{"id":36749,"date":"2025-01-17T21:00:24","date_gmt":"2025-01-17T13:00:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=36749"},"modified":"2025-01-17T21:00:24","modified_gmt":"2025-01-17T13:00:24","slug":"%e9%9d%a2%e5%90%91%e4%bb%a3%e7%a0%81%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%ae%89%e5%85%a8%e6%80%a7%e7%a0%94%e7%a9%b6%e5%85%a8%e6%96%b0%e8%bf%9b%e5%b1%95%ef%bc%8c%e5%8d%97%e5%a4%a7ntu","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36749","title":{"rendered":"\u9762\u5411\u4ee3\u7801\u8bed\u8a00\u6a21\u578b\u7684\u5b89\u5168\u6027\u7814\u7a76\u5168\u65b0\u8fdb\u5c55\uff0c\u5357\u5927&amp;NTU\u8054\u5408\u53d1\u5e03\u5168\u9762\u7efc\u8ff0"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-19-2\" target=\"_blank\">\u9762\u5411\u4ee3\u7801\u8bed\u8a00\u6a21\u578b\u7684\u5b89\u5168\u6027\u7814\u7a76\u5168\u65b0\u8fdb\u5c55\uff0c\u5357\u5927&amp;NTU\u8054\u5408\u53d1\u5e03\u5168\u9762\u7efc\u8ff0<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ea2e21130167e23f0752b9ad6f49aef6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ea2e21130167e23f0752b9ad6f49aef6.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>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<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u7bc7\u7efc\u8ff0\u7684\u4f5c\u8005\u56e2\u961f\u5305\u62ec\u5357\u4eac\u5927\u5b66 iSE \u56e2\u961f\u7684\u7814\u7a76\u751f\u9648\u5b87\u741b\u3001\u845b\u4e00\u98de\u3001\u97e9\u5ef7\u65ed\u3001\u5f20\u72ac\u4fca\uff0c\u6307\u5bfc\u6559\u5e08\u623f\u6625\u8363\u526f\u6559\u6388\u3001\u9648\u632f\u5b87\u6559\u6388\u548c\u5f90\u5b9d\u6587\u6559\u6388\uff0c\u4ee5\u53ca\u6765\u81ea\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u7684\u7814\u7a76\u5458\u5b59\u4f1f\u677e\u3001\u9648\u9707\u9e4f\u548c\u5218\u6768\u6559\u6388\u3002<\/strong><\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u4ee3\u7801<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08Language Models for Code\uff0c\u7b80\u79f0 CodeLMs\uff09\u9010\u6e10\u6210\u4e3a\u63a8\u52a8\u667a\u80fd\u5316\u8f6f\u4ef6\u5f00\u53d1\u7684\u5173\u952e\u6280\u672f\uff0c\u5e94\u7528\u573a\u666f\u6db5\u76d6\u667a\u80fd\u4ee3\u7801\u751f\u6210\u4e0e\u8865\u5168\u3001\u6f0f\u6d1e\u68c0\u6d4b\u4e0e\u4fee\u590d\u7b49\u3002\u4f8b\u5982\uff0c\u57fa\u4e8e\u77e5\u540d\u4ee3\u7801<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark> Codex \u6784\u5efa\u7684 AI \u7f16\u7801\u52a9\u624b GitHub Copilot \u80fd\u591f\u5b9e\u65f6\u63d0\u4f9b\u4ee3\u7801\u5efa\u8bae\u548c\u8865\u5168\uff0c\u663e\u8457\u63d0\u5347\u4e86\u5f00\u53d1\u8005\u7684\u5de5\u4f5c\u6548\u7387\uff0c\u73b0\u5df2\u5438\u5f15\u8d85\u8fc7 100 \u4e07\u5f00\u53d1\u8005\u4f7f\u7528\u3002\u7136\u800c\uff0c\u968f\u7740 CodeLMs \u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u5404\u79cd\u5b89\u5168\u95ee\u9898\u4e5f\u9010\u6e10\u663e\u73b0\uff0c\u4e0e\u81ea\u7136<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7c7b\u4f3c\uff0cCodeLMs \u540c\u6837\u4f1a\u9762\u4e34\u540e\u95e8\u653b\u51fb\u548c\u5bf9\u6297\u653b\u51fb\u7b49\u5b89\u5168\u5a01\u80c1\uff0c\u5b89\u5168\u6027\u6b63\u53d7\u5230\u4e25\u5cfb\u6311\u6218\u3002\u4f8b\u5982\uff0c\u53d7\u653b\u51fb\u7684 CodeLMs \u53ef\u80fd\u4f1a\u751f\u6210\u5177\u6709\u9690\u85cf\u5b89\u5168\u6f0f\u6d1e\u7684\u4ee3\u7801\uff0c\u4e00\u65e6\u8fd9\u4e9b\u4e0d\u5b89\u5168\u4ee3\u7801\u88ab\u96c6\u6210\u5230\u5f00\u53d1\u8005\u7684\u8f6f\u4ef6\u7cfb\u7edf\uff08\u5982\u80a1\u7968\u4ea4\u6613\u7cfb\u7edf\u548c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\uff09\u4e2d\uff0c\u53ef\u80fd\u5bfc\u81f4\u4e25\u91cd\u7684\u8d22\u4ea7\u635f\u5931\u751a\u81f3\u5371\u53ca\u751f\u547d\u7684\u4e8b\u6545\u3002\u9274\u4e8e CodeLMs \u5bf9\u667a\u80fd\u5316\u8f6f\u4ef6\u5f00\u53d1\u548c\u667a\u80fd\u8f6f\u4ef6\u7cfb\u7edf\u7684\u6df1\u8fdc\u5f71\u54cd\uff0c\u4fdd\u969c\u5176\u5b89\u5168\u6027\u81f3\u5173\u91cd\u8981\u3002CodeLMs \u5b89\u5168\u6027\u6b63\u6210\u4e3a\u8f6f\u4ef6\u5de5\u7a0b\u3001<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u548c\u7f51\u7edc\u5b89\u5168\u9886\u57df\u7684\u7814\u7a76\u65b0\u70ed\u6f6e\u3002<\/p>\n<p>\u5357\u4eac\u5927\u5b66 iSE \u56e2\u961f\u8054\u5408\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u5171\u540c\u5bf9 67 \u7bc7 CodeLMs \u5b89\u5168\u6027\u7814\u7a76\u76f8\u5173\u6587\u732e\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u68b3\u7406\u548c\u89e3\u8bfb\uff0c\u5206\u522b\u4ece\u653b\u51fb\u548c\u9632\u5fa1\u4e24\u4e2a\u89c6\u89d2\u5168\u9762\u5c55\u73b0\u4e86 CodeLMs \u5b89\u5168\u6027\u7814\u7a76\u7684\u6700\u65b0\u8fdb\u5c55\u3002\u4ece\u653b\u51fb\u89c6\u89d2\uff0c\u8be5\u7efc\u8ff0\u603b\u7ed3\u4e86\u5bf9\u6297\u653b\u51fb\u548c\u540e\u95e8\u653b\u51fb\u7684\u4e3b\u8981\u65b9\u6cd5\u4e0e\u53d1\u5c55\u73b0\u72b6\uff1b\u4ece\u9632\u5fa1\u89c6\u89d2\uff0c\u8be5\u7efc\u8ff0\u5c55\u793a\u4e86\u5f53\u524d\u5e94\u7528\u4e8e CodeLMs \u7684<mark data-type=\"tech_tasks\" data-id=\"b5a2059a-1edd-40e7-81d8-f7997f7b3ec2\">\u5bf9\u6297\u9632\u5fa1<\/mark>\u548c\u540e\u95e8\u9632\u5fa1\u7b56\u7565\u3002\u540c\u65f6\uff0c\u8be5\u7efc\u8ff0\u56de\u987e\u4e86\u76f8\u5173\u6587\u732e\u4e2d\u5e38\u7528\u7684\u5b9e\u9a8c\u8bbe\u7f6e\uff0c\u5305\u62ec\u6570\u636e\u96c6\u3001<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3001\u8bc4\u4f30\u6307\u6807\u548c\u5b9e\u9a8c\u5de5\u5177\u7684\u53ef\u83b7\u53d6\u6027\u3002\u6700\u540e\uff0c\u8be5\u7efc\u8ff0\u5c55\u671b\u4e86 CodeLMs \u5b89\u5168\u6027\u7814\u7a76\u4e2d\u7684\u672a\u6765\u673a\u9047\u4e0e\u53d1\u5c55\u65b9\u5411\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-05b6f51000580ff9a3cec858b66c76a7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-05b6f51000580ff9a3cec858b66c76a7.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-047a4ba951ea26d2e5e760ee87e3a625.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-047a4ba951ea26d2e5e760ee87e3a625.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2410.15631<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5217\u8868\uff1ahttps:\/\/github.com\/wssun\/TiSE-CodeLM-Security<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u4e00\u3001CodeLMs \u5b89\u5168\u6027\u7814\u7a76\u53d1\u5c55\u8d8b\u52bf\u4e0e\u89c6\u89d2<\/strong><\/p>\n<p>\u8be5\u7efc\u8ff0\u5bf9 2018 \u5e74\u81f3 2024 \u5e74 8 \u6708\u671f\u95f4\u7684\u76f8\u5173\u6587\u732e\u6570\u91cf\u548c\u53d1\u8868\u9886\u57df\u8fdb\u884c\u4e86\u7edf\u8ba1\u5206\u6790\uff0c\u5982\u56fe 1 \u6240\u793a\u3002\u8fd1\u5e74\u6765\uff0cCodeLMs \u5b89\u5168\u6027\u7814\u7a76\u7684\u5173\u6ce8\u5ea6\u6301\u7eed\u4e0a\u5347\uff0c\u51f8\u663e\u4e86\u5176\u65e5\u76ca\u589e\u957f\u7684\u91cd\u8981\u6027\u548c\u7814\u7a76\u4ef7\u503c\u3002\u6b64\u5916\uff0cCodeLMs \u7684\u5b89\u5168\u6027\u95ee\u9898\u5df2\u5728\u8f6f\u4ef6\u5de5\u7a0b\u3001<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u3001\u8ba1\u7b97\u673a\u4e0e\u901a\u4fe1\u5b89\u5168\u7b49\u591a\u4e2a\u7814\u7a76\u9886\u57df\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-161c6b92a039f9873a435cb16cc03225.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-161c6b92a039f9873a435cb16cc03225.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1\uff1aCodeLMs \u5b89\u5168\u6027\u6587\u732e\u7d2f\u79ef\u6570\u91cf\u53ca\u5206\u5e03\u60c5\u51b5<\/sup><\/em><\/p>\n<p>CodeLMs \u5b89\u5168\u6027\u7684\u7814\u7a76\u672c\u8d28\u662f\u653b\u51fb\u8005\u4e0e\u9632\u5fa1\u8005\u4e4b\u95f4\u7684\u535a\u5f08\u3002\u56e0\u6b64\uff0c\u5982\u56fe 2 \u6240\u793a\uff0c\u8be5\u7efc\u8ff0\u5c06\u7814\u7a76\u65b9\u5411\u5212\u5206\u4e3a\u9488\u5bf9 CodeLMs \u5b89\u5168\u7684\u653b\u51fb\u7814\u7a76\u548c\u9632\u5fa1\u7814\u7a76\uff1b\u5728\u653b\u51fb\u65b9\u9762\uff0c\u6db5\u76d6\u4e86\u540e\u95e8\u653b\u51fb\uff08\u5305\u62ec\u6570\u636e\u6295\u6bd2\u653b\u51fb\u548c\u6a21\u578b\u6295\u6bd2\u653b\u51fb\uff09\u548c\u5bf9\u6297\u653b\u51fb\uff08\u5305\u62ec\u767d\u76d2\u653b\u51fb\u548c\u9ed1\u76d2\u653b\u51fb\uff09\uff1b\u5728\u9632\u5fa1\u65b9\u9762\uff0c\u6db5\u76d6\u4e86\u540e\u95e8\u9632\u5fa1\uff08\u5305\u62ec\u6a21\u578b\u8bad\u7ec3\u524d\u3001\u8bad\u7ec3\u4e2d\u548c\u8bad\u7ec3\u540e\u9632\u5fa1\uff09\u548c<mark data-type=\"tech_tasks\" data-id=\"b5a2059a-1edd-40e7-81d8-f7997f7b3ec2\">\u5bf9\u6297\u9632\u5fa1<\/mark>\uff08\u5305\u62ec<mark data-type=\"tech_methods\" data-id=\"a7361cb6-0fa5-4be7-9761-3f0ce043b47b\">\u5bf9\u6297\u8bad\u7ec3<\/mark>\u3001\u6a21\u578b\u6539\u8fdb\u548c\u6a21\u578b\u6269\u5c55\uff09\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f2b99f292acc14b1dc10872ef35bd496.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f2b99f292acc14b1dc10872ef35bd496.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2\uff1aCodeLMs \u5b89\u5168\u6027\u7814\u7a76\u65b9\u5411\u5206\u7c7b<\/sup><\/em><\/p>\n<p><strong>\u4e8c\u3001\u9488\u5bf9 CodeLMs \u7684\u540e\u95e8\u653b\u51fb\u4e0e\u5bf9\u6297\u653b\u51fb<\/strong><\/p>\n<p><strong>\u540e\u95e8\u653b\u51fb<\/strong><\/p>\n<p>\u5982\u56fe 3 \u6240\u793a\uff0c\u540e\u95e8\u653b\u51fb\u53ef\u4ee5\u901a\u8fc7\u6570\u636e\u6295\u6bd2\u653b\u51fb\u6216\u6a21\u578b\u6295\u6bd2\u653b\u51fb\u7684\u65b9\u5f0f\uff0c\u5c06\u9690\u85cf\u7684\u89e6\u53d1\u5668\u690d\u5165\u5230 CodeLMs \u4e2d\uff0c\u4f7f\u6a21\u578b\u5728\u63a5\u6536\u5230\u7279\u5b9a\u8f93\u5165\u65f6\u4ea7\u751f\u653b\u51fb\u8005\u9884\u671f\u7684\u6076\u610f\u8f93\u51fa\u3002<\/p>\n<ul>\n<li>\n<p>\u6570\u636e\u6295\u6bd2\u653b\u51fb\uff08Data Poisoning Attacks\uff09\uff1a\u653b\u51fb\u8005\u5411 CodeLMs \u7684\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u6ce8\u5165\u5305\u542b\u89e6\u53d1\u5668\u7684\u6709\u6bd2\u6570\u636e\uff0c\u5e76\u5c06\u8fd9\u4e9b\u6570\u636e\u53d1\u5e03\u5230\u6570\u636e \/ \u4ee3\u7801\u5f00\u6e90\u5e73\u53f0\uff0c\u4f8b\u5982 GitHub\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u6295\u6bd2\u653b\u51fb\uff08Model Poisoning Attacks\uff09\uff1a\u653b\u51fb\u8005\u5236\u4f5c\u6709\u6bd2\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u5e76\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3 \/ \u5fae\u8c03\u6709\u6bd2\u7684\u9884\u8bad\u7ec3 CodeLMs\uff0c\u5e76\u5c06\u8be5\u6a21\u578b\u53d1\u5e03\u5230\u6a21\u578b\u5f00\u6e90\u5e73\u53f0\uff0c\u4f8b\u5982 Hugging Face\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5f00\u53d1\u8005\u6216\u8005\u7528\u6237\u901a\u8fc7\u5f00\u6e90\u5e73\u53f0\u4e0b\u8f7d\u5e76\u4f7f\u7528\u6709\u6bd2\u7684\u6570\u636e\u96c6\u6216\u4f7f\u7528\u6709\u6bd2\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u6765\u8bad\u7ec3\u6216\u5fae\u8c03\u4e0b\u6e38\u4efb\u52a1\u7684 CodeLMs\u3002\u8be5\u6a21\u578b\u5c06\u5305\u542b\u653b\u51fb\u8005\u6ce8\u5165\u7684\u540e\u95e8\u3002\u653b\u51fb\u8005\u53ef\u4ee5\u4f7f\u7528\u5305\u542b\u89e6\u53d1\u5668\u7684\u8f93\u5165\u5bf9\u4e0b\u6e38\u4efb\u52a1\u6a21\u578b\u53d1\u8d77\u653b\u51fb\uff0c\u5bfc\u81f4\u5176\u8f93\u51fa\u653b\u51fb\u8005\u76ee\u6807\u7ed3\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-72f08689b1ab66cee385f7b0f4063d67.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-72f08689b1ab66cee385f7b0f4063d67.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 3\uff1a\u9488\u5bf9 CodeLMs \u540e\u95e8\u653b\u51fb\u7684\u5de5\u4f5c\u6d41<\/sup><\/em><\/p>\n<p><strong>\u5bf9\u6297\u653b\u51fb<\/strong><\/p>\n<p>\u5982\u56fe 4 \u6240\u793a\uff0c\u5bf9\u6297\u653b\u51fb\u53ef\u4ee5\u901a\u8fc7\u767d\u76d2\u653b\u51fb\u6216\u8005\u9ed1\u76d2\u653b\u51fb\u65b9\u5f0f\u5bf9\u8f93\u5165\u6570\u636e\u6dfb\u52a0\u5fae\u5c0f\u7684\u6270\u52a8\uff0c\u4f7f CodeLMs \u4ea7\u751f\u9519\u8bef\u7684\u9ad8\u7f6e\u4fe1\u5ea6\u9884\u6d4b\uff0c\u4ece\u800c\u6b3a\u9a97\u6a21\u578b\u3002<\/p>\n<ul>\n<li>\n<p>\u767d\u76d2\u653b\u51fb\uff08White-box Attacks\uff09\uff1a\u653b\u51fb\u8005\u80fd\u591f\u83b7\u5f97\u76ee\u6807\u6a21\u578b\u7684\u7ed3\u6784\u548c<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7b49\u4fe1\u606f\uff0c\u5e76\u53ef\u4ee5\u6839\u636e\u8fd9\u4e9b\u5df2\u77e5\u4fe1\u606f<mark data-type=\"tech_tasks\" data-id=\"d8e9b7d5-cd62-415a-8a1f-03328af9b808\">\u751f\u6210\u5bf9\u6297<\/mark>\u6837\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u9ed1\u76d2\u653b\u51fb\uff08Black-box Attacks\uff09\uff1a\u653b\u51fb\u8005\u65e0\u6cd5\u5f97\u77e5\u76ee\u6807\u6a21\u578b\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u53ea\u80fd\u83b7\u53d6\u6a21\u578b\u7684\u6700\u7ec8\u51b3\u7b56\u7ed3\u679c\uff0c\u653b\u51fb\u8005\u9700\u8981\u901a\u8fc7\u4e0e\u7cfb\u7edf\u4e92\u52a8\u8fc7\u7a0b\u6765<mark data-type=\"tech_tasks\" data-id=\"d8e9b7d5-cd62-415a-8a1f-03328af9b808\">\u751f\u6210\u5bf9\u6297<\/mark>\u6837\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u76f8\u6bd4\u4e8e\u767d\u76d2\u653b\u51fb\uff0c\u9ed1\u76d2\u653b\u51fb\u6240\u80fd\u5229\u7528\u7684\u4fe1\u606f\u66f4\u5c11\uff0c\u653b\u51fb\u7684\u96be\u5ea6\u66f4\u5927\u3002\u4f46\u662f\u7531\u4e8e\u5176\u66f4\u63a5\u8fd1\u5b9e\u9645\u4e2d\u653b\u51fb\u8005\u80fd\u591f\u638c\u63e1\u7684\u4fe1\u606f\u7a0b\u5ea6\uff0c\u56e0\u6b64\u5bf9\u4e8e\u6a21\u578b\u7684\u5a01\u80c1\u66f4\u5927\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-21e1715519d2bf5aad17b6531ab9da56.