\u7ecf\u5f00\u59cb\u663e\u73b0\u3002<\/p>\n<p>\u9996\u5148\uff0c\u751f\u6210\u8bed\u8a00\u6a21\u578b\u5c06\u6539\u53d8\u4f5c\u8005\u7684\u6027\u8d28\u3002\u4f5c\u8005\u4eec\u5c06\u4f7f\u7528\u751f\u6210\u6a21\u578b\u6765\u534f\u52a9\u4ed6\u4eec\u64b0\u5199\u6d41\u7545\u7684\u6587\u7ae0\u3002\u8fd9\u672c\u8eab\u5e76\u4e0d\u662f\u574f\u4e8b\uff0c\u56e0\u4e3a\u5199\u51fa\u6d41\u7545\u7684\u6587\u7ae0\u6709\u52a9\u4e8e\u8bfb\u8005\u3002\u95ee\u9898\u51fa\u73b0\u5728\u751f\u6210\u5185\u5bb9\u5927\u89c4\u6a21\u751f\u4ea7\u65f6\uff0c\u6ca1\u6709\u4eba\u7c7b\u7f16\u8f91\u53c2\u4e0e\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n<p>\u76ee\u524d\uff0c\u6709\u4e00\u6574\u4e2a\u884c\u4e1a\u79f0\u4e3a\u201c\u5185\u5bb9\u519c\u573a\u201d\uff0c\u96c7\u4f63\u4f4e\u85aa\u5de5\u4eba\u5927\u91cf\u751f\u4ea7\u53ef\u76c8\u5229\u7684\u5185\u5bb9\u3002\u9884\u6d4b\u8fd9\u4e2a\u884c\u4e1a\u5c06\u6210\u4e3a\u9996\u6279\u91c7\u7528\u65e0\u4eba\u53c2\u4e0e\u7684\u5185\u5bb9\u521b\u4f5c\u65b9\u5f0f\u7684\u4f01\u4e1a\u4e4b\u4e00\uff0c\u4ece\u800c\u5728\u4e92\u8054\u7f51\u4e0a\u6d8c\u73b0\u5927\u91cf\u5408\u6210\u5185\u5bb9\uff0c\u8fd9\u4e9b\u5185\u5bb9\u53ef\u80fd\u5c5e\u5b9e\u6027\u5b58\u7591\u3002\u5982\u679c\u6211\u4eec\u7528\u8fd9\u4e9b\u5185\u5bb9\u6765\u8bad\u7ec3\u4e0b\u4e00\u4ee3\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u80fd\u4f1a\u51fa\u73b0\u95ee\u9898\uff0c\u751a\u81f3\u53ef\u80fd\u5bfc\u81f4\u201c\u6a21\u578b\u5d29\u6e83\u201d \u3002<\/p>\n<p>\u5176\u6b21\uff0c\u76f4\u63a5\u7b54\u6848\u6709\u53ef\u80fd\u51cf\u5c11\u641c\u7d22\u5f15\u64ce\u7684\u6d41\u91cf\u5f15\u8350 &#8211; \u5373\u6765\u81ea\u641c\u7d22\u7ed3\u679c\u94fe\u63a5\u7684\u6d41\u91cf\u3002\u5185\u5bb9\u521b\u4f5c\u8005\u9700\u8981\u8c0b\u751f\uff0c\u800c\u4e14\u901a\u5e38\u901a\u8fc7\u5c06\u5bf9\u7528\u6237\u6709\u7528\u7684\u5185\u5bb9\u4e0e\u5bf9\u5185\u5bb9\u63d0\u4f9b\u5546\u6709\u7528\u7684\u5185\u5bb9\u6346\u7ed1\u5728\u4e00\u8d77\u6765\u5b9e\u73b0\u8c0b\u751f\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u4ed6\u4eec\u4f9d\u8d56\u4e8e\u6d41\u5411\u4ed6\u4eec\u7f51\u7ad9\u7684\u6d41\u91cf\u3002\u5982\u679c\u5185\u5bb9\u521b\u4f5c\u4ecd\u7136\u662f\u4e00\u4e2a\u6709\u76c8\u5229\u7684\u4e1a\u52a1\uff0c\u5bf9\u6240\u6709\u4eba\u90fd\u6709\u597d\u5904\uff0c\u8fd9\u53ef\u80fd\u610f\u5473\u7740\u5546\u4e1a\u6a21\u5f0f\u9700\u8981\u53d1\u5c55\u548c\u6539\u8fdb\u3002<\/p>\n<p>\u6700\u540e\uff0c\u76f4\u63a5\u7b54\u6848\u5c06\u5f71\u54cd\u7528\u6237\u4e0e\u641c\u7d22\u5f15\u64ce\u7684\u4e92\u52a8\u65b9\u5f0f\u3002\u7528\u6237\u5728\u5bfb\u6c42\u4fe1\u606f\u65f6\u66f4\u4e0d\u592a\u53ef\u80fd\u79bb\u5f00\u641c\u7d22\u5f15\u64ce\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u7531\u4e8e\u964d\u4f4e\u4e86\u4fe1\u606f\u83b7\u53d6\u7684\u6210\u672c\uff0c\u7528\u6237\u53ef\u80fd\u4f1a\u8fdb\u884c\u66f4\u957f\u66f4\u6df1\u5165\u7684\u641c\u7d22\u3002\u9884\u8ba1\u5c06\u4f1a\u51fa\u73b0\u66f4\u591a\u5173\u6ce8\u66f4\u957f\u66f4\u6df1\u5165\u7684\u641c\u7d22\uff0c\u5305\u62ec\u4ece\u4fe1\u606f\u83b7\u53d6\u5230\u91c7\u53d6\u884c\u52a8\u7684\u8fc7\u7a0b\u3002<\/p>\n<p><a name=\"user-content-997785aa\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-30\">\u5bf9\u751f\u6210\u7684\u5185\u5bb9\u8fdb\u884c\u8bad\u7ec3\u4f1a\u5bfc\u81f4\u6a21\u578b\u5d29\u6e83<\/h2>\n<ul>\n<li>\u6700\u8fd1\u7684\u7814\u7a76\u8868\u660e\uff0c\u5bf9\u5927\u91cf\u751f\u6210\u7684\u5185\u5bb9\u8fdb\u884c\u8bad\u7ec3\u4f1a\u5bfc\u81f4\u201c\u6a21\u578b\u5d29\u6e83\u201d\u3002<\/li>\n<li>\u201c\u6a21\u578b\u5d29\u6e83\u201d\u53ef\u5206\u4e3a\u4e24\u79cd\u60c5\u51b5\uff1a\u65e9\u671f\u6a21\u578b\u5d29\u6e83\u548c\u665a\u671f\u6a21\u578b\u5d29\u6e83\u3002<\/li>\n<li>\u201c\u6a21\u578b\u5d29\u6e83\u201d\u7684\u4e24\u4e2a\u6839\u672c\u539f\u56e0\u662f\u7edf\u8ba1\u903c\u8fd1\u8bef\u5dee\u548c\u529f\u80fd\u903c\u8fd1\u8bef\u5dee\u3002<\/li>\n<li>\u8fd9\u63ed\u793a\u4e86\u9012\u5f52\u8bad\u7ec3\u751f\u6210\u6a21\u578b\u5b58\u5728\u56fa\u6709\u7684\u9650\u5236\u3002<\/li>\n<\/ul>\n<p>\u5728\u6700\u8fd1\u53d1\u8868\u7684 