{"id":34736,"date":"2024-12-12T00:57:37","date_gmt":"2024-12-11T16:57:37","guid":{"rendered":"https:\/\/17aitech.com\/?p=34736"},"modified":"2024-12-12T00:57:37","modified_gmt":"2024-12-11T16:57:37","slug":"%e5%8f%aa%e9%9c%80%e4%b8%a4%e6%ad%a5%ef%bc%8c%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%99%ba%e8%83%bd%e4%bd%93%e7%a4%be%e5%8c%ba%e7%9b%b8%e4%bf%a1%e4%bd%a0%e6%98%af%e7%a7%a6%e5%a7%8b%e7%9a%87","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34736","title":{"rendered":"\u53ea\u9700\u4e24\u6b65\uff0c\u8ba9\u5927\u6a21\u578b\u667a\u80fd\u4f53\u793e\u533a\u76f8\u4fe1\u4f60\u662f\u79e6\u59cb\u7687"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-25-4\" target=\"_blank\">\u53ea\u9700\u4e24\u6b65\uff0c\u8ba9\u5927\u6a21\u578b\u667a\u80fd\u4f53\u793e\u533a\u76f8\u4fe1\u4f60\u662f\u79e6\u59cb\u7687<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-56aeadea73a9ff1563771fb6fe73ba0c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-56aeadea73a9ff1563771fb6fe73ba0c.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u6587\u7531\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u4e0e\u767e\u5ddd\u667a\u80fd\u5171\u540c\u5b8c\u6210\uff0c\u7b2c\u4e00\u4f5c\u8005\u97a0\u5929\u6770\u662f\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u4e09\u5e74\u7ea7\u535a\u58eb\u751f\u3002\u4ed6\u7684\u7814\u7a76\u65b9\u5411\u662f\u5927\u6a21\u578b\u4e0e\u667a\u80fd\u4f53\u5b89\u5168\u3002<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-910b3b15f188837afd382477ff3ad0a8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-910b3b15f188837afd382477ff3ad0a8.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2407.07791<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\uff1ahttps:\/\/github.com\/Jometeorie\/KnowledgeSpread<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u7814\u7a76\u80cc\u666f<\/strong><\/section>\n<section><\/section>\n<section>\u5c31\u5728\u53bb\u5e74\uff0c\u7531\u65af\u5766\u798f\u5927\u5b66\u548c\u8c37\u6b4c\u7684\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u7684\u201cAI\u5c0f\u9547\u201d\u4e00\u4e3e\u5f15\u7206\u4e86<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u793e\u533a\uff0c\u6210\u4e3a\u5404\u5927\u5a92\u4f53\u4e89\u76f8\u62a5\u9053\u7684\u70ed\u70b9\u3002\u4ed6\u4eec\u8ba9\u591a\u4e2a\u57fa\u4e8e\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLMs\uff09\u7684\u667a\u80fd\u4f53\u626e\u6f14\u4e0d\u540c\u7684\u8eab\u4efd\u548c\u89d2\u8272\u5728\u865a\u62df\u5c0f\u9547\u4e0a\u5de5\u4f5c\u548c\u751f\u6d3b\uff0c\u5c06\u300a\u897f\u90e8\u4e16\u754c\u300b\u4e2d\u7684\u79d1\u5e7b\u573a\u666f\u7167\u8fdb\u4e86\u73b0\u5b9e\u4e2d\u3002\u5728\u8fd9\u4e4b\u540e\uff0c\u5404\u79