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-21e1715519d2bf5aad17b6531ab9da56.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 4\uff1a\u9488\u5bf9 CodeLMs \u5bf9\u6297\u653b\u51fb\u7684\u5de5\u4f5c\u6d41<\/sup><\/em><\/p>\n<p><strong>\u4e09\u3001\u9488\u5bf9 CodeLMs \u7684\u540e\u95e8\u9632\u5fa1\u4e0e<mark data-type=\"tech_tasks\" data-id=\"b5a2059a-1edd-40e7-81d8-f7997f7b3ec2\">\u5bf9\u6297\u9632\u5fa1<\/mark><\/strong><\/p>\n<p>\u4e3a\u4e86\u5e94\u5bf9 CodeLMs \u4e0a\u7684\u540e\u95e8\u653b\u51fb\u548c\u5bf9\u6297\u653b\u51fb\uff0c\u7814\u7a76\u4eba\u5458\u5f00\u53d1\u4e86\u76f8\u5e94\u7684\u9632\u5fa1\u65b9\u6cd5\u3002\u540e\u95e8\u9632\u5fa1\u7b56\u7565\u901a\u5e38\u5305\u62ec\u5728\u6a21\u578b\u8bad\u7ec3\u524d\u9632\u5fa1\u3001\u6a21\u578b\u8bad\u7ec3\u4e2d\u9632\u5fa1\u548c\u6a21\u578b\u8bad\u7ec3\u540e\u9632\u5fa1\uff0c\u4e3b\u8981\u901a\u8fc7\u8bc6\u522b\u5f02\u5e38\u6570\u636e\u6837\u672c\u6216\u6a21\u578b\u884c\u4e3a\u6765\u63d0\u9ad8\u5b89\u5168\u6027\u3002<mark data-type=\"tech_tasks\" data-id=\"b5a2059a-1edd-40e7-81d8-f7997f7b3ec2\">\u5bf9\u6297\u9632\u5fa1<\/mark>\u5219\u91c7\u7528<mark data-type=\"tech_methods\" data-id=\"a7361cb6-0fa5-4be7-9761-3f0ce043b47b\">\u5bf9\u6297\u8bad\u7ec3<\/mark>\u3001\u6a21\u578b\u6539\u8fdb\u548c\u6a21\u578b\u6269\u5c55\u7b49\u65b9\u6cd5\uff0c\u901a\u8fc7\u5c06<mark data-type=\"concepts\" data-id=\"c7d01434-2e7f-4b7e-9322-390aad6abb12\">\u5bf9\u6297\u6837\u672c<\/mark>\u5f15\u5165\u8bad\u7ec3\u96c6\u6765\u589e\u5f3a\u6a21\u578b\u7684\u5b89\u5168\u6027\u548c\u9c81\u68d2\u6027\u3002\u8fd9\u4e9b\u9632\u5fa1\u65b9\u6cd5\u7684\u7814\u7a76\u4e3a\u63d0\u5347 CodeLMs \u7684\u5b89\u5168\u6027\u63d0\u4f9b\u4e86\u91cd\u8981\u652f\u6301\u3002\u7136\u800c\uff0c\u76f8\u8f83\u4e8e\u540e\u95e8\u548c\u5bf9\u6297\u653b\u51fb\u5728\u6df1\u5ea6\u4ee3\u7801\u6a21\u578b\u5b89\u5168\u4e2d\u7684\u5e7f\u6cdb\u7814\u7a76\uff0c\u9632\u5fa1\u65b9\u6cd5\u7684\u7814\u7a76\u663e\u5f97\u5c24\u4e3a\u7f3a\u4e4f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-907ed008eae94240c2c5bd8e5940c2c9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-907ed008eae94240c2c5bd8e5940c2c9.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 1\uff1a\u9488\u5bf9 CodeLMs \u540e\u95e8\u9632\u5fa1\u65b9\u6cd5\u7684\u6587\u732e\u5217\u8868<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-03a55864e0394c96c1c5eea9b2449db3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-03a55864e0394c96c1c5eea9b2449db3.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 2\uff1a\u9488\u5bf9 CodeLMs <mark data-type=\"tech_tasks\" data-id=\"b5a2059a-1edd-40e7-81d8-f7997f7b3ec2\">\u5bf9\u6297\u9632\u5fa1<\/mark>\u65b9\u6cd5\u7684\u6587\u732e\u5217\u8868<\/sup><\/em><\/p>\n<p><strong>\u56db\u3001CodeLMs \u5b89\u5168\u6027\u7814\u7a76\u4e2d\u5e38\u7528\u7684\u6570\u636e\u96c6\u3001<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3001\u8bc4\u4f30\u6307\u6807\u4ee5\u53ca\u5b9e\u9a8c\u5de5\u5177<\/strong><\/p>\n<p>\u8be5\u7efc\u8ff0\u8fd8\u603b\u7ed3\u4e86 