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fbrowse.arxiv.org%2Fpdf%2F2305.17493.pdf\" target=\"_blank\" title=\"https:\/\/browse.arxiv.org\/pdf\/2305.17493.pdf\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">browse.arxiv.org\/pdf\/2305.17\u2026<\/a> \u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u8fdb\u884c\u4e86\u4e00\u9879\u5173\u4e8e\u4f7f\u7528\u751f\u6210\u5185\u5bb9\u6765\u8bad\u7ec3\u540e\u7ee7\u6a21\u578b\u7684\u7814\u7a76\u3002\n\u4ed6\u4eec\u53d1\u73b0\uff0c\u8bb8\u591a\u4e0d\u540c\u7c7b\u578b\u7684\u751f\u6210\u6a21\u578b\u5728\u9012\u5f52\u8bad\u7ec3\u5176\u81ea\u8eab\u8f93\u51fa\u65f6\u4f1a\u51fa\u73b0\u201c\u6a21\u578b\u5d29\u6e83\u201d\u7684\u95ee\u9898\u3002\n\u8fd9\u79cd\u6a21\u578b\u5d29\u6e83\u6709\u4e24\u79cd\u8868\u73b0\u5f62\u5f0f\uff0c\u5373\u65e9\u671f\u6a21\u578b\u5d29\u6e83\u548c\u665a\u671f\u6a21\u578b\u5d29\u6e83\uff0c\u5206\u522b\u6d89\u53ca\u4fe1\u606f\u4e22\u5931\u548c\u5206\u5e03\u6536\u655b\u95ee\u9898\u3002\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e24\u4e2a\u6839\u672c\u539f\u56e0\uff0c\u5206\u522b\u662f\u7edf\u8ba1\u903c\u8fd1\u8bef\u5dee\u548c\u529f\u80fd\u903c\u8fd1\u8bef\u5dee\uff0c\u8fd9\u4e9b\u8bef\u5dee\u6e90\u4e8e\u8bad\u7ec3\u6570\u636e\u548c\u6a21\u578b\u8868\u73b0\u529b\u7684\u9650\u5236\u3002\n\u7814\u7a76\u7684\u7ed3\u8bba\u662f\uff0c\u4eba\u5de5\u7f16\u5199\u7684\u8bad\u7ec3\u6570\u636e\u5bf9\u4e8e\u8bad\u7ec3\u751f\u6210\u5f0f\u8bed\u8a00\u6a21\u578b\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u6b64\u9700\u8981\u4e00\u79cd\u65b9\u6cd5\u6765\u7b5b\u9009\u51fa\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u4ee5\u6539\u5584\u6a21\u578b\u7684\u8d28\u91cf\u3002\u65e2\u4eba\u5de5\u7f16\u5199\u7684\u8bad\u7ec3\u6570\u636e\u5bf9\u4e8e\u8bad\u7ec3\u751f\u6210\u5f0f\u8bed\u8a00\u6a21\u578b\u81f3\u5173\u91cd\u8981\uff0c\u6211\u4eec\u9700\u8981\u4e00\u79cd\u673a\u5236\u6765\u201c\u5206\u6e05\u662f\u975e\u201d\u3002<\/p>\n<p><a name=\"user-content-382474b8\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-31\">\u4eba\u7c7b\u5f88\u96be\u5206\u8fa8\u8bed\u8a00\u6a21\u578b\uff08LM\uff09\u751f\u6210\u7684\u5185\u5bb9<\/h2>\n<ul>\n<li>\u8bb8\u591a\u539f\u56e0\u9700\u8981\u8bc6\u522b\u673a\u5668\u751f\u6210\u7684\u5185\u5bb9\uff0c\u4f8b\u5982\u907f\u514d\u5c06\u5176\u7528\u4f5c\u672a\u6765\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u793a\u4f8b\u3002<\/li>\n<li>\u4eba\u7c7b\u4e0d\u64c5\u957f\u68c0\u6d4b\u673a\u5668\u751f\u6210\u7684\u5185\u5bb9 &#8211; \u6211\u4eec\u80fd\u5426\u5e0c\u671b\u5224\u522b\u6a21\u578b\u5728\u8fd9\u9879\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u201c\u8d85\u4eba\u7c7b\u201d\u7684\u6027\u80fd\uff1f<\/li>\n<\/ul>\n<p>\u5728\u6211\u4eec\u6df1\u5165\u8ba8\u8bba\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u68c0\u6d4b\u673a\u5668\u751f\u6210\u5185\u5bb9\u4e4b\u524d\uff0c\u4f60\u53ef\u80fd\u4f1a\u597d\u5947\u4eba\u7c7b\u662f\u5426\u80fd\u591f\u53ef\u9760\u5730\u8bc6\u522b\u5b83\u3002\n\u4e8b\u5b9e\u8bc1\u660e\uff0c\u6709\u4e00\u4e9b\u8bc1\u636e\u8868\u660e\u8fd9\u5e76\u4e0d\u5bb9\u6613\u3002\u5eb7\u5948\u5c14\u5927\u5b66\u548c\u65af\u5766\u798f\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u66fe\u7814\u7a76\u8fc7\u4eba\u4eec\u662f\u5426\u80fd\u591f\u533a\u5206\u4eba\u7c7b\u5199\u7684\u5185\u5bb9\u548c\u673a\u5668\u4eba\u5199\u7684\u5185\u5bb9\u3002\n\u4ed6\u4eec\u8fdb\u884c\u4e86\u4e00\u9879\u7814\u7a76\uff0c\u8ba94,600\u540d\u53c2\u4e0e\u8005\u770b\u4e00\u4e9b\u81ea\u6211\u4ecb\u7ecd\u7684\u6587\u672c\uff08\u6bd4\u5982\u5728LinkedIn\u6216\u7ea6\u4f1a\u5e94\u7528\u4e0a\u7684\u81ea\u6211\u4ecb\u7ecd\uff09\uff0c\u7136\u540e\u