{"id":38269,"date":"2025-02-13T03:01:12","date_gmt":"2025-02-12T19:01:12","guid":{"rendered":"https:\/\/17aitech.com\/?p=38269"},"modified":"2025-02-13T03:01:12","modified_gmt":"2025-02-12T19:01:12","slug":"%e5%a6%82%e4%bd%95%e8%ae%ad%e7%bb%83%e6%9c%80%e5%bc%ba%e4%bb%a3%e7%a0%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%9f%e5%8c%97%e5%a4%a7aixcoder-7b%e8%b4%a1%e7%8c%ae%e5%89%8d%e6%b2%bf%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38269","title":{"rendered":"\u5982\u4f55\u8bad\u7ec3\u6700\u5f3a\u4ee3\u7801\u5927\u6a21\u578b\uff1f\u5317\u5927aiXcoder-7B\u8d21\u732e\u524d\u6cbf\u5b9e\u8df5"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-12-5\" target=\"_blank\">\u5982\u4f55\u8bad\u7ec3\u6700\u5f3a\u4ee3\u7801\u5927\u6a21\u578b\uff1f\u5317\u5927aiXcoder-7B\u8d21\u732e\u524d\u6cbf\u5b9e\u8df5<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-34445a34e80f9305b034c920d4ca4ef5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-34445a34e80f9305b034c920d4ca4ef5.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\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\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\u6587\u7684\u901a\u8baf\u4f5c\u8005\u662f\u5317\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u957f\u8058\u6559\u6388\u674e\u6208\u3002<\/strong><\/p>\n<p><strong>\u672c\u6587\u4e00\u4f5c\u662f aiXcoder \u848b\u601d\u6e90\u548c\u5317\u5927\u674e\u6208\u6559\u6388\u8bfe\u9898\u7ec4\u535a\u58eb\u751f\u674e\u4f73\uff0c\u56e2\u961f\u91cd\u70b9\u5173\u6ce8\u878d\u5408\u6df1\u5ea6\u5b66\u4e60\u4e0e\u8f6f\u4ef6\u5de5\u7a0b\u7684\u4ee3\u7801\u5efa\u6a21\u65b9\u6cd5\u3002<\/strong><\/p>\n<p>\u5982\u4f55\u8bad\u7ec3\u4e00\u4e2a\u4ee3\u7801\u5927\u6a21\u578b\uff1f\u8fd9\u4e00\u8fc7\u7a0b\u770b\u4f3c\u7b80\u5355\uff1a\u83b7\u53d6\u4ee3\u7801\u6570\u636e\u3001\u6e05\u6d17\u6570\u636e\uff0c\u6700\u7ec8\u542f\u52a8\u8bad\u7ec3\u3002\u5982\u4eca\uff0c\u5f00\u6e90\u4ee3\u7801\u6570\u636e\u96c6\u5c42\u51fa\u4e0d\u7a77\uff1b\u6570\u636e\u6e05\u6d17\u5de5\u5177\u4e5f\u5df2\u6210\u719f\uff0c\u5305\u62ec\u5f00\u6e90\u7684\u8bb8\u53ef\u8bc1\u8bc6\u522b\u5de5\u5177\u3001MinHash \u7b97\u6cd5\u3001PII \u8bc6\u522b\u6a21\u578b\u7b49\uff1b\u800c\u5728\u5206\u5e03\u5f0f\u8bad\u7ec3\u65b9\u9762\uff0c\u50cf Megatron-LM\u3001DeepSpeed \u7b49\u6846\u67b6\u4e5f\u5927\u5927\u964d\u4f4e\u4e86\u6280\u672f\u95e8\u69db\u3002\u770b\u4f3c\u6211\u4eec\u53ea\u5dee\u8ba1\u7b97\u8d44\u6e90\uff0c\u5c31\u80fd\u8bad\u7ec3\u51fa\u4e00\u4e2a\u5f3a\u5927\u7684\u4ee3\u7801\u5927\u6a21\u578b\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8bad\u7ec3\u6a21\u578b\u7684\u521d\u8877\uff0c\u5e94\u8be5\u59cb\u7ec8\u4ece\u5b9e\u9645\u5f00\u53d1\u573a\u666f\u51fa\u53d1\u3002\u4f5c\u4e3a\u5f00\u53d1\u8005\uff0c\u6211\u4eec\u4e0d\u4ec5\u9700\u8981\u4e86\u89e3\u5b9a\u4e49\u7684\u5404\u79cd