CodeLMs \u5b89\u5168\u6027\u7814\u7a76\u4e2d\u5e38\u7528\u7684\u6570\u636e\u96c6\u3001<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3001\u8bc4\u4f30\u6307\u6807\u4ee5\u53ca\u5b9e\u9a8c\u5de5\u5177\u3002<\/p>\n<p><strong><mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6570\u636e\u96c6<\/strong><\/p>\n<p>\u5305\u62ec BigCloneBench\u3001OJ Dataset\u3001CodeSearchNet\u3001Code2Seq\u3001Devign\u3001Google Code Jam \u7b49\uff0c\u6db5\u76d6\u4e86 8 \u79cd\u7f16\u7a0b\u8bed\u8a00\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f18432cc20b8d6537688fbb75abf2fb9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f18432cc20b8d6537688fbb75abf2fb9.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 3: CodeLMs \u5b89\u5168\u6027\u7814\u7a76\u4e2d\u5e38\u7528\u7684\u6570\u636e\u96c6<\/sup><\/em><\/p>\n<p><strong><mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark><\/strong><\/p>\n<p>\u5305\u62ec RNN\u3001LSTM\u3001Transformer\u3001CodeBERT \u548c GPT \u7b49<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u6db5\u76d6\u4e86\u975e\u9884\u8bad\u7ec3\u6a21\u578b\u3001\u9884\u8bad\u7ec3\u6a21\u578b\u4ee5\u53ca\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-12d5a054d9e484e3837a051b2bfee522.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-12d5a054d9e484e3837a051b2bfee522.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 4: CodeLMs \u5b89\u5168\u6027\u7814\u7a76\u4e2d\u5e38\u7528\u7684<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark><\/sup><\/em><\/p>\n<p><strong>\u8bc4\u4f30\u6307\u6807<\/strong><\/p>\n<p>\u5728 CodeLMs \u5b89\u5168\u6027\u7684\u7814\u7a76\u4e2d\uff0c\u9664\u4e86\u8981\u5173\u6ce8\u653b\u51fb\u6216\u8005\u9632\u5fa1\u65b9\u6cd5\u7684\u6548\u679c\u4e4b\u5916\uff0c\u8fd8\u8981\u5173\u6ce8\u8fd9\u4e9b\u65b9\u6cd5\u5bf9\u6a21\u578b\u4ea7\u751f\u7684\u5f71\u54cd\u3002\u56e0\u6b64\uff0c\u8bc4\u4f30\u6307\u6807\u53ef\u5206\u4e3a\u4e24\u7c7b\uff1a\u4e00\u7c7b\u7528\u4e8e\u8bc4\u4f30\u653b\u51fb\u6216\u9632\u5fa1\u65b9\u6cd5\u7684\u6709\u6548\u6027\uff0c\u53e6\u4e00\u7c7b\u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u7684\u53d8\u5316\u3002<\/p>\n<ul>\n<li>\n<p>\u653b\u51fb\u6216\u9632\u5fa1\u65b9\u6cd5\u7684\u6709\u6548\u6027\u8bc4\u4f30\u6307\u6807\uff1a\u5305\u62ec\u653b\u51fb\u6210\u529f\u7387\uff08ASR\uff09\u3001\u8bef\u62a5\u7387\uff08FPR\uff09\u3001\u5e73\u5747\u5f52\u4e00\u5316\u6392\u540d\uff08ANR\uff09\u3001<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u6b21\u6570\uff08Number of Queries\uff09\u548c\u6270\u52a8\u6bd4\u4f8b\uff08Pert\uff09\u7b49\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u6027\u80fd\u8bc4\u4f30\u6307\u6807\uff1a\u5305\u62ec<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff08ACC\uff09\u3001F1 \u5206\u6570\uff08F1\uff09\u3001\u5e73\u5747\u5012\u6570\u6392\u540d\uff08MRR\uff09\u548c\u53cc\u8bed\u8bc4\u4f30\u66ff\u4ee3\u5de5\u5177\uff08BLEU\uff09\u7b49\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u5b9e\u9a8c\u5de5\u5177<\/strong><\/p>\n<p>\u5982\u8868 5 \u6240\u793a\uff0c\u4e3a\u4e86\u4fc3\u8fdb\u5b9e\u9a8c\u5de5\u5177\u7684\u8fdb\u4e00\u6b65\u5e94\u7528\u548c\u7814\u7a76\uff0c\u8be5\u7efc\u8ff0\u8fd8\u6df1\u5165\u63a2\u8ba8\u4e86\u5404\u6587\u732e\u4e2d\u63d0\u4f9b\u7684\u5f00\u6e90\u4ee3\u7801\u5e93\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-664045ce4a0f308a99bc36ca03f43085.