8ba9\u4ed6\u4eec\u5224\u65ad\u54ea\u4e00\u4e2a\u662f\u4eba\u7c7b\u5199\u7684\uff0c\u54ea\u4e00\u4e2a\u662f\u673a\u5668\u4eba\u5199\u7684\u3002\n\u7ed3\u679c\u663e\u793a\uff0c\u6d4b\u8bd5\u5bf9\u8c61\u7684\u51c6\u786e\u7387\u4e0e\u968f\u673a\u731c\u6d4b\u7684\u51c6\u786e\u7387\u63a5\u8fd1\uff0c\u4e5f\u5c31\u662f\u8bf4\u4ed6\u4eec\u65e0\u6cd5\u5f88\u597d\u5730\u5206\u8fa8\u3002\n\u7136\u800c\uff0c\u6709\u8da3\u7684\u662f\uff0c\u591a\u4e2a\u6d4b\u8bd5\u5bf9\u8c61\u5728\u5982\u4f55\u5224\u65ad\u81ea\u6211\u4ecb\u7ecd\u7684\u6027\u8d28\u4e0a\u8fbe\u6210\u4e86\u4e00\u81f4\uff0c\u8fd9\u8868\u660e\u4eba\u4eec\u53ef\u80fd\u91c7\u7528\u4e86\u4e00\u4e9b\u5171\u540c\u4f46\u4e0d\u592a\u51c6\u786e\u7684\u65b9\u6cd5\u6765\u8bc6\u522b\u673a\u5668\u751f\u6210\u7684\u5185\u5bb9\u3002\n\u8fd9\u672c\u8eab\u5e76\u4e0d\u662f\u95ee\u9898\uff1b\u6bd5\u7adf\uff0c\u6709\u5f88\u591a\u4efb\u52a1\u5728\u5176\u4e2d\uff0c\u673a\u5668\u8868\u73b0\u51fa\u4e86\u8d85\u8d8a\u4eba\u7c7b\u7684\u6027\u80fd\u3002\n\u6240\u4ee5\uff0c\u95ee\u9898\u662f\u6211\u4eec\u662f\u5426\u80fd\u591f\u627e\u5230\u67d0\u79cd\u673a\u5668\u751f\u6210\u5185\u5bb9\u7684\u201c\u7279\u5f81\u201d\u6216\u201c\u75d5\u8ff9\u201d\u3002<\/p>\n<p><a name=\"user-content-536d3abe\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-32\">\u68c0\u6d4b\u751f\u6210\u7684\u5185\u5bb9<\/h2>\n<ul>\n<li>\u6bcf\u4e00\u4ee3\u751f\u6210\u5f0f\u8bed\u8a00\u6a21\u578b\u90fd\u4f1a\u5f15\u53d1\u4e00\u7cfb\u5217\u68c0\u6d4b\u5668\uff0c\u7528\u6765\u68c0\u6d4b\u6b64\u7c7b\u5185\u5bb9\u2014\u2014\u7ecf\u5178\u7684\u201c\u519b\u5907\u7ade\u8d5b\u201d\u60c5\u666f<\/li>\n<li>DetectGPT\uff1a\u4e00\u79cd\u7528\u4e8e\u68c0\u6d4b\u751f\u6210\u5185\u5bb9\u7684\u201c\u767d\u76d2\u5b50\u201d\u68c0\u6d4b\u5668\uff0c\u5047\u8bbe\u6a21\u578b\u751f\u6210\u6700\u53ef\u80fd\u7684\u6587\u672c<\/li>\n<li>\u9700\u8981\u6587\u672c\u5728\u6a21\u578b\u4e0b\u7684\u5bf9\u6570\u4f3c\u7136\u503c\uff08\u4f8b\u5982\uff0c\u901a\u8fc7\u5f97\u5206API\u83b7\u5f97\uff09\u3002\u5b83\u4f1a\u6270\u52a8\u6587\u672c\uff08\u4f7f\u7528\u4f8b\u5982T5\uff09\uff0c\u7136\u540e\u6bd4\u8f83\u5bf9\u6570\u6982\u7387<\/li>\n<li>\u5728\u6709\u5c11\u91cf\u7531\u5408\u4f5c\u65b9\u8bad\u7ec3\u7684\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\u6709\u6548\uff1b\u5982\u679c\u6709\u5927\u91cf\u6ca1\u6709\u5f97\u5206API\u7684\u201c\u6d41\u6c13\u201d\u6a21\u578b\u5b58\u5728\uff0c\u5219\u4e0d\u73b0\u5b9e<\/li>\n<\/ul>\n<p>\u5728\u68c0\u6d4b\u673a\u5668\u751f\u6210\u5185\u5bb9\u7684\u95ee\u9898\u4e0a\uff0c\u5df2\u7ecf\u8fdb\u884c\u4e86\u591a\u6b21\u5c1d\u8bd5\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5546\u4e1a\u5de5\u5177\u5982ZeroGPT\u548cOriginality.ai\u5df2\u7ecf\u7528\u4e8e\u68c0\u6d4bGPT\u751f\u6210\u7684\u5185\u5bb9\u3002\u4f46\u5982\u4f55\u5c06\u68c0\u6d4b\u63a8\u5e7f\u5230\u591a\u4e2a\u751f\u6210\u5668\u5bb6\u65cf\u5462\uff1f\u65af\u5766\u798f\u7684\u7814\u7a76\u4eba\u5458\u5f00\u53d1\u4e86\u4e00\u79cd\u6280\u672f\uff0c\u8be5\u6280\u672f\u57fa\u4e8e\u8fd9\u6837\u4e00\u4e2a\u5047\u8bbe\uff1a\u4e00\u4e2a\u751f\u6210\u5668\uff08\u6211\u4eec\u79f0\u4e4b\u4e3aG\uff09\u751f\u6210\u7684\u6587\u672c\u6700\u53ef\u80fd\u7b26\u5408G\u7684\u6a21\u578b\u3002\u5bf9\u751f\u6210\u6587\u672c\u7684\u8f7b\u5fae\u6270\u52a8\u5728G\u7684\u6a21\u578b\u4e0b\u53ef\u80fd\u6027\u8f83\u4f4e\uff0c\u800c\u5bf9\u6765\u81ea\u4e0d\u540c\u6765\u6e90\uff08\u4f8b\u5982\u4eba\u7c7b\uff09\u7684\u6587\u672c\u7684\u8f7b\u5fae\u6270\u52a8\u5728G\u7684\u6a21\u578b\u4e0b\u53ef\u80fd\u6027\u8f83\u9ad8\u6216\u8f83\u4f4e\u3002\u56e0\u6b64\uff0c\u5982\u679c\u6211\u4eec\u6709\u4e00\u79cd\u65b9\u6cd5\u6765\u786e\u5b9a\u6587\u672cT\u5728G\u7684\u6a21\u578b\u4e0b\u7684\u5bf9\u6570\u4f3c\u7136\u503c\uff08\u4f8b\u5982\uff0c\u901a\u8fc7\u8c03\u7528G\u63d0\u4f9b\u7684\u5f97\u5206API\uff09\uff0c\u6211\u4eec\u5c31\u6709\u4e86\u4e00