cd\u57fa\u4e8eLLM\u7684<mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u8fc5\u901f\u6d8c\u73b0\uff0c\u4ece\u533b\u7597\u8bca\u65ad\u5230\u8f6f\u4ef6\u5f00\u53d1\uff0c\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u534f\u4f5c\u548c\u77e5\u8bc6\u5171\u4eab\u5c55\u73b0\u4e86\u5de8\u5927\u7684\u6f5c\u529b\u3002\u4e00\u4e9b\u5e73\u53f0\u5f00\u59cb\u5141\u8bb8\u8ba9\u7b2c\u4e09\u65b9\u7528\u6237\u90e8\u7f72\u4e2a\u6027\u5316\u7684\u667a\u80fd\u4f53\u6765\u4e30\u5bcc\u793e\u533a\uff0c\u4f8b\u5982\u5fae\u8f6f\u63a8\u51fa\u7684Azure\u673a\u5668\u4eba\u670d\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5c3d\u7ba1\u5e73\u53f0\u672c\u8eab\u662f\u5b89\u5168\u7684\uff0c\u5373\u4e0d\u5b58\u5728\u6076\u610f\u64cd\u7eb5\u7cfb\u7edf\u63d0\u793a\u7684\u53ef\u80fd\uff0c\u4f46\u90e8\u7f72\u667a\u80fd\u4f53\u7684\u7b2c\u4e09\u65b9\u7528\u6237\u7684\u76ee\u7684\u5374\u662f\u591a\u6837\u5316\u7684\u3002\u5982\u679c\u5b58\u5728\u6076\u610f\u653b\u51fb\u8005\u5411\u667a\u80fd\u4f53\u4e2d\u690d\u5165\u64cd\u63a7\u6027\u77e5\u8bc6\uff0c\u667a\u80fd\u4f53\u793e\u533a\u80fd\u5426\u62b5\u5fa1\u8fd9\u4e00\u5b89\u5168\u5a01\u80c1\uff0c\u5e76\u575a\u4fe1\u81ea\u5df1\u6b63\u786e\u7684\u77e5\u8bc6\u8ba4\u77e5\u5462\uff1f\u4f8b\u5982\uff0c\u56fe\u4e00\u5c55\u793a\u4e86\u4e00\u4e2a\u591a\u667a\u80fd\u4f53\u8054\u5408\u4f1a\u8bca\u7684\u573a\u666f\u3002\u5982\u679c\u653b\u51fb\u8005\u7be1\u6539\u4e86\u67d0\u4e2a\u667a\u80fd\u4f53\u4e2d\u4e0e\u4efb\u52a1\u76f8\u5173\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u77e5\u8bc6\u5e76\u5c06\u5176\u90e8\u7f72\u5230\u591a\u667a\u80fd\u4f53\u793e\u533a\u4e2d\uff0c\u90a3\u4e48\u5b83\u5c31\u6709\u53ef\u80fd\u5728\u793e\u533a\u4e2d\u6563\u64ad\u7f16\u9020\u7684\u77e5\u8bc6\uff0c\u4f7f\u5176\u5b83\u667a\u80fd\u4f53\u76f8\u4fe1\u5b83\u7684\u89c2\u70b9\uff0c\u6700\u7ec8\u5bfc\u81f4\u8054\u5408\u4f1a\u8bca\u7684\u5931\u8d25\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-448acf5ce288e013a96a6062ab7839d4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-448acf5ce288e013a96a6062ab7839d4.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe1 \u57fa\u4e8eLLM\u7684\u591a\u667a\u80fd\u4f53\u793e\u533a\u4e2d\u7684\u7f16\u9020\u77e5\u8bc6\u4f20\u64ad\u5f15\u8d77\u7684\u98ce\u9669<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u7814\u7a76\u5185\u5bb9<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u7cfb\u7edf\u6027\u5730\u5206\u6790\u8fd9\u4e00\u573a\u666f\u6f5c\u5728\u7684\u98ce\u9669\u7a0b\u5ea6\uff0c\u672c\u6587\u6784\u5efa\u4e86\u4e00\u4e2a\u7cfb\u7edf\u6027\u7684\u6a21\u62df\u73af\u5883\u7528\u4e8e\u6a21\u62df\u7531\u4e0d\u540c\u7684\u7b2c\u4e09\u65b9\u7528\u6237\u90e8\u7f72\u7684<mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u3002\u8be5\u4eff\u771f\u73af\u5883\u7cbe\u786e\u53cd\u6620\u4e86\u73b0\u5b9e\u4e16\u754c\u4e2d<mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u5728\u4e00\u4e2a\u53ef\u4fe1\u5e73\u53f0\u4e0a\u7684\u90e8\u7f72\u60c5\u51b5\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u7531\u4e0d\u540c\u7684\u7b2c\u4e09\u65b9\u7528\u6237\u5f15\u5165\uff0c\u5e76\u88ab\u5206\u914d\u4e86\u5177\u4f53\u7684\u89d2\u8272\u548c\u5c5e\u6027\uff0c\u4ee5\u786e\u4fdd\u4ea4\u4e92\u7684\u591a\u6837\u6027\u548c\u771f\u5b9e\u6027\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\u7684\u653b\u51fb\u76ee\u6807\u5982\u56fe2\u6240\u793a\uff0c\u653b\u51fb\u8005\u901a\u8fc7\u64cd\u7eb5\u67d0\u4e2a\u667a\u80fd\u4f53\u7684\u4e2d\u95f4<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u4f7f\u5176\u5728\u6ca1\u6709\u663e\u5f0f\u63d0\u793a\u7684\u60c5\u51b5\u4e0b\u80fd\u591f\u81ea\u4e3b\u5728\u793e\u533a\u4e2d\u4f20\u64ad\u88ab\u64cd\u7eb5\u7684\u77e5\u8bc6\uff0c\u53c8\u80fd\u8868\u73b0\u5f97\u4e0e\u826f\u6027\u667a\u80fd\u4f53\u65e0\u5f02\u3002\u6b64\u5916\uff0c\u793e\u533a\u4e2d\u7684\u4e00\u4e9b\u826f\u6027\u667a\u80fd\u4f53\u53ef\u80fd\u4f1a\u7528\u65b0\u5174\u7684\u68c0\u7d22\u589e<mark data-type=\"institutions\" data-id=\"6dcd60d7-34f7-4702-b719-5178a4bc83ef\">\u5f3a\u751f<\/mark>\u6210\uff08RAG\uff09\u5de5\u5177\u7f16\u7801\u667a\u80fd\u4f53\u95f4\u7684\u804a\u5929\u8bb0\u5f55\u6765\u63d0\u5347\u81ea\u8eab\u7684\u80fd\u529b\uff0c\u8fd9\u4e9b\u88ab\u690d\u5165\u7f16\u9020\u77e5\u8bc6\u7684RAG\u5de5\u5177\u6709\u53ef\u80fd\u5f71\u54cd\u5230\u8c03\u7528\u5b83\u7684\u5176\u5b83\u667a\u80fd\u4f53\uff0c\u9020\u6210\u66f4\u5e7f\u6cdb\u7684\u4f20\u64ad\u548c\u5371\u5bb3\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-70b89a7cfa6de227dcab8ec5ceb90b28.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-70b89a7cfa6de227dcab8ec5ceb90b28.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe2 \u653b\u51fb\u8005\u64cd\u7eb5\u77e5\u8bc6\u4f20\u64ad\u7684\u573a\u666f\u548c\u65b9\u6cd5<\/sup><\/em><\/section>\n<p>\u672c\u6587\u9996\u5148\u9488\u5bf9LLM\u5904\u7406\u4e16\u754c\u77e5\u8bc6\u56fa\u6709\u7f3a\u9677\u7684\u76f4\u89c9\u8ba4\u8bc6\uff0c\u63d0\u51fa\u4e86\u653b\u51fb\u65b9\u6cd5\u7684\u8bbe\u8ba1\u5047\u8bbe\u3002\u5bf9\u4e8e\u826f\u6027\u667a\u80fd\u4f53\uff0c\u8fc7\u5ea6\u7684\u5bf9\u9f50\u673a\u5236\u4f7f\u5f97\u5b83\u4eec\u66f4\u503e\u5411\u4e8e\u76f8\u4fe1\u522b\u4eba\u7684\u770b\u6cd5\uff0c\u5c24\u5176\u662f\u5f53\u4ed6\u4eba\u7684\u5bf9\u8bdd\u4e2d\u5305\u542b\u4e86\u5927\u91cf\u4e0e\u67d0\u4e00\u77e5\u8bc6\u76f8\u5173\u7684\u770b\u4f3c\u5408\u7406\u7684\u8bc1\u636e\uff0c\u5373\u4f7f\u8fd9\u4e9b\u8bc1\