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-664045ce4a0f308a99bc36ca03f43085.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8868 5: CodeLMs \u5b89\u5168\u6027\u7814\u7a76\u4e2d\u63d0\u4f9b\u7684\u53ef\u590d\u73b0\u5f00\u6e90\u4ee3\u7801\u5e93\u94fe\u63a5<\/sup><\/em><\/p>\n<p><strong>\u4e94\u3001\u672a\u6765\u673a\u9047\u4e0e\u53d1\u5c55\u65b9\u5411<\/strong><\/p>\n<p>\u8be5\u7efc\u8ff0\u8fdb\u4e00\u6b65\u63a2\u8ba8\u4e86 CodeLMs \u5b89\u5168\u6027\u7814\u7a76\u7684\u672a\u6765\u673a\u9047\u4e0e\u53d1\u5c55\u65b9\u5411\u3002<\/p>\n<p><strong>\u9488\u5bf9 CodeLMs \u653b\u51fb\u7684\u7814\u7a76<\/strong><\/p>\n<ul>\n<li>\n<p>\u66f4\u5168\u9762\u5730\u8bc4\u4f30\u540e\u95e8\u89e6\u53d1\u5668\u7684\u9690\u853d\u6027\uff1a\u653b\u51fb\u8005\u4e0d\u65ad\u63a2\u7d22\u66f4\u9690\u853d\u7684\u89e6\u53d1\u5668\u8bbe\u8ba1\uff0c\u4ece\u65e9\u671f\u7684\u6b7b\u4ee3\u7801\u65b9\u6cd5\u53d1\u5c55\u5230\u53d8\u91cf \/ \u51fd\u6570\u540d\uff0c\u751a\u81f3\u662f\u81ea\u9002\u5e94\u89e6\u53d1\u5668\uff0c\u4ee5\u671f\u5c06\u66f4\u52a0\u9690\u853d\u7684\u89e6\u53d1\u5668\u6ce8\u5165\u5230\u4ee3\u7801\u4e2d\u3002\u7136\u800c\uff0c\u5168\u9762\u8bc4\u4f30\u89e6\u53d1\u5668\u7684\u9690\u853d\u6027\u4ecd\u7136\u662f\u4e00\u4e2a\u6311\u6218\u3002\u76ee\u524d\u7684\u7814\u7a76\u65b9\u6cd5\u901a\u5e38\u4fa7\u91cd\u4e8e\u7279\u5b9a\u65b9\u9762\uff0c\u5982\u8bed\u6cd5\u6216\u8bed\u4e49\u7684\u53ef\u89c1\u6027\uff0c\u6216\u4f9d\u8d56\u4e8e\u4eba\u7c7b\u5b9e\u9a8c\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5c1a\u672a\u8986\u76d6\u6240\u6709\u53ef\u80fd\u7684\u68c0\u6d4b\u7ef4\u5ea6\uff0c\u8bc4\u4f30\u6307\u6807\u548c\u6280\u672f\u4ecd\u6709\u6539\u8fdb\u7a7a\u95f4\u3002<\/p>\n<\/li>\n<li>\n<p>\u63a2\u8ba8\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u540e\u95e8\u6ce8\u5165\u65b9\u6cd5\uff1a\u76ee\u524d\u7684\u540e\u95e8\u6ce8\u5165\u65b9\u6cd5\u4e3b\u8981\u57fa\u4e8e\u4e24\u79cd\u60c5\u666f\uff1a1. \u653b\u51fb\u8005\u65e0\u6cd5\u63a7\u5236\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u4f46\u6a21\u578b\u4f7f\u7528\u4e86\u6295\u6bd2\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff1b2. \u653b\u51fb\u8005\u53ef\u4ee5\u63a7\u5236\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u3002\u7136\u800c\uff0c\u50cf GPT-4 \u8fd9\u6837\u7684\u5927\u578b\u4ee3\u7801<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u901a\u5e38\u662f\u95ed\u6e90\u7684\uff0c\u8fd9\u610f\u5473\u7740\u653b\u51fb\u8005\u65e0\u6cd5\u63a7\u5236\u8bad\u7ec3\u8fc7\u7a0b\u6216\u8ffd\u8e2a\u8bad\u7ec3\u6570\u636e\u3002\u5bf9\u4e8e\u5f00\u6e90\u7684\u5927\u578b CodeLMs\uff0c\u901a\u8fc7\u8bad\u7ec3\u6216\u5fae\u8c03\u6ce8\u5165\u540e\u95e8\u7684\u6210\u672c\u663e\u8457\u589e\u52a0\u3002\u6b64\u5916\uff0c\u968f\u7740\u5927\u578b CodeLMs \u7684\u590d\u6742\u6027\u548c\u9c81\u68d2\u6027\u589e\u5f3a\uff0c\u653b\u51fb\u8005\u63d2\u5165\u540e\u95e8\u7684\u96be\u5ea6\u4e5f\u5728\u589e\u52a0\u3002<\/p>\n<\/li>\n<li>\n<p>\u5168\u9762\u5730\u8bc4\u4f30<mark