\u4e2a\u6d4b\u8bd5\u534f\u8bae\uff1a\u7ed9\u5b9a\u4e00\u4e2a\u6587\u672cT\uff0c\u5c06T\u7684\u5bf9\u6570\u4f3c\u7136\u503c\u4e0e\u8bb8\u591aT\u7684\u6270\u52a8\u7684\u5bf9\u6570\u4f3c\u7136\u503c\u8fdb\u884c\u6bd4\u8f83\u3002\u8fd9\u79cd\u65b9\u6cd5\u9002\u7528\u4e8e\u6240\u6709\u5927\u578b\u6a21\u578b\u63d0\u4f9b\u8005\u90fd\u8d1f\u8d23\u5e76\u5408\u4f5c\u7684\u4e16\u754c\u3002\u5982\u679c\u5b58\u5728\u5927\u91cf\u6ca1\u6709\u5f97\u5206API\u7684\u201c\u6d41\u6c13\u201d\u6a21\u578b\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5c31\u4f1a\u5931\u6548\uff1b\u800c\u4e14\u5b83\u4e0d\u5177\u5907\u5bf9\u6297\u63aa\u65bd\uff08\u4f8b\u5982\uff0c\u5bf9\u624b\u6270\u52a8\u751f\u6210\u7684\u6587\u672c\uff09\u7684\u9c81\u68d2\u6027\u3002<\/p>\n<blockquote>\n<p>\u53c2\u8003\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fproceedings.mlr.press%2Fv202%2Fmitchell23a%2Fmitchell23a.pdf\" target=\"_blank\" title=\"https:\/\/proceedings.mlr.press\/v202\/mitchell23a\/mitchell23a.pdf\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">proceedings.mlr.press\/v202\/mitche\u2026<\/a>\nDetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature\n<strong>\u4e3b\u8981\u89c2\u70b9<\/strong>\uff1a<\/p>\n<ul>\n<li>\u8bba\u6587\u5173\u6ce8\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u751f\u6210\u7684\u6587\u672c\u5728\u67d0\u4e9b\u60c5\u5883\u4e0b\uff08\u5982\u5b66\u751f\u4f5c\u6587\u548c\u65b0\u95fb\u62a5\u9053\uff09\u53ef\u80fd\u66ff\u4ee3\u4eba\u5de5\u52b3\u52a8\u7684\u95ee\u9898\u3002<\/li>\n<li>\u6307\u51fa\u4eba\u4eec\u5728\u5206\u7c7b\u673a\u5668\u751f\u6210\u4e0e\u4eba\u7c7b\u7f16\u5199\u7684\u6587\u672c\u65b9\u9762\u7684\u8868\u73b0\u4ec5\u7565\u597d\u4e8e\u968f\u673a\u9009\u62e9\u3002<\/li>\n<li>\u56e0\u6b64\uff0c\u7814\u7a76\u8005\u5f00\u59cb\u8003\u8651\u4f7f\u7528\u81ea\u52a8\u68c0\u6d4b\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u80fd\u8bc6\u522b\u51fa\u4eba\u4eec\u96be\u4ee5\u8bc6\u522b\u7684\u4fe1\u53f7\u3002<\/li>\n<\/ul>\n<\/blockquote>\n<blockquote>\n<p><strong>\u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/strong><\/p>\n<ul>\n<li>\u8bba\u6587\u8fdb\u884c\u4e86\u4e00\u4e2a\u5b9e\u9a8c\uff0c\u6a21\u62df\u4e86\u5bf9\u5df2\u7ecf\u88ab\u5927\u91cf\u4fee\u8ba2\u7684\u6a21\u578b\u6837\u672c\u7684\u68c0\u6d4b\u95ee\u9898\u3002<\/li>\n<li>\u7ed3\u679c\u663e\u793a\uff0c\u5373\u4f7f\u5728\u6a21\u578b\u6837\u672c\u4e2d\u8fd1\u56db\u5206\u4e4b\u4e00\u7684\u6587\u672c\u5df2\u88ab\u66ff\u6362\uff0cDetectGPT\u4ecd\u7136\u80fd\u4fdd\u6301\u8d85\u8fc70.8\u7684\u68c0\u6d4bAUROC\uff08Area Under the Receiver Operating Characteristic Curve\uff09\u3002<\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/f3ce2d8154746722103d8f765355aac4.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p><strong>\u7ed3\u8bba<\/strong><\/p>\n<ul>\n<li>DetectGPT\u5728\u6240\u6709\u4fee\u8ba2\u7ea7\u522b\u4e0a\u90fd\u8868\u73b0\u51fa\u6700\u5f3a\u7684\u68c0\u6d4b\u6027\u80fd\u3002<\/li>\n<li>\u71b5\u57fa\u7ebf\u5728\u8fd9\u79cd\u8bbe\u7f6e\u4e0b\u8868\u73b0\u51fa\u4ee4\u4eba\u60ca\u8bb6\u7684\u5f3a\u5927\u6027\u80fd\uff0c\u751a\u81f3\u5728\u9ad8\u8fbe24%\u7684\u66ff\u6362\u7387\u4e0b\u7a0d\u5fae\u63d0\u9ad8\u4e86\u68c0\u6d4b\u6027\u80fd\u3002<\/li>\n<\/ul>\n<\/blockquote>\n<p><a name=\"user-content-bc2f9453\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-33\">\u5185\u5bb9\u8d28\u91cf\u53ef\u4ee5\u7528\u6765\u68c0\u6d4b\u751f\u6210\u7684\u5185\u5bb9\u5417?