u636e\u90fd\u662f\u7f16\u9020\u7684\uff1b\u800c\u5bf9\u4e8e\u53d7\u653b\u51fb\u8005\u64cd\u7eb5\u7684\u667a\u80fd\u4f53\uff0c\u5b83\u4eec\u53c8\u5177\u5907\u8db3\u591f\u7684\u80fd\u529b\u4e3a\u4efb\u4f55\u77e5\u8bc6\u751f\u6210\u5404\u79cd\u770b\u4f3c\u5408\u7406\u7684\u8bc1\u636e\u6765\u8bf4\u670d\u522b\u4eba\uff0c\u5373\u4f7f\u8fd9\u4e9b\u8bc1\u636e\u662f\u901a\u8fc7\u5e7b\u89c9\u751f\u6210\u7684\u3002\u8fd9\u4e9b\u5bf9\u4e16\u754c\u77e5\u8bc6\u8ba4\u77e5\u7684\u8106\u5f31\u6027\u4f7f\u5f97\u667a\u80fd\u4f53\u95f4\u81ea\u4e3b\u5730\u4f20\u64ad\u64cd\u7eb5\u7684\u77e5\u8bc6\u6210\u4e3a\u4e86\u53ef\u80fd\u3002<\/p>\n<p>\u57fa\u4e8e\u4ee5\u4e0a\u5bf9LLM\u76f4\u89c9\u4e0a\u7684\u8ba4\u77e5\u6240\u63d0\u51fa\u7684\u5047\u8bbe\uff0c\u672c\u6587\u8bbe\u8ba1\u4e86\u4e00\u79cd\u4e24\u9636\u6bb5\u7684\u653b\u51fb\u65b9\u5f0f\u7528\u4e8e\u5b9e\u73b0\u64cd\u7eb5\u77e5\u8bc6\u7684\u81ea\u4e3b\u4f20\u64ad\u3002\u7b2c\u4e00\u9636\u6bb5\u4e3a\u8bf4\u670d\u6027\u690d\u5165\uff0c\u672c\u6587\u4f7f\u7528\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08DPO\uff09\u7b97\u6cd5\u6765\u8c03\u6574\u667a\u80fd\u4f53\u7684\u56de\u590d\u503e\u5411\uff0c\u4f7f\u5176\u66f4\u503e\u5411\u4e8e\u751f\u6210\u5305\u542b\u8be6\u7ec6\u8bc1\u636e\u7684\u8bf4\u670d\u6027\u56de\u7b54\uff0c\u5373\u4f7f\u8fd9\u4e9b\u8bc1\u636e\u662f\u634f\u9020\u7684\u3002\u5177\u4f53\u6d41\u7a0b\u5982\u56fe3\u6240\u793a\uff0c\u653b\u51fb\u8005\u8981\u6c42\u667a\u80fd\u4f53\u9488\u5bf9\u5404\u79cd\u95ee\u9898\u7ed9\u51fa\u4e24\u79cd\u4e0d\u540c\u504f\u597d\u7684\u7b54\u6848\uff0c\u4e00\u79cd\u662f\u5305\u542b\u5927\u91cf\u8be6\u7ec6\u8bc1\u636e\u7684\u56de\u7b54\uff0c\u53e6\u4e00\u79cd\u662f\u5c3d\u53ef\u80fd\u7b80\u5355\u7684\u56de\u7b54\u3002\u901a\u8fc7\u9009\u62e9\u5305\u542b\u8be6\u7ec6\u8bc1\u636e\u7684\u56de\u7b54\u4f5c\u4e3a\u504f\u597d\u7684\u8f93\u51fa\uff0c\u6784\u5efa\u8bad\u7ec3\u6570\u636e\u96c6\u8fdb\u884c\u8bf4\u670d\u6027\u690d\u5165\u8bad\u7ec3\u3002\u6b64\u5916\uff0c\u672c\u6587\u4f7f\u7528\u4f4e\u79e9\u81ea\u9002\u5e94\uff08LoRA\uff09\u8fdb\u884c\u9ad8\u6548\u5fae\u8c03\uff0c\u4ece\u800c\u5728\u4e0d\u5f71\u54cd\u667a\u80fd\u4f53\u57fa\u672c\u80fd\u529b\u7684\u60c5\u51b5\u4e0b\u663e\u8457\u589e\u5f3a\u5176\u8bf4\u670d\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-44883bd677e23412e7b5319c7a332fd4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-44883bd677e23412e7b5319c7a332fd4.