API \u63a5\u53e3\uff0c\u8fd8\u9700\u8981\u4ece\u5165\u53e3\u51fd\u6570\u6a21\u62df\u7a0b\u5e8f\u7684\u6267\u884c\u8fc7\u7a0b\uff0c\u8ffd\u8e2a\u5230\u6bcf\u4e00\u884c\u4fee\u6539\u7684\u4ee3\u7801\u3002\u5728\u590d\u6742\u7684\u9879\u76ee\u4e2d\uff0c\u4efb\u4f55\u5c0f\u5c0f\u7684\u53d8\u52a8\u90fd\u53ef\u80fd\u5f71\u54cd\u6574\u4e2a\u7cfb\u7edf\u7684\u8fd0\u8f6c\u3002<\/p>\n<p>\u4f46\u73b0\u6709\u7684\u4ee3\u7801\u5927\u6a21\u578b\u5e76\u672a\u5145\u5206\u8003\u8651\u5230\u8f6f\u4ef6\u5f00\u53d1\u7684\u5177\u4f53\u573a\u666f\uff0c\u5b83\u4eec\u5f80\u5f80\u5c06\u6700\u7ec8\u7248\u672c\u7684\u4ee3\u7801\u7b80\u5355\u5730\u89c6\u4f5c\u81ea\u7136\u8bed\u8a00\u6587\u672c\uff0c\u8bd5\u56fe\u901a\u8fc7\u590d\u5236\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u6210\u529f\u7ecf\u9a8c\u6765\u5904\u7406\u4ee3\u7801\u3002\u8fd9\u79cd\u65b9\u6cd5\u5ffd\u7565\u4e86\u4ee3\u7801\u7684\u7ed3\u6784\u6027\u548c\u590d\u6742\u7684\u4e0a\u4e0b\u6587\u5173\u7cfb\uff0c\u5bfc\u81f4\u6a21\u578b\u5728\u5b9e\u9645\u5f00\u53d1\u4e2d\u8868\u73b0\u4e0d\u4f73\u3002<\/p>\n<p>\u5317\u4eac\u5927\u5b66 aiXcoder \u56e2\u961f\u4e00\u76f4\u81f4\u529b\u4e8e\u63a2\u7d22\u5982\u4f55\u5c06\u6df1\u5ea6\u5b66\u4e60\u4e0e\u8f6f\u4ef6\u5f00\u53d1\u6df1\u5ea6\u878d\u5408\uff0c\u63a8\u52a8\u8f6f\u4ef6\u5f00\u53d1\u7684\u81ea\u52a8\u5316\u30022024 \u5e74 4 \u6708\uff0caiXcoder \u5f00\u6e90\u4e86\u81ea\u7814\u4ee3\u7801\u5927\u6a21\u578b aiXcoder-7B\uff0c\u6210\u4e3a\u8fd9\u4e00\u9886\u57df\u7684\u4e00\u6b21\u91cd\u8981\u5c1d\u8bd5\uff0c\u65e8\u5728\u5c06\u4ee3\u7801\u7684\u62bd\u8c61\u8bed\u6cd5\u6811\uff08AST\uff09\u7ed3\u6784\u4e0e\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u7ed3\u5408\uff0c\u4ee5\u671f\u63d0\u5347\u6a21\u578b\u5bf9\u4ee3\u7801\u7ed3\u6784\u548c\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u80fd\u529b\u3002<\/p>\n<p>\u8fd1\u671f\uff0c\u8be5\u7bc7\u8bba\u6587\u88ab\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae ICSE 2025 \u6536\u5f55\uff0c\u5c06\u4e8e 4 \u6708 27 \u65e5 &#8211; 5 \u6708 3 \u65e5\u8d74\u52a0\u62ff\u5927\u6e25\u592a\u534e\u53c2\u4f1a\u5206\u4eab\u7814\u7a76\u6210\u679c\u3002<\/p>\n<p>\u6b64\u6b21\u8bba\u6587\u5f55\u7528\u4e0d\u4ec5\u662f\u5bf9 aiXcoder 7B \u4ee3\u7801\u5927\u6a21\u578b\u6280\u672f\u524d\u77bb\u6027\u548c\u5e94\u7528\u521b\u65b0\u6027\u7684\u9ad8\u5ea6\u8ba4\u53ef\uff0c\u66f4\u6807\u5fd7\u7740\u8be5\u6a21\u578b\u7ee7\u6210\u529f\u843d\u5730\u4f01\u4e1a\u5e76\u83b7\u5404\u884c\u4e1a\u5ba2\u6237\u5e7f\u6cdb\u8ba4\u53ef\u540e\uff0c\u518d\u6b21\u4e8e\u5b66\u672f\u754c\u83b7\u5f97\u6743\u5a01\u80af\u5b9a\uff0c\u5145\u5206\u5f70\u663e\u4e86 aiXcoder \u5728\u63a8\u52a8\u8f6f\u4ef6\u5de5\u7a0b\u53d1\u5c55\u4e2d\u7684\u524d\u77bb\u6027\u5f15\u9886\u4f5c\u7528\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-50e1dd2859fd7664d4af887cc979bf9c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-50e1dd2859fd7664d4af887cc979bf9c.