<\/h2>\n<ul>\n<li>\u5df4\u8d6b\u91cc\uff08Bahri\uff09\u7b49\u4eba\u5728 2021 \u5e74\u7684\u7814\u7a76\u4e2d\u641c\u7d22\u4e86\u5305\u542b5\u4ebf\u4e2a\u9875\u9762\u7684 CommonCrawl \u8bed\u6599\u5e93\uff0c\u4f7f\u7528\u4e86\u9488\u5bf9 GPT-2 \u8fdb\u884c\u5fae\u8c03\u7684\u68c0\u6d4b\u5668\u6765\u5bfb\u627e\u751f\u6210\u7684\u5185\u5bb9\u3002<\/li>\n<li>\u53d1\u73b0\u8fd9\u4e9b\u68c0\u6d4b\u5668\u4e5f\u9002\u7528\u4e8e\u68c0\u6d4b\u4f4e\u8d28\u91cf\u9875\u9762\u3002<\/li>\n<li>\u5c1a\u4e0d\u6e05\u695a\u8fd9\u4e9b\u7ed3\u679c\u662f\u5426\u9002\u7528\u4e8e\u66f4\u65b0\u7684\u751f\u6210\u6a21\u578b\uff0c\u5982GPT-4\u6216PaLM 2\u3002\u5982\u679c\u9002\u7528\uff0c\u8bed\u8a00\u8d28\u91cf\u662f\u5426\u53ef\u4ee5\u7528\u4f5c\u68c0\u6d4b\u201c\u6d41\u6c13\u201d\u751f\u6210\u6a21\u578b\u7684\u4fe1\u53f7\uff1f<\/li>\n<\/ul>\n<p>\u5728\u4e00\u9879 2021 \u5e74\u7684\u7814\u7a76\u4e2d\uff0cGoogle \u7684\u7814\u7a76\u4eba\u5458\u7814\u7a76\u4e86\u751f\u6210\u5185\u5bb9\u4e0e\u4f4e\u8d28\u91cf\u5185\u5bb9\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u5173\u8054\u3002\u4ed6\u4eec\u8bad\u7ec3\u4e86\u4e24\u4e2a\u68c0\u6d4b\u5668\uff0c\u7528\u4e8e\u8bc6\u522b GPT-2 \u751f\u6210\u7684\u5185\u5bb9\uff0c\u5e76\u5c06\u8fd9\u4e9b\u68c0\u6d4b\u5668\u5e94\u7528\u4e8e CommonCrawl \u8bed\u6599\u5e93\u4e2d\u7684\u4e00\u4e2a\u5305\u542b5\u4ebf\u4e2a\u7f51\u9875\u7684\u5b50\u96c6\u3002\u4ed6\u4eec\u7684\u53d1\u73b0\u662f\uff0c\u7528\u4e8e\u68c0\u6d4b\u673a\u5668\u751f\u6210\u5185\u5bb9\u7684\u8fd9\u4e9b\u68c0\u6d4b\u5668\u4e5f\u80fd\u9884\u6d4b\u7f51\u9875\u7684\u8d28\u91cf\uff0c\u5177\u4f53\u6765\u8bf4\u662f\u6587\u7ae0\u7684\u6b63\u786e\u6027\u548c\u6d41\u7545\u5ea6\u3002\u7136\u800c\uff0c\u968f\u7740\u751f\u6210\u8bed\u8a00\u6a21\u578b\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u4f8b\u5982 GPT-4 \u6216 PaLM 2\uff0c\u76ee\u524d\u5c1a\u4e0d\u6e05\u695a\u8fd9\u4e9b\u53d1\u73b0\u662f\u5426\u540c\u6837\u9002\u7528\u3002\u5982\u679c\u9002\u7528\uff0c\u6211\u4eec\u662f\u5426\u53ef\u4ee5\u5c06\u8bed\u8a00\u8d28\u91cf\u4f5c\u4e3a\u4e00\u79cd\u9884\u6d4b\u7279\u5f81\uff0c\u7528\u6765\u8bc6\u522b\u5e76\u6807\u8bb0\u7531\u201c\u6d41\u6c13\u201d\u6a21\u578b\u751f\u6210\u7684\u5185\u5bb9\uff0c\u5c24\u5176\u662f\u90a3\u4e9b\u6211\u4eec\u65e0\u6cd5\u6df1\u5165\u4e86\u89e3\u5176\u5185\u90e8\u673a\u5236\u7684\u6a21\u578b\u3002<\/p>\n<blockquote>\n<p>\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdl.acm.org%2Fdoi%2Fpdf%2F10.1145%2F3437963.3441809\" target=\"_blank\" title=\"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3437963.3441809\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">dl.acm.org\/doi\/pdf\/10.\u2026<\/a>\n&#8220;Generative Models are Unsupervised Predictors of Page Quality: A Colossal-Scale Study&#8221;\n<strong>\u4e3b\u8981\u89c2\u70b9<\/strong>\uff1a<\/p>\n<ul>\n<li>\u8bba\u6587\u63d0\u51fa\uff0c\u7528\u4e8e\u533a\u5206\u4eba\u7c7b\u548c\u673a\u5668\u751f\u6210\u6587\u672c\u7684\u68c0\u6d4b\u5668\u53ef\u4ee5\u6709\u6548\u5730\u9884\u6d4b\u7f51\u9875\u7684\u8bed\u8a00\u8d28\u91cf\uff0c\u5176\u6027\u80fd\u8d85\u8fc7\u4e86\u57fa\u7ebf\u7684\u76d1\u7763\u5f0f\u5783\u573e\u90ae\u4ef6\u5206\u7c7b\u5668\u3002<\/li>\n<li>\u901a\u8fc7\u5bf9\u4e94\u4ebf\u4e2a\u7f51\u9875\u8fdb\u884c\u4f4e\u8bed\u8a00\u8d28\u91cf\u68c0\u6d4b\uff0c\u8bba\u6587\u89c2\u5bdf\u5230\u4e86\u4f4e\u8d28\u91cf\u5185\u5bb9\u7684\u6709\u8da3\u7684\u4e3b\u9898\u548c\u65f6\u95f4\u6a21\u5f0f\u3002<\/li>\n<li>\u8bba\u6587\u53d1\u73b0\uff0c\u8bb8\u591a\u4f4e\u8d28\u91cf\u5185\u5bb9\u8981\u4e48\u662f\uff081\uff09\u673a\u5668\u7ffb\u8bd1\u7684\u6587\u672c\uff0c\uff082\uff09\u8bba\u6587\u5de5\u5382\uff0c\uff083\uff09\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u5c1d\u8bd5\uff0c\u6216\u8005\uff084\uff09\u4e0d\u9002\u5408\u5de5\u4f5c\u573a\u6240\uff08NSFW\uff09\u7684\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<\/blockquote>\n<blockquote>\n<p>\u8bba\u6587\u5e0c\u671b\u7814\u7a76\u4eba\u5458\u80fd\u4ece\u5176\u5927\u89c4\u6a21\u7684\u7f51\u7edc\u5206\u6790\u4e2d\u627e\u5230\u6709\u7528\u7684\u4fe1\u606f\uff0c\u5e76\u5e0c\u671b\u4ed6\u4eec\u80fd\u5229\u7528\u4e00\u4e2a\u5408\u7406\u7684\u8bed\u8a00\u8d28\u91cf\u5206\u7c7b\u5668\u53ef\u4ee5\u4ec5\u901a\u8fc7\u4eba\u7c7b\u6587\u672c\u8bed\u6599\u5e93\u6765\u6784\u5efa\u7684\u89c1\u89e3\u3002<\/p>\n<\/blockquote>\n<p><a