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe3 \u7b2c\u4e00\u9636\u6bb5\u653b\u51fb\uff1a\u8bf4\u670d\u6027\u690d\u5165\u7684\u57fa\u672c\u6d41\u7a0b<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u7b2c\u4e8c\u9636\u6bb5\u4e3a\u7f16\u9020\u77e5\u8bc6\u690d\u5165\uff08\u5982\u56fe4\u6240\u793a\uff09\u3002\u8fd9\u4e00\u9636\u6bb5\u7684\u76ee\u6807\u662f\u901a\u8fc7\u4fee\u6539\u667a\u80fd\u4f53\u6a21\u578b\u4e2d\u7684\u7279\u5b9a<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u4f7f\u5176\u5bf9\u7279\u5b9a\u7684\u77e5\u8bc6\u4ea7\u751f\u8bef\u89e3\uff0c\u5e76\u5728\u540e\u7eed\u7684\u4ea4\u4e92\u4e2d\u65e0\u610f\u8bc6\u5730\u4f20\u64ad\u8fd9\u4e9b\u7be1\u6539\u540e\u7684\u77e5\u8bc6\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u653b\u51fb\u8005\u91c7\u7528\u79e9\u4e00\u6a21\u578b\u7f16\u8f91\uff08ROME\uff09\u7b97\u6cd5\u5b9e\u73b0\u64cd\u7eb5\u77e5\u8bc6\u7684\u690d\u5165\u3002\u8be5\u65b9\u6cd5\u5c06\u667a\u80fd\u4f53Transformer\u6a21\u578b\u7684\u53cc\u5c42<mark data-type=\"tech_methods\" data-id=\"bdf1ccff-fee9-40a5-9c69-76d2483d12d3\">\u524d\u9988\u795e\u7ecf\u7f51\u7edc<\/mark>\uff08FFN\uff09\u5c42\u89c6\u4e3a\u4e09\u5143\u7ec4\u77e5\u8bc6\u7684\u4e3b\u4f53\u548c\u5ba2\u4f53\u95f4\u7684\u952e\u503c<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\uff0c\u901a\u8fc7\u4fee\u6539\u8fd9\u4e9b\u952e\u503c<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\u6765\u7be1\u6539\u667a\u80fd\u4f53\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u77e5\u8bc6\u3002\u8fd9\u79cd\u7f16\u8f91\u65b9\u6cd5\u53ef\u4ee5\u5728\u65e0\u5916\u90e8\u63d0\u793a\u7684\u57fa\u7840\u4e0a\u6539\u53d8\u667a\u80fd\u4f53\u5bf9\u7279\u5b9a\u77e5\u8bc6\u7684\u8ba4\u77e5\uff0c\u751a\u81f3\u4e8e\u88ab\u64cd\u7eb5\u7684\u667a\u80fd\u4f53\u672c\u8eab\u90fd\u65e0\u6cd5\u610f\u8bc6\u5230\u81ea\u5df1\u5bf9\u7279\u5b9a\u77e5\u8bc6\u7684\u8ba4\u77e5\u88ab\u201c\u7be1\u6539\u201d\u4e86\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4eec\u80fd\u591f\u66f4\u597d\u5730\u5229\u7528\u81ea\u8eab\u7684\u5e7b\u89c9\u751f\u6210\u5404\u79cd\u770b\u4f3c\u5408\u7406\u7684\u8bc1\u636e\u6765\u8bf4\u670d\u793e\u533a\u4e2d\u7684\u826f\u6027\u667a\u80fd\u4f53\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f144c12eef8452d3d3110bad2d9679bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f144c12eef8452d3d3110bad2d9679bd.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe4 \u7b2c\u4e8c\u9636\u6bb5\u653b\u51fb\uff1a\u7f16\u9020\u77e5\u8bc6\u690d\u5165\u7684\u57fa\u672c\u6d41\u7a0b<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u7814\u7a76\u57fa\u4e8e\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u591a\u667a\u80fd\u4f53\u793e\u533a\u5bf9\u7f16\u9020\u77e5\u8bc6\u4f20\u64ad\u7684\u62b5\u5fa1\u80fd\u529b\uff0c\u540c\u65f6\u9a8c\u8bc1\u672c\u6587\u63d0\u51fa\u7684\u4e24\u9636\u6bb5\u653b\u51fb\u65b9\u6cd5\u7684\u6709\u6548\u6027\uff0c\u672c\u6587\u5728\u4e24\u4e2a\u6d41\u884c\u7684\u53cd\u4e8b\u5b9e\u77e5\u8bc6\u7f16\u8f91\u6570\u636e\u96c6\uff08CounterFact\uff0czsRE\uff09\u4e2d\u5206\u522b\u968f\u673a\u62bd\u53d61000\u4e2a\u5b9e\u4f8b\u8fdb\u884c\u5b9e\u9a8c\u3002\u6b64\u5916\uff0c\u672c\u6587\u8fd8\u5229\u7528GPT-4\u6784\u9020\u4e86\u4e24\u4e2a\u5bf9\u5e94\u7684\u6bd2\u6027\u77e5\u8bc6\u7248\u672c\uff08Toxic