data-type=\"concepts\" data-id=\"c7d01434-2e7f-4b7e-9322-390aad6abb12\">\u5bf9\u6297\u6837\u672c<\/mark>\u7684\u8bed\u6cd5\u6b63\u786e\u6027\u548c\u8bed\u4e49\u4fdd\u7559\uff1a\u5f53\u524d\u7684\u5bf9\u6297\u6270\u52a8\u6280\u672f\u901a\u5e38\u901a\u8fc7\u4fee\u6539 \/ \u66ff\u6362\u53d8\u91cf\u540d\u6216\u5e94\u7528\u4e0d\u6539\u53d8\u4ee3\u7801\u8bed\u4e49\u7684\u53d8\u6362\u6765\u5b9e\u73b0\u4fdd\u6301\u4ee3\u7801\u7684\u8bed\u6cd5\u6b63\u786e\u6027\u5e76\u4fdd\u7559\u8bed\u4e49\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684\u8bc4\u4f30\u65b9\u6cd5\u5e76\u672a\u5b8c\u5168\u8003\u8651\u8fd9\u4e9b<mark data-type=\"concepts\" data-id=\"c7d01434-2e7f-4b7e-9322-390aad6abb12\">\u5bf9\u6297\u6837\u672c<\/mark>\u5728\u6270\u52a8\u540e\u662f\u5426\u4fdd\u6301\u8bed\u6cd5\u6b63\u786e\u6027\u548c\u8bed\u4e49\u4e00\u81f4\u6027\u3002\u5373\u4f7f\u67d0\u4e9b<mark data-type=\"concepts\" data-id=\"c7d01434-2e7f-4b7e-9322-390aad6abb12\">\u5bf9\u6297\u6837\u672c<\/mark>\u5728\u8868\u9762\u4e0a\u4f3c\u4e4e\u4fdd\u7559\u4e86\u4ee3\u7801\u7684\u8bed\u4e49\uff0c\u5b83\u4eec\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u5f15\u5165\u8bed\u6cd5\u6216<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u9519\u8bef\u3002<\/p>\n<\/li>\n<li>\n<p>\u5168\u9762\u5730\u8bc4\u4f30\u5bf9\u6297\u6270\u52a8\u7684\u9690\u853d\u6027\uff1a\u5728\u9488\u5bf9 CodeLMs \u7684\u767d\u76d2\u653b\u51fb\u548c\u9ed1\u76d2\u653b\u51fb\u4e2d\uff0c\u5f53\u524d\u6280\u672f\u901a\u5e38\u4f7f\u7528\u57fa\u4e8e\u76f8\u4f3c\u5ea6\u7684\u6307\u6807\uff08\u4f8b\u5982 CodeBLEU\uff09\u6765\u8bc4\u4f30<mark data-type=\"concepts\" data-id=\"c7d01434-2e7f-4b7e-9322-390aad6abb12\">\u5bf9\u6297\u6837\u672c<\/mark>\u7684\u9690\u853d\u6027\u6216\u81ea\u7136\u6027\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u6307\u6807\u5e76\u4e0d\u603b\u662f\u7406\u60f3\u7684\u3002\u4e00\u4e9b\u6270\u52a8\u53ef\u80fd\u5bf9\u4eba\u7c7b\u800c\u8a00\u96be\u4ee5\u5bdf\u89c9\uff0c\u4f46\u5728\u76f8\u4f3c\u5ea6\u6307\u6807\u4e2d\u663e\u793a\u51fa\u663e\u8457\u5dee\u5f02\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002\u6b64\u5916\uff0c\u76ee\u524d\u7684\u6307\u6807\u5e76\u672a\u6db5\u76d6\u6240\u6709\u5f71\u54cd<mark data-type=\"concepts\" data-id=\"c7d01434-2e7f-4b7e-9322-390aad6abb12\">\u5bf9\u6297\u6837\u672c<\/mark>\u9690\u853d\u6027\u7684\u56e0\u7d20\uff0c\u5c24\u5176\u5728\u8bc4\u4f30\u6270\u52a8\u7684\u5b9e\u9645\u6548\u679c\u65f6\u3002<\/p>\n<\/li>\n<li>\n<p>\u63a2\u8ba8\u9488\u5bf9 CodeLMs \u653b\u51fb\u7684\u539f\u7406\uff1a\u89e3\u91ca\u6027\u7684\u8fdb\u5c55\u6216\u8bb8\u6709\u52a9\u4e8e\u66f4\u597d\u5730\u7406\u89e3\u540e\u95e8\u548c\u5bf9\u6297\u653b\u51fb\u7684\u539f\u7406\u3002\u5fae\u5c0f\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u53d8\u5316\u5bf9\u9884\u6d4b\u7ed3\u679c\u5f71\u54cd\u663e\u8457\uff0c\u4e14<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u8fd0\u884c\u673a\u5236\u5bf9\u4eba\u7c7b\u96be\u4ee5\u76f4\u63a5\u7406\u89e3\u3002\u8fd1\u5e74\u6765\uff0c\u89e3\u91ca\u6027\u5df2\u6210\u4e3a<mark data-type=\"tech_methods\" data-id=\"01946acc-d031-4c0e-909c-f062643b7273\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u7684\u91cd\u8981\u7814\u7a76\u65b9\u5411\uff0c\u4f46\u5bf9 CodeLMs 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