name=\"user-content-f1f71dce\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-34\">\u76f4\u63a5\u7b54\u6848\u4f1a\u5982\u4f55\u5f71\u54cd\u5f15\u8350\u6d41\u91cf\uff1f<\/h2>\n<ul>\n<li>\u5185\u5bb9\u521b\u4f5c\u8005\u6216\u63d0\u4f9b\u8005\u901a\u5e38\u5c06\u6709\u4ef7\u503c\u7684\u5185\u5bb9\u4e0e\u76c8\u5229\u624b\u6bb5\u76f8\u7ed3\u5408\uff0c\u5982\u5e7f\u544a\u3001\u63a8\u5e7f\u94fe\u63a5\u3001\u4ea7\u54c1\u63a8\u5e7f\u3001\u6350\u8d60\u8bf7\u6c42\u3001\u514d\u8d39\u6a21\u5f0f\u3001\u8bb8\u53ef\u3001\u5fe0\u8bda\u5ea6\u5956\u52b1\u7b49\u3002<\/li>\n<li>\u8bb8\u591a\u514d\u8d39\u7f51\u7edc\u5185\u5bb9\u7684\u521b\u4f5c\u8005\u4f9d\u8d56\u641c\u7d22\u5f15\u64ce\u7684\u5f15\u8350\u6d41\u91cf\u6765\u652f\u6301\u4ed6\u4eec\u7684\u52aa\u529b\u3002<\/li>\n<li>\u60b2\u89c2\u89c2\u70b9\uff1a\u76f4\u63a5\u7b54\u6848\u51cf\u5c11\u4e86\u5185\u5bb9\u63d0\u4f9b\u8005\u7684\u5f15\u8350\u6d41\u91cf\uff0c\u5f71\u54cd\u4e86\u4ed6\u4eec\u7684\u76c8\u5229\u80fd\u529b\u3002<\/li>\n<li>\u4e50\u89c2\u89c2\u70b9\uff1a\u76f4\u63a5\u7b54\u6848\u4e2d\u7684\u5f52\u56e0\u4f1a\u5bfc\u81f4\u66f4\u9ad8\u8d28\u91cf\u7684\u5f15\u8350\uff0c\u603b\u4f53\u4e0a\u66f4\u6709\u4ef7\u503c\u3002<\/li>\n<li>\u73b0\u5b9e\u89c2\u70b9\uff1a\u9884\u8ba1\u4f1a\u6709\u5404\u79cd\u591a\u6837\u7684\u5546\u4e1a\u6a21\u5f0f\u548c\u6536\u5165\u6765\u6e90\u3002<\/li>\n<\/ul>\n<p>\u8bb8\u591a\u5185\u5bb9\u521b\u4f5c\u8005\u91c7\u7528\u4e00\u79cd\u53eb\u505a\u201c\u5185\u5bb9\u6346\u7ed1\u201d\u7684\u7b56\u7565\uff1a\u4ed6\u4eec\u901a\u8fc7\u63d0\u4f9b\u5bf9\u7528\u6237\u6709\u7528\u7684\u5185\u5bb9\u6765\u5438\u5f15\u7528\u6237\u8bbf\u95ee\u4ed6\u4eec\u7684\u7f51\u7ad9\uff0c\u540c\u65f6\u4e5f\u5728\u6b64\u8fc7\u7a0b\u4e2d\u4e3a\u81ea\u5df1\u63d0\u4f9b\u6709\u76ca\u7684\u5185\u5bb9\uff0c\u6bd4\u5982\u5e7f\u544a\u3001\u4ea7\u54c1\u63a8\u5e7f\u3001\u7535\u5b50\u5546\u52a1\u5408\u4f5c\u94fe\u63a5\u3001\u52df\u6350\u8bf7\u6c42\u3001\u514d\u8d39\u4e0e\u9ad8\u7ea7\u5185\u5bb9\u6df7\u5408\u7b49\u591a\u79cd\u65b9\u5f0f\u3002<\/p>\n<p>\u6b63\u5982\u524d\u9762\u63d0\u5230\u7684\uff0c\u5982\u679c\u641c\u7d22\u5f15\u64ce\u76f4\u63a5\u56de\u7b54\u66f4\u591a\u95ee\u9898\uff0c\u8fd9\u5c06\u51cf\u5c11\u7528\u6237\u901a\u8fc7\u641c\u7d22\u5f15\u64ce\u8bbf\u95ee\u5185\u5bb9\u521b\u4f5c\u8005\u7f51\u7ad9\u7684\u673a\u4f1a\u3002\u5982\u679c\u88ab\u5207\u65ad\u7684\u6d41\u91cf\u4e3b\u8981\u662f\u8d28\u91cf\u8f83\u4f4e\u7684\uff0c\u4e5f\u5c31\u662f\u4e0d\u592a\u53ef\u80fd\u5bf9\u7f51\u7ad9\u4e0a\u7684\u6346\u7ed1\u5185\u5bb9\u4ea7\u751f\u5174\u8da3\u7684\u7528\u6237\uff0c\u90a3\u95ee\u9898\u5c31\u4e0d\u592a\u5927\u3002\u5b9e\u9645\u4e0a\uff0c\u5982\u679c\u641c\u7d22\u5f15\u64ce\u80fd\u591f\u63d0\u4f9b\u66f4\u76f8\u5173\u7684\u5f15\u8350\uff0c\u90a3\u4e48\u6574\u4f53\u6d41\u91cf\u7684\u4ef7\u503c\u53ef\u80fd\u4f1a\u589e\u52a0\u3002<\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u6211\u8ba4\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u5c06\u8d8a\u6765\u8d8a\u591a\u5730\u4f9d\u8d56\u591a\u79cd\u6536\u5165\u6765\u6e90\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5e7f\u544a\u6536\u5165\u3002\u5173\u4e8e\u8fd9\u4e2a\u4e3b\u9898\u7684\u5b66\u672f\u7814\u7a76\u6709\u9650\uff0c\u6211\u8ba4\u4e3a\u8fd9\u662f\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u673a\u4f1a\uff0c\u56e0\u4e3a\u5728\u8fd9\u4e2a\u9886\u57df\u6709\u8bb8\u591a\u6709\u8da3\u7684\u6280\u672f\u95ee\u9898\u7b49\u5f85\u89e3\u51b3\u3002<\/p>\n<p><a name=\"user-content-5f207e98\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h2 