CounterFact\uff0cToxic zsRE\uff09\uff0c\u5b83\u4eec\u7f16\u9020\u7684\u77e5\u8bc6\u5177\u6709\u66f4\u6df1\u7684\u6b67\u89c6\u6027\u548c\u5371\u5bb3\u6027\uff0c\u53ef\u80fd\u5bf9\u793e\u533a\u9020\u6210\u66f4\u4e25\u91cd\u7684\u5371\u5bb3\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\u9996\u5148\u5728\u5355\u667a\u80fd\u4f53\u573a\u666f\u4e0b\u5bf9\u63d0\u51fa\u7684\u76f4\u89c9\u5047\u8bbe\u8fdb\u884c\u9a8c\u8bc1\uff08\u5982\u88681\u6240\u793a\uff09\u3002\u53ef\u4ee5\u53d1\u73b0\uff0c\u5982\u679c\u76f4\u63a5\u63d0\u4f9b\u7f16\u9020\u77e5\u8bc6\u7684\u7b54\u6848\uff0c\u667a\u80fd\u4f53\u5f80\u5f80\u4e0d\u4f1a\u8f7b\u6613\u76f8\u4fe1\uff0c\u653b\u51fb\u6210\u529f\u7387\u4e5f\u5f88\u4f4e\u3002\u4f46\u5982\u679c\u8981\u6c42GPT-4\u6216\u8005\u5bf9\u5e94\u7684\u667a\u80fd\u4f53\u63d0\u4f9b\u634f\u9020\u6027\u7684\u8bc1\u636e\uff0c\u90a3\u4e48\u667a\u80fd\u4f53\u76f8\u4fe1\u7f16\u9020\u77e5\u8bc6\u7684\u6210\u529f\u7387\u4f1a\u663e\u8457\u63d0\u5347\u3002\u8fd9\u8bc1\u660e\u4e86\u826f\u6027\u667a\u80fd\u4f53\u4f1a\u5f88\u5927\u7a0b\u5ea6\u5730\u53d7\u770b\u4f3c\u5408\u7406\u7684\u865a\u5047\u8bc1\u636e\u7684\u5f71\u54cd\uff0c\u6b64\u5916\uff0c\u7531\u8fd9\u4e9b\u667a\u80fd\u4f53\u672c\u8eab\u751f\u6210\u7684\u8bc1\u636e\u540c\u6837\u80fd\u591f\u8bef\u5bfc\u826f\u6027\u667a\u80fd\u4f53\uff0c\u8bf4\u660e\u4e86\u5176\u4f5c\u4e3a\u6563\u64ad\u77e5\u8bc6\u7684\u653b\u51fb\u8005\u7684\u53ef\u80fd\u6027\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ee321ed77d6a89c7011ad8099bd3d4ec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ee321ed77d6a89c7011ad8099bd3d4ec.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u88681 \u76f4\u89c9\u5047\u8bbe\u9a8c\u8bc1\u5b9e\u9a8c<\/sup><\/em><\/p>\n<p>\u63a5\u7740\u672c\u6587\u5206\u522b\u5728\u4e24\u4e2a\u53cd\u4e8b\u5b9e\u6570\u636e\u96c6\u548c\u6bd2\u6027\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u4e3b\u4f53\u5b9e\u9a8c\uff0c\u6211\u4eec\u8981\u6c425\u4e2a\u667a\u80fd\u4f53\u9488\u5bf9\u7279\u5b9a\u8bdd\u9898\u6709\u5e8f\u4ea4\u4e923\u4e2a\u8f6e\u6b21\uff0c\u5176\u4e2d\u5305\u542b1\u4e2a\u7531\u653b\u51fb\u8005\u64cd\u7eb5\u5e76\u90e8\u7f72\u7684\u667a\u80fd\u4f53\uff0c\u5bf9\u53cd\u4e8b\u5b9e\u77e5\u8bc6\u548c\u6bd2\u6027\u77e5\u8bc6\u7684\u5b9e\u9a8c\u7ed3\u679c\u5206\u522b\u5982\u88682\u548c\u88683\u6240\u793a\uff0c\u63a5\u7740\u672c\u6587\u5206\u522b\u5728\u4e24\u4e2a\u53cd\u4e8b\u5b9e\u6570\u636e\u96c6\u548c\u6bd2\u6027\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u4e3b\u4f53\u5b9e\u9a8c\uff0c\u6211\u4eec\u8981\u6c425\u4e2a\u667a\u80fd\u4f53\u9488\u5bf9\u7279\u5b9a\u8bdd\u9898\u6709\u5e8f\u4ea4\u4e923\u4e2a\u8f6e\u6b21\uff0c\u5176\u4e2d\u5305\u542b1\u4e2a\u7531\u653b\u51fb\u8005\u64cd\u7eb5\u5e76\u90e8\u7f72\u7684\u667a\u80fd\u4f53\u3002<\/p>\n<p>\u5bf9\u53cd\u4e8b\u5b9e\u77e5\u8bc6\u548c\u6bd2\u6027\u77e5\u8bc6\u7684\u5b9e\u9a8c\u7ed3\u679c\u5206\u522b\u5982\u88682\u548c\u88683\u6240\u793a\uff0c\u5176\u4e2d\uff0cacc\u8868\u793a\u667a\u80fd\u4f53\u56de\u7b54\u77e5\u8bc6\u7f16\u8f91\u63d0\u793a\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u7528\u4e8e\u8861\u91cf\u4e3b\u4f53\u4f20\u64ad\u5b9e\u9a8c\u7684\u7ed3\u679c\uff1brephrase\u8868\u793a\u667a\u80fd\u4f53\u56de\u7b54\u8bed\u4e49\u4e0a\u4e0e\u77e5\u8bc6\u7f16\u8f91\u63d0\u793a\u76f8\u540c\u95ee\u9898\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u7528\u4e8e\u8bc4\u4f30\u4f20\u64ad\u7684\u9c81\u68d2\u6027\uff1blocality\u8868\u793a\u667a\u80fd\u4f53\u56de\u7b54\u4e0e\u7f16\u8f91\u77e5\u8bc6\u65e0\u5173\u7684\u90bb\u57df\u77e5\u8bc6\u65f6\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u7528\u4e8e\u8bc4\u4f30\u7f16\u8f91\u548c\u4f20\u64ad\u7684\u526f\u4f5c\u7528\u3002<\/p>\n<p>\u53ef\u4ee5\u53d1\u73b0\uff0c\u5bf9\u4e8e\u53cd\u4e8b\u5b9e\u77e5\u8bc6\uff0c\u672c\u6587\u63d0\u51fa\u7684\u4e24\u9636\u6bb5\u4f20\u64ad\u7b56\u7565\u5177\u6709\u5f88\u9ad8\u7684\u4f20\u64ad\u6210\u529f\u7387\uff0c\u9664\u4e86LLaMA 3\u4ee5\u5916\u5747\u8fbe\u5230\u4e8640%\u4ee5\u4e0a\u7684\u6210\u529f\u7387\uff0c\u8fd9\u8bc1\u660e\u8fd9\u4e00\u573a\u666f\u6f5c\u5728\u7684\u5a01\u80c1\u6027\u3002\u800c\u5bf9\u4e8e\u6bd2\u6027\u77e5\u8bc6\uff0c\u5c3d\u7ba1\u4f20\u64ad\u6027\u80fd\u7565\u6709\u4e0b\u964d\uff0c\u4f46\u4ecd\u670910%-20%\u7684\u826f\u6027\u667a\u80fd\u4f53\u53d7\u5230\u5f71\u54cd\uff0c\u5e76\u6539\u53d8\u4e86\u5bf9\u7279\u5b9a\u77e5\u8bc6\u7684\u770b\u6cd5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-67568b5cc5d71f287d8714da5ea5e24f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-67568b5cc5d71f287d8714da5ea5e24f.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u88682 \u53cd\u4e8b\u5b9e\u77e5\u8bc6\u4f20\u64ad\u7ed3\u679c<\/sup><\/em><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-21c726bb3e425afa23dc14fddd1b454a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-21c726bb3e425afa23dc14fddd1b454a.