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2410.13187<\/section>\n<\/li>\n<li>\n<section>\u5f00\u6e90\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/aixcoder-plugin\/aiXcoder-7B<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u4ee3\u7801\u6570\u636e\uff0c\u5f02\u4e8e\u81ea\u7136\u8bed\u8a00<\/strong><\/p>\n<p>\u76f8\u8f83\u4e8e\u81ea\u7136\u8bed\u8a00\u6587\u672c\uff0c\u7a0b\u5e8f\u662f\u73b0\u5b9e\u4e16\u754c\u89e3\u51b3\u65b9\u6848\u5728\u8ba1\u7b97\u673a\u7cfb\u7edf\u4e2d\u7684\u6620\u5c04\u3002\u56e0\u6b64\uff0c\u7a0b\u5e8f\u6e90\u4ee3\u7801\u5448\u73b0\u51fa\u5f88\u591a\u72ec\u7279\u7684\u6027\u8d28\uff0c\u4f8b\u5982\uff1a\u5f3a\u7ed3\u6784\u6027\u3001\u53ef\u6267\u884c\u6027\u7b49\u7b49\u3002\u6709\u6548\u5730\u8868\u793a\u548c\u5efa\u6a21\u8fd9\u4e9b\u7279\u6027\uff0c\u5bf9\u4e8e\u4ee3\u7801\u751f\u6210\u7b49\u4efb\u52a1\u6765\u8bf4\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-00861615edf5f2c29babc7c7a908e82e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-00861615edf5f2c29babc7c7a908e82e.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5982\u4e0a\u4e09\u884c\u4ee3\u7801\u80fd\u591f\u4e25\u683c\u89e3\u6790\u4e3a\u62bd\u8c61\u8bed\u6cd5\u6811\u683c\u5f0f<\/sup><\/em><\/p>\n<p>\u4ee3\u7801\u5929\u7136\u80fd\u88ab\u89e3\u6790\u4e3a\u62bd\u8c61\u8bed\u6cd5\u6811\uff0c\u5176\u8bed\u6cd5\u89c4\u5219\u4e25\u683c\u7ec4\u7ec7\u4e86\u4ee3\u7801\u8bed\u53e5\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5728\u8bed\u6cd5\u89c4\u5219\u4e4b\u4e0a\uff0c\u4e5f\u6709\u5f88\u591a\u65b9\u5f0f\u63cf\u8ff0\u4ee3\u7801\u4e4b\u95f4\u7684\u6d41\u8f6c\u5173\u7cfb\uff0c\u4f8b\u5982\u63a7\u5236\u6d41\u56fe\u3001\u8c03\u7528\u6d41\u56fe\u7b49\u7b49\u3002\u987e\u540d\u601d\u4e49\uff0c\u63a7\u5236\u6d41\u56fe\u4f1a\u5c55\u793a\u6574\u4e2a\u4ee3\u7801\u63a7\u5236\u4e0e\u6761\u4ef6\u5173\u7cfb\uff0c\u4ec0\u4e48\u6837\u7684\u6761\u4ef6\u4e0b\u54ea\u4e2a\u5206\u652f\u4ee3\u7801\u4f1a\u8fd0\u884c\u3002\u8c03\u7528\u6d41\u56fe\u5219\u5c55\u793a\u7684\u662f\u4ee3\u7801\u4e4b\u95f4\u7684\u8c03\u7528\u5173\u7cfb\uff0c\u5b9e\u73b0\u4e00\u4e2a\u529f\u80fd\u65f6\u5728\u4ec0\u4e48\u6837\u7684\u5730\u65b9\u8c03\u7528\u4ec0\u4e48\u6837\u7684\u4ee3\u7801\u6a21\u5757\u662f\u80fd\u5c55\u793a\u51fa\u6765\u7684\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-8f7a33e381c217c5327365c5c77f9dbb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-8f7a33e381c217c5327365c5c77f9dbb.png\"><\/a><\/p>\n<p><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\u63a7\u5236\u6d41\u56fe\u793a\u4f8b\uff0c\u4ee3\u7801\u6267\u884c\u6761\u4ef6\u4e0e\u987a\u5e8f\u4f1a\u89e3\u6790\u6210\u6d41\u7a0b\u56fe\u3002<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d0ccbd2f512eff818c34962d18786137.