data-id=\"heading-35\">\u66f4\u597d\u7684\u652f\u6301\u51b3\u7b56\u8fc7\u7a0b<\/h2>\n<ul>\n<li>\u66f4\u597d\u5730\u652f\u6301\u8d2d\u4e70\u6d41\u7a0b\u7684\u793a\u4f8b\uff1a\u4ea7\u54c1\u6bd4\u8f83<\/li>\n<li>\u4e86\u89e3\u4ea7\u54c1\u7c7b\u522b\u4e2d\u7684\u6709\u8da3\u7279\u6027<\/li>\n<li>\u4e3a\u6bcf\u4e2a\u4ea7\u54c1\u63d0\u53d6\u7279\u6027\u503c<\/li>\n<li>\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u4e00\u5bf9\u4ea7\u54c1\uff0c\u5bf9\u6bd4\u6700\u76f8\u5173\u7684\u7279\u6027<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u63d0\u5347\u641c\u7d22\u5f15\u64ce\u5bf9\u7528\u6237\u548c\u6574\u4e2a\u7f51\u7edc\u73af\u5883\u7684\u4ef7\u503c\uff0c\u5efa\u8bae\u4e0d\u4ec5\u4ec5\u5173\u6ce8\u89e3\u51b3\u5355\u4e00\u95ee\u9898\uff0c\u800c\u5e94\u8be5\u5168\u9762\u8003\u8651\u7528\u6237\u5728\u5bfb\u627e\u4fe1\u606f\u65f6\u7684\u6574\u4e2a\u8fc7\u7a0b\u3002\u4ee5\u4ea7\u54c1\u6bd4\u8f83\u4e3a\u4f8b\uff0c\u7528\u6237\u901a\u5e38\u4f1a\u5728\u591a\u4e2a\u65b9\u9762\u5bf9\u4e0d\u540c\u9009\u9879\u8fdb\u884c\u5bf9\u6bd4\uff0c\u8fd9\u4e9b\u9009\u9879\u53ef\u80fd\u662f\u5404\u79cd\u4ea7\u54c1\u3001\u670d\u52a1\uff0c\u751a\u81f3\u662f\u653f\u6cbb\u9009\u9879\u7b49\u3002<\/p>\n<p>\u4e3a\u4e86\u66f4\u597d\u5730\u6ee1\u8db3\u8fd9\u4e00\u9700\u6c42\uff0c\u5f00\u53d1\u4e86\u4e00\u4e2a\u540d\u4e3a\u201cSTRUM\u201d\u7684\u539f\u578b\u7cfb\u7edf\u3002\u8fd9\u4e2a\u7cfb\u7edf\u80fd\u81ea\u52a8\u627e\u51fa\u67d0\u4e00\u4ea7\u54c1\u7c7b\u522b\u4e2d\u7528\u6237\u5173\u5fc3\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u5e76\u4ece\u5404\u79cd\u4fe1\u606f\u6e90\u4e2d\u63d0\u53d6\u8fd9\u4e9b\u65b9\u9762\u7684\u5177\u4f53\u4fe1\u606f\u3002\u6700\u7ec8\uff0c\u7cfb\u7edf\u4f1a\u7a81\u51fa\u663e\u793a\u90a3\u4e9b\u5728\u4e24\u4e2a\u4e0d\u540c\u9009\u9879\u4e4b\u95f4\u6709\u663e\u8457\u5dee\u5f02\u7684\u65b9\u9762\uff0c\u4ee5\u5e2e\u52a9\u7528\u6237\u505a\u51fa\u66f4\u52a0\u5168\u9762\u548c\u660e\u667a\u7684\u51b3\u7b56\u3002<\/p>\n<p>\u8fd9\u53ea\u662f\u4e00\u4e2a\u4f8b\u5b50\uff0c\u4f46\u5b83\u5c55\u793a\u4e86\u5982\u4f55\u53ef\u4ee5\u901a\u8fc7\u6df1\u5165\u5730\u652f\u6301\u7528\u6237\u5728\u4e00\u4e2a\u53ef\u80fd\u4f1a\u6301\u7eed\u4e00\u6bb5\u65f6\u95f4\u5e76\u6700\u7ec8\u53ef\u80fd\u5bfc\u81f4\u5b9e\u9645\u4ea4\u6613\u7684\u4fe1\u606f\u5bfb\u6c42\u8fc7\u7a0b\u4e2d\uff0c\u6765\u589e\u52a0\u641c\u7d22\u5f15\u64ce\u7684\u4ef7\u503c\u3002<\/p>\n<p><a name=\"user-content-25f9c7fa\" title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h1 data-id=\"heading-36\">\u603b\u7ed3<\/h1>\n<ol>\n<li>\u76f4\u63a5\u56de\u7b54\u964d\u4f4e\u4e86\u4fe1\u606f\u68c0\u7d22\u7684Delphic\u6210\u672c\uff1a\u901a\u8fc7\u4f7f\u7528\u751f\u6210\u6a21\u578b\u548c\u4fe1\u606f\u878d\u5408\uff0c\u7cfb\u7edf\u80fd\u591f\u66f4\u76f4\u63a5\u3001\u66f4\u51c6\u786e\u5730\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\uff0c\u4ece\u800c\u964d\u4f4e\u4e86\u7528\u6237\u5728\u5bfb\u627e\u4fe1\u606f\u65f6\u7684\u6210\u672c\u548c\u590d\u6742\u6027\u3002<\/li>\n<li>\u56de\u7b54\u5b9a\u4f4d\u548c\u6765\u6e90\u5f52\u56e0\uff1a\u7cfb\u7edf\u4e0d\u4ec5\u80fd\u751f\u6210\u7b54\u6848\uff0c\u8fd8\u80fd\u51c6\u786e\u5730\u6307\u51fa\u7b54\u6848\u6765\u81ea\u54ea\u91cc\uff0c\u8fd9\u5bf9\u4e8e\u7528\u6237\u4fe1\u4efb\u548c\u9a8c\u8bc1\u4fe1\u606f\u975e\u5e38\u91cd\u8981\u3002<\/li>\n<li>\u7cfb\u7edf\u5c06\u53d8\u5f97\u66f4\u52a0\u6709\u72b6\u6001\uff1a\u672a\u6765\u7684\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf\u5c06\u80fd\u8bb0\u4f4f\u7528\u6237\u7684\u8fc7\u53bb\u4e92\u52a8\uff0c\u5e76\u53ef\u80fd\u4f7f\u7528\u8fd9\u4e9b\u4fe1\u606f\u6765\u63d0\u4f9b\u66f4\u4e2a\u6027\u5316\u7684\u670d\u52a1\u3002<\/li>\n<li>\u4f20\u7edf\u4fe1\u606f\u68c0\u7d22\u7684\u91cd\u8981\u6027\uff1a\u5c3d\u7ba1\u6709\u4e86\u65b0\u7684\u6280\u672f\u548c\u65b9\u6cd5\uff0c\u4f20\u7edf\u7684\u4fe1\u606f\u68c0\u7d22\u6280\u672f\uff08\u5982\u7d22\u5f15\u548c\u8bed\u4e49\u68c0\u7d22\uff09\u4ecd\u7136\u975e\u5e38\u91cd\u8981\uff0c\u5e76\u4e14\u5728\u67d0\u4e9b\u65b9\u9762\u8fd8\u6709\u5f88\u591a\u672a\u89e3\u51b3\u7684\u95ee\u9898\u548c\u65b0\u7684\