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u88683 \u6bd2\u6027\u77e5\u8bc6\u4f20\u64ad\u7ed3\u679c<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u63a5\u7740\u672c\u6587\u5206\u6790\u4e86\u4f20\u64ad\u6210\u529f\u7387\u968f\u4ea4\u4e92\u8f6e\u6570\u7684\u53d8\u5316\uff08\u5982\u56fe5\uff0c\u56fe6\u6240\u793a\uff09\u3002\u7ed3\u679c\u8868\u660e\uff0c\u826f\u6027\u667a\u80fd\u4f53\u5bf9\u7f16\u9020\u77e5\u8bc6\u7684\u9519\u8bef\u8ba4\u77e5\u4f1a\u968f\u7740\u4ea4\u4e92\u8f6e\u6570\u9010\u6b65\u52a0\u6df1\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5d520e41d5fa64d0bc7a2c1dc5d5e4c1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5d520e41d5fa64d0bc7a2c1dc5d5e4c1.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe5 \u53cd\u4e8b\u5b9e\u77e5\u8bc6\u4f20\u64ad\u6210\u529f\u7387\u968f\u4ea4\u4e92\u8f6e\u6570\u7684\u53d8\u5316<\/sup><\/em><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5dba9b3a8126c46a3a54ddf004ac9d5a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5dba9b3a8126c46a3a54ddf004ac9d5a.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe6 \u6bd2\u6027\u77e5\u8bc6\u7684\u4f20\u64ad\u6210\u529f\u7387\u968f\u4ea4\u4e92\u8f6e\u6570\u7684\u53d8\u5316<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u526f\u4f5c\u7528\u6d4b\u8bd5\uff0c\u672c\u6587\u6d4b\u8bd5\u4e86\u690d\u5165\u4e24\u9636\u6bb5\u653b\u51fb\u7b56\u7565\u524d\u540e\u7684\u667a\u80fd\u4f53\u5728MMLU\u6807\u6746\u4e0a\u7684\u6027\u80fd\u3002\u76f8\u6bd4\u4e8e\u539f\u59cb\u667a\u80fd\u4f53\uff0c\u65e0\u8bba\u662f\u7b2c\u4e00\u9636\u6bb5\u690d\u5165\u8fd8\u662f\u7b2c\u4e8c\u9636\u6bb5\u690d\u5165\uff0c\u5bf9\u667a\u80fd\u4f53\u57fa\u7840\u8bed\u8a00\u80fd\u529b\u7684\u5f71\u54cd\u90fd\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\u3002\u8fd9\u662f\u56e0\u4e3a\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u91c7\u7528\u7684\u504f\u597d\u6570\u636e\u96c6\u6b63\u8d1f\u6837\u672c\u5747\u662f\u7531\u667a\u80fd\u4f53\u81ea\u5df1\u751f\u6210\u7684\u56de\u7b54\uff1b\u800c\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u91c7\u7528\u7684\u65b9\u6cd5\u4ec5\u5bf9\u5c40\u90e8\u5c11\u91cf<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u8fdb\u884c\u4e86\u7f16\u8f91\uff0c\u56e0\u6b64\u4e0d\u4f1a\u635f\u5bb3\u667a\u80fd\u4f53\u6027\u80fd\u3002\u8fd9\u8fdb\u4e00\u6b65\u8bf4\u660e\u4e86\u6211\u4eec\u65b9\u6cd5\u7684\u9690\u853d\u6027\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-013dbfb3338c25e1208dd4996a2707f5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-013dbfb3338c25e1208dd4996a2707f5.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u88684 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8ea863929cb65f666ccf8cf0cbe31648.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8ea863929cb65f666ccf8cf0cbe31648.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u88685 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