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d0ccbd2f512eff818c34962d18786137.png\"><\/a><\/p>\n<p><em><sup>\u8c03\u7528\u6d41\u56fe\u793a\u4f8b\uff0cmain \u51fd\u6570\u8c03\u7528 calculate \u51fd\u6570\u8ba1\u7b97\u4e24\u4e2a\u6570\u4e4b\u548c\uff0ccalculate \u51fd\u6570\u8c03\u7528\u53e6\u5916\u4e24\u4e2a\u51fd\u6570 getFirst \u548c getSecond \u83b7\u53d6\u53c2\u4e0e\u8ba1\u7b97\u7684\u4e24\u4e2a\u52a0\u6570\u3002<\/sup><\/em><\/p>\n<p>\u7a0b\u5e8f\u8bed\u8a00\u4e0e\u81ea\u7136\u8bed\u8a00\u4e4b\u95f4\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u5c3d\u7ba1\u5927\u6a21\u578b\u901a\u8fc7\u5927\u89c4\u6a21\u81ea\u56de\u5f52\u8bad\u7ec3\u4efb\u52a1\u5728\u901a\u7528\u77e5\u8bc6\u5b66\u4e60\u4e0a\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\uff0c\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u53ef\u4ee5\u7b80\u5355\u5730\u5c06\u4ee3\u7801\u6570\u636e\u89c6\u4e3a\u300c\u81ea\u7136\u8bed\u8a00\u300d\uff0c\u5e76\u5c06\u5176\u62c9\u957f\u4e3a\u4e00\u7ef4 Token \u5e8f\u5217\u8fdb\u884c\u81ea\u56de\u5f52\u8bad\u7ec3\uff0c\u5c31\u80fd\u590d\u5236\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u6210\u529f\u3002<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u5f53\u4f7f\u7528\u81ea\u56de\u5f52\u6a21\u578b\u6216\u300cFill in the middle\u300d\u4efb\u52a1\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u65f6\uff0c\u4f1a\u53d1\u73b0\u5b9e\u9645\u5728\u4ee3\u7801\u8865\u5168\u4efb\u52a1\u4e2d\uff0c\u6a21\u578b\u751f\u6210\u7684\u7ed3\u679c\u5f80\u5f80\u4e0e\u4eba\u7c7b\u7a0b\u5e8f\u5458\u7684\u7f16\u7a0b\u65b9\u5f0f\u4e0d\u7b26\uff0c\u6211\u4eec\u8fd8\u9700\u8981\u66f4\u7b26\u5408\u4ee3\u7801\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\u3002<\/p>\n<p><strong>aiXcoder-7B\uff1a\u521b\u65b0\u5728 LLM \u4e0a\u5f15\u5165\u4ee3\u7801\u7279\u6027<\/strong><\/p>\n<p>\u6b63\u56e0\u4e3a\u5f53\u524d\u4ee3\u7801\u5927\u6a21\u578b\u5f88\u5c11\u5c06\u4ee3\u7801\u7279\u6027\u5f15\u5165\u5230 LLM \u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4ee3\u7801\u5927\u6a21\u578b\u5728\u4f01\u4e1a\u771f\u5b9e\u9879\u76ee\u4e2d\u8868\u73b0\u5f97\u4e0d\u5c3d\u4eba\u610f\uff0c\u6240\u4ee5\u6211\u4eec\u521b\u65b0\u5c06\u4e00\u4e9b\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u65b9\u6cd5\u5f15\u5165\u5230\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u4e2d\uff0c\u5e0c\u671b\u80fd\u751f\u6210\u66f4\u7b26\u5408\u771f\u5b9e\u573a\u666f\u7684\u4ee3\u7801\u5185\u5bb9\u3002<\/p>\n<p>\u4e3a\u6b64\uff0caiXcoder-7B \u4e3b\u8981\u4ece\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u4f18\u5316\u9884\u8bad\u7ec3\uff1a<\/p>\n<ul>\n<li>\n<section>\u6570\u636e\u9884\u5904\u7406\uff1a\u8f6f\u5de5\u5de5\u5177\u4fdd\u8bc1\u4ee3\u7801\u6570\u636e\u8bed\u6cd5\u6b63\u786e\u4e14\u4e0d\u5b58\u5728\u4e25\u91cd