u7814\u7a76\u673a\u4f1a\u3002<\/li>\n<\/ol>\n<p>\u9996\u5148\uff0c\u4fe1\u606f\u68c0\u7d22\u7814\u7a76\u7684\u5f88\u5927\u4e00\u90e8\u5206\u90fd\u96c6\u4e2d\u5728\u964d\u4f4e\u4fe1\u606f\u5bfb\u6c42\u8fc7\u7a0b\u7684Delphic\u6210\u672c\u4e0a\u3002\u76f4\u63a5\u56de\u7b54\u80fd\u964d\u4f4eDelphic\u6210\u672c\uff0c\u800c\u751f\u6210\u6a21\u578b\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u6211\u4eec\u63d0\u4f9b\u76f4\u63a5\u56de\u7b54\u7684\u80fd\u529b\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f7f\u6211\u4eec\u80fd\u591f\u5c06\u6765\u81ea\u591a\u4e2a\u6e90\u6587\u6863\u7684\u4fe1\u606f\u878d\u5408\u6210\u4e00\u4e2a\u5355\u4e00\u7684\u7b54\u6848\u3002\n\u5176\u6b21\uff0c\u6211\u4eec\u5728\u56de\u7b54\u5b9a\u4f4d\u548c\u6765\u6e90\u5f52\u56e0\u65b9\u9762\u53d6\u5f97\u4e86\u5f88\u5927\u8fdb\u5c55\uff0c\u76f8\u5e94\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e5f\u6b63\u5728\u51fa\u73b0\uff0c\u4ee5\u8861\u91cf\u8fd9\u4e9b\u65b9\u9762\u7684\u8fdb\u5c55\u3002\u7b2c\u4e09\uff0c\u4ece\u95ee\u9898\u56de\u7b54\u7cfb\u7edf\u7684\u672a\u6765\u6765\u770b\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u5c06\u53d8\u5f97\u66f4\u52a0\u6709\u72b6\u6001\u3002\u5b83\u4eec\u5c06\u652f\u6301\u591a\u8f6e\u4e92\u52a8\uff0c\u652f\u6301\u60a8\u5728\u957f\u671f\u7684\u65c5\u7a0b\u4e2d\uff0c\u5e76\u4e14\u80fd\u591f\u4e0e\u5176\u4ed6\u7cfb\u7edf\u8fdb\u884c\u4e92\u52a8\u2014\u2014\u65e0\u8bba\u662f\u7b2c\u4e00\u65b9\u8fd8\u662f\u7b2c\u4e09\u65b9\u7cfb\u7edf\u3002\n\u6700\u540e\uff0c\u4e5f\u662f\u6700\u91cd\u8981\u7684\u4e00\u70b9\uff0c\u4f20\u7edf\u4fe1\u606f\u68c0\u7d22\u5e76\u6ca1\u6709\u6b7b\uff01\u751f\u6210\u7cfb\u7edf\u5c06\u7ee7\u7eed\u4f9d\u8d56\u5916\u90e8\u5b58\u50a8\uff0c\u5305\u62ec\u4f20\u7edf\u548c\u795e\u7ecf\u68c0\u7d22\u7cfb\u7edf\u3002\u8bed\u4e49\u68c0\u7d22\u662f\u4e00\u4e2a\u5145\u6ee1\u6d3b\u529b\u7684\u7814\u7a76\u9886\u57df\uff0c\u6709\u5f88\u591a\u5c1a\u672a\u89e3\u51b3\u7684\u7814\u7a76\u95ee\u9898\u3002\u8bb8\u591a\u4f20\u7edf\u7684\u4fe1\u606f\u68c0\u7d22\u95ee\u9898\u5e94\u8be5\u91cd\u65b0\u5ba1\u89c6\uff0c\u7279\u522b\u662f\u8003\u8651\u5230\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3002\u4f8b\u5982\uff0c\u68c0\u7d22\u589e\u5f3a\u7cfb\u7edf\u66f4\u591a\u5730\u4ece\u591a\u6837\u6027\u7684\u7ed3\u679c\u96c6\u4e2d\u53d7\u76ca\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u7cbe\u5ea6\u4e3a1\u7684\u7ed3\u679c\u3002\u540c\u6837\uff0c\u6bb5\u843d\u63d0\u53d6\u73b0\u5728\u7528\u4e8e\u63d0\u4f9b\u6700\u6709\u7528\u7684\u63d0\u793a\uff0c\u800c\u4e0d\u662f\u8ba9\u7528\u6237\u5feb\u901f\u8df3\u8fc7\u4e0d\u76f8\u5173\u7684\u7ed3\u679c\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u4ec0\u4e48\u662f\u95ee\u7b54\u7cfb\u7edf\uff08Question Answering Systems\uff09 Question Answering Systems\uff08\u95ee\u7b54\u7cfb\u7edf\uff09\u662f\u4e00\u7c7b\u8ba1\u7b97\u673a\u7cfb\u7edf\uff0c\u4e13\u95e8\u8bbe\u8ba1\u7528\u6765\u56de\u7b54\u7528\u6237\u63d0\u51fa\u7684\u7279\u5b9a\u95ee\u9898\u3002<\/p>\n","protected":false},"author":1,"featured_media":9105,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","views":"21","footnotes":""},"categories":[3],"tags":[126,127,128,129,136],"collection":[],"class_list":["post-1490","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-gpt","tag-ai","tag-128","tag-129","tag-136"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1490","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1490"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1490\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/9105"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1490"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1490"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1490"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1490"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}