Bug<\/section>\n<\/li>\n<li>\n<section>\u7ed3\u6784\u5316 FIM\uff1a\u6309\u7167\u8bed\u6cd5\u7ed3\u6784\u7ec4\u7ec7\u9884\u8bad\u7ec3\u4efb\u52a1<\/section>\n<\/li>\n<li>\n<section>\u591a\u6587\u4ef6\u6392\u5e8f\uff1a\u4fdd\u8bc1\u5355\u9879\u76ee\u5185\uff0c\u6587\u4ef6\u6392\u5e8f\u65e2\u8003\u8651\u5185\u5bb9\u76f8\u4f3c\uff0c\u53c8\u8003\u8651\u8c03\u7528\u5173\u7cfb<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u6570\u636e\u9884\u5904\u7406<\/strong><\/p>\n<p>aiXcoder \u6838\u5fc3\u6570\u636e\u96c6\u4e3b\u8981\u7528\u4e8e\u5f3a\u5316\u4ee3\u7801\u5927\u6a21\u578b\u5728\u4ee5\u4e0a\u7f16\u7a0b\u8bed\u8a00\u4e0a\u7684\u6548\u679c\uff0c\u5176\u7ecf\u8fc7\u5927\u91cf\u7684\u8fc7\u6ee4\u4e0e\u7b5b\u9009\u8fc7\u7a0b\u3002\u76f8\u6bd4\u4e8e\u5176\u5b83\u4ee3\u7801\u5927\u6a21\u578b\uff0caiXcoder-7B \u9884\u8bad\u7ec3\u6570\u636e\u65e2\u91c7\u7528\u5e38\u89c4\u7684\u6570\u636e\u5904\u7406\uff0c\u4f8b\u5982\u6570\u636e\u53bb\u91cd\u3001\u81ea\u52a8\u751f\u6210\u4ee3\u7801\u53bb\u9664\u3001\u901a\u8fc7 Star \u91cf\u3001\u6b63\u5219\u7b49\u89c4\u5219\u53bb\u9664\u4f4e\u8d28\u91cf\u4ee3\u7801\u3001\u654f\u611f\u4fe1\u606f\u7b49\uff0c\u540c\u65f6\u501f\u52a9\u8f6f\u4ef6\u5de5\u7a0b\u65b9\u6cd5\u8fdb\u884c\u66f4\u7cbe\u7ec6\u7684\u6570\u636e\u5904\u7406\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-74cd8caef1db06938acf67e11b53126a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-74cd8caef1db06938acf67e11b53126a.png\"><\/a><\/p>\n<p>\u5177\u4f53\u800c\u8a00\uff0caiXcoder-7B \u9884\u8bad\u7ec3\u6570\u636e\u91c7\u7528\u8bed\u6cd5\u5206\u6790\u548c\u9759\u6001\u5206\u6790\u4e24\u5927\u7c7b\u5de5\u5177\u9884\u5904\u7406\u6570\u636e\u3002\u5bf9\u4e8e\u8bed\u6cd5\u5206\u6790\uff0c\u91cd\u70b9\u89e3\u6790\u4e94\u5341\u79cd\u4e3b\u6d41\u8bed\u8a00\u7684\u8bed\u6cd5\u7ed3\u6784\uff0c\u5e76\u6392\u9664\u5b58\u5728\u8bed\u6cd5\u9519\u8bef\u3001\u7b80\u5355 Bug \u3001\u5927\u9762\u79ef\u88ab\u6ce8\u91ca\u6389\u7684\u4ee3\u7801\u7b49\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e5630459f8b83b0f343aecbe60a642a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e5630459f8b83b0f343aecbe60a642a0.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8bed\u6cd5\u5206\u6790\u80fd\u5929\u7136\u89e3\u6790\u5e76\u5904\u7406\u660e\u663e\u4e0d\u5408\u7406\u7684\u4ee3\u7801<\/sup><\/em><\/p>\n<p>\u5bf9\u4e8e\u9759\u6001\u5206\u6790\uff0c\u5219\u4fa7\u91cd\u89e3\u6790\u5341\u4f59\u79cd\u6700\u4e3b\u6d41\u7f16\u7a0b\u8bed\u8a00\u7684\u4e25\u91cd\u9519\u8bef\uff0c\u5373\u5f53\u51fa\u73b0\u8fd9\u4e00\u4e9b\u7c7b\u578b\u9519\u8bef\u65f6\uff0c\u4ee3\u7801\u5927\u6982\u7387\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u4f1a\u51fa\u73b0\u6bd4\u8f83\u5927\u7684\u95ee\u9898\u3002\u5177\u4f53\u800c\u8a00\uff0c\u626b\u63cf\u5e76\u5b9a\u4f4d\u5f71\u54cd\u4ee3\u7801\u53ef\u9760\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u7684 161 \u79cd Bug\uff0c\u5f71\u54cd\u4ee3\u7801\u5b89\u5168\u6027\u7684 197 \u79cd\u5b89\u5168\u6f0f\u6d1e\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-804a2678ab3aee7467d7e19adfb0f9b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-804a2678ab3aee7467d7e19adfb0f9b8.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u9759\u6001\u5206\u6790\u80fd\u68c0\u6d4b\u51fa\u5f88\u591a\u66f4\u6df1\u5c42\u7f3a\u9677\u4e0e\u6f0f\u6d1e\u7684\u4ee3\u7801\u3002<\/sup><\/em><\/p>\n<p>\u7ed3\u5408\u8f6f\u4ef6\u5de5\u7a0b\u5206\u6790\u65b9\u6cd5\u4ee5\u53ca\u8fc7\u6ee4\u89c4\u5219\uff0c\u80fd\u591f\u5c06\u5b58\u5728\u660e\u663e\u95ee\u9898\u7684\u4ee3\u7801\u5220\u9664\u6389\uff0c\u660e\u663e\u63d0\u5347\u6574\u4f53\u4ee3\u7801\u8d28\u91cf\u3002<\/p>\n<p><strong>\u7ed3\u6784\u5316 FIM<\/strong><\/p>\n<p>\u5728\u5b9e\u9645\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u4ee3\u7801\u5177\u6709\u7c7b\u3001\u65b9\u6cd5\u3001\u6761\u4ef6\u4ee3\u7801\u5757\u3001\u5faa\u73af\u4ee3\u7801\u5757\u7b49\u4f17\u591a\u7ed3\u6784\u3002\u7814\u7a76\u56e2\u961f\u671f\u5f85\u8ba9\u4ee3\u7801\u5927\u6a21\u578b\u5929\u7136\u80fd\u5b66\u4f1a\u8fd9\u6837\u7684\u7ed3\u6784\uff0c\u800c\u4e0d\u662f\u653e\u4efb\u4ee3\u7801\u5927\u6a21\u578b\u5411\u4e0b\u4e00\u76f4\u751f\u6210\uff0c\u6216\u8005\u4ece\u5b57\u7b26\u5c42\u9762\u4e0a\u622a\u53d6\u4e00\u4e2a\u7247\u6bb5\uff0c\u671f\u5f85\u8865\u5168\u8be5\u5b57\u7b26\u7247\u6bb5\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u56e2\u961f\u7ed3\u5408\u8bed\u6cd5\u5206\u6790\u65b9\u6cd5\uff0c\u5c06\u4ee3\u7801\u89e3\u6790\u4e3a\u62bd\u8c61\u8bed\u6cd5\u6811\uff0c\u5e76\u57fa\u4e8e\u8bed\u6cd5\u6811\u7684\u7ed3\u6784\u6784\u5efa\u8bad\u7ec3\u4efb\u52a1\u3002\u5177\u4f53\u800c\u8a00\uff0c\u4ee3\u7801\u6587\u4ef6\u4e2d\u7684\u6bcf\u4e2a\u4f4d\u7f6e\u90fd\u5bf9\u5e94\u7740\u62bd\u8c61\u8bed\u6cd5\u6811\u4e2d\u7684\u67d0\u4e2a\u8282\u70b9\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u56e2\u961f\u6316\u6389\u8be5\u8282\u70b9\u7684\u5b50\u8282\u70b9\uff0c\u6216\u8005\u6316\u6389\u8be5\u8282\u70b9\u6240\u5728\u7236\u8282\u70b9\u5269\u4f59\u7684\u90e8\u5206\uff0c\u7136\u540e\u9488\u5bf9\u88ab\u6316\u6389\u7684\u4ee3\u7801\u5757\u505a\u4e00\u4e2a\u5148\u9a8c\u7ea6\u675f\uff1a\u6316\u6389\u7684\u4ee3\u7801\u5757\u6a2a\u8de8\u4e00\u4e2a\u6216\u5c11\u6570\u51e0\u4e2a\u5b8c\u6574\u7684\u4ee3\u7801\u7ed3\u6784\u3002\u5c06\u8fd9\u90e8\u5206\u5b8c\u6574\u4ee3\u7801\u7ed3\u6784\u7528\u6765\u8ba1\u7b97\u635f\u5931\u8bad\u7ec3\u6a21\u578b\uff0c\u5c31\u80fd\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u8ba9\u4ee3\u7801\u6a21\u578b\u7406\u89e3\u90e8\u5206\u8bed\u6cd5\u7ed3\u6784\u3002<\/p>\n<p>\u66f4\u5f62\u8c61\u5730\u89e3\u91ca\uff0c\u5e38\u89c4\u7684 Fill in the middle \u4f1a\u6784\u9020\u5f88\u591a\u4e0d\u5408\u6cd5\u7684\u4ee3\u7801\u7247\u6bb5\uff0c\u4f8b\u5982\u4e0b\u56fe\u300cor i in range (2\u300d\uff0c\u5e38\u89c4\u7684\u505a\u6cd5\u53ea\u662f\u4ece\u5b57\u7b26\u4e0a\u968f\u673a\u53d6\u4e00\u4e2a\u7247\u6bb5\u3002\u4f46\u8bba\u6587\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u7684 Structured Fill-In-the-Middle (SFIM) \u4f1a\u968f\u673a\u5148\u9009\u5b9a\u4e00\u4e2a\u8bed\u6cd5\u8282\u70b9\u300cIF\u300d\uff0c\u5e76\u5728 IF \u8282\u70b9\u5411\u4e0b\u53d6\u4e86\u300cCompare\u300d\u4ee3\u7801\u7247\u6bb5\u300ci % 5 == 0:\u300d<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c11de83dbaa33c0fdf95bde46568e9a2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c11de83dbaa33c0fdf95bde46568e9a2.png\"><\/a><\/p>\n<p>\u6700\u7ec8\u56e2\u961f\u5728\u9884\u8bad\u7ec3\u4e2d\u6839\u636e SFIM \u6784\u5efa\u6574\u4f53\u8bad\u7ec3\u635f\u5931\u8ba1\u7b97\uff0c\u4ee5\u6b64\u66f4\u597d\u5730\u5b66\u4e60\u4ee3\u7801\u7684\u8bed\u6cd5\u7ed3\u6784\u4fe1\u606f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-46bf82309e498aef3689da08f5e65b72.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-46bf82309e498aef3689da08f5e65b72.png\"><\/a><\/p>\n<p><strong>\u591a\u6587\u4ef6\u6392\u5e8f<\/strong><\/p>\n<p>\u5f53\u524d\u4e3b\u6d41\u7684\u4ee3\u7801\u5f00\u6e90\u6570\u636e\u96c6\uff0c\u4f8b\u5982 TheStackV1 \u3001 TheStackV2 \u6216\u8005 The Pile \u4e2d\u4ee3\u7801\u90e8\u5206\uff0c\u90fd\u662f\u6839\u636e\u5355\u4e2a\u8bed\u8a00\uff0c\u751a\u81f3\u5355\u4e00\u540e\u7f00\u540d\u7ec4\u7ec7\u6570\u636e\uff0c\u81f4\u4f7f\u6574\u4e2a\u8bad\u7ec3\u6837\u672c\u7684\u6784\u9020\u5c40\u9650\u5728\u5355\u8bed\u8a00\u6587\u4ef6\u4e2d\u3002\u800c\u6b64\u6b21\u7814\u7a76\u56e2\u961f\u6784\u5efa\u7684\u8bad\u7ec3\u6570\u636e\u4ee5\u9879\u76ee\u4e3a\u5355\u4f4d\uff0c\u4fdd\u7559\u4e0e\u5904\u7406\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u7684\u4ee3\u7801\u6587\u4ef6\uff0c\u786e\u4fdd\u8bad\u7ec3\u6570\u636e\u4e2d\u7f16\u7a0b\u8bed\u8a00\u7684\u5206\u5e03\u4e0e\u771f\u5b9e\u5f00\u53d1\u4e00\u81f4\u3002<\/p>\n<p>\u6b64\u65f6\u6709\u4e00\u4e2a\u91cd\u8981\u7684\u95ee\u9898\uff1a\u9879\u76ee\u5185\u4e0d\u540c\u6587\u4ef6\u8be5\u5982\u4f55\u6392\u5e8f\uff1f<\/p>\n<p>\u4e3a\u4e86\u63d0\u5347\u6a21\u578b\u5bf9\u9879\u76ee\u5185\u591a\u4ee3\u7801\u6587\u4ef6\u5173\u7cfb\u7684\u5145\u5206\u5efa\u6a21\u80fd\u529b\uff0c\u5e76\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u66f4\u9ad8\u6548\u5730\u62bd\u53d6\u6709\u7528\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u76f8\u4f3c\u6027\u5173\u7cfb\u548c\u4f9d\u8d56\u6027\u5173\u7cfb\u5bf9\u4ee3\u7801\u6587\u4ef6\u6392\u5e8f\uff1a\u76f8\u4f3c\u6027\u5173\u7cfb\u5373\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u4e2d\u80fd\u5b66\u4f1a\u4eff\u5199\u76f8\u4f3c\u7684\u4ee3\u7801\uff1b\u4f9d\u8d56\u6027\u5173\u7cfb\u5373\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u4e2d\u80fd\u5b66\u4f1a API \u8c03\u7528\u6216\u8005\u51fd\u6570\u8c03\u7528\u7684\u5173\u7cfb\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ae1b06a46b5b11235ac4bb9ac84dbfbe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ae1b06a46b5b11235ac4bb9ac84dbfbe.png\"><\/a><\/p>\n<p><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 \u9884\u8bad\u7ec3\u4e2d\uff0c\u9879\u76ee\u5185\u6587\u4ef6\u6392\u5e8f\u7b97\u6cd5<\/sup><\/em><\/p>\n<p>\u5982 Algorithm 1 \u6240\u793a\uff0c\u672c\u8bba\u6587\u7ed9\u51fa\u4e86\u4e00\u4e2a\u9879\u76ee\u5185\u6587\u4ef6\u6392\u5e8f\u4f2a\u4ee3\u7801\u3002\u7b80\u5355\u7406\u89e3\uff0c\u4ee5 0.3 \u7684\u6982\u7387\u91c7\u7528\u6587\u4ef6\u5185\u5bb9\u76f8\u4f3c\u6392\u5e8f\uff0c\u5373\u901a\u8fc7 KMeans \u805a\u7c7b\u7b97\u6cd5\u5c06\u6587\u4ef6\u805a\u6210\u4e0d\u540c\u7684\u7c07\uff0c\u5e76\u4e14\u540c\u4e00\u4e2a\u7c07\u6392\u5217\u5728\u4e00\u8d77\uff1b\u6b64\u5916\uff0c\u4ee5 0.3 \u7684\u6982\u7387\u8fdb\u884c\u8def\u5f84\u76f8\u4f3c\u6392\u5e8f\uff0c\u628a\u540c\u4e00\u76ee\u5f55\u4e0b\u7684\u6587\u4ef6\uff0c\u6216\u8005\u88ab\u6d4b\u4ee3\u7801\u4e0e\u6d4b\u8bd5\u4ee3\u7801\u7b49\u8def\u5f84\u76f8\u5173\u7684\u6587\u4ef6\u80fd\u6392\u5217\u5728\u4e00\u8d77\uff1b\u6700\u540e\u8fd8\u4ee5 0.3 \u7684\u6982\u7387\u6784\u5efa\u51fd\u6570\u8c03\u7528\u6d41\u56fe\uff0c\u5e76\u6839\u636e\u56fe\u7684\u53f6\u8282\u70b9\u4e00\u8def\u5411\u6839\u8282\u70b9\u5efa\u7acb\u7a0b\u5e8f\u4f9d\u8d56\u8def\u5f84\uff0c\u5c06\u8def\u5f84\u4e0a\u7684\u4ee3\u7801\u6587\u4ef6\u6392\u5217\u5728\u4e00\u8d77\u3002<\/p>\n<p><strong>aiXcoder 7B \u72ec\u7279\u7684\u6548\u679c\u4f18\u52bf<\/strong><\/p>\n<p>\u501f\u52a9\u8f6f\u4ef6\u5de5\u7a0b\u65b9\u6cd5\uff0c\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u66f4\u7b26\u5408\u4ee3\u7801\u5927\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\uff0c\u63d0\u5347\u4e86\u5176\u5728\u4ee3\u7801\u6570\u636e\u4e0a\u7684\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u3002\u4f8b\u5982\u8bba\u6587\u8868 5 \u4e2d\u7684 Fill-in-the-middle \u8bc4\u6d4b\u96c6\u663e\u793a\uff0c\u7ecf\u8fc7\u9ad8\u8d28\u91cf\u4ee3\u7801\u6570\u636e\u7684 SFIM \u4efb\u52a1\u8bad\u7ec3\uff0c\u4e0d\u540c\u8bed\u8a00\u7684\u4ee3\u7801\u8865\u5168\u80fd\u529b\u6709\u660e\u663e\u7684\u63d0\u5347\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-63bf92c895eafff2300720d842486c89.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-63bf92c895eafff2300720d842486c89.png\"><\/a><\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u6d4b\u8bc4 aixcoder-7B \u5728\u591a\u79cd\u60c5\u51b5\u4e0b\u7684\u4ee3\u7801\u8865\u5168\u80fd\u529b\uff0c\u56e2\u961f\u4ece\u65b9\u6cd5\u7b7e\u540d\u3001\u65b9\u6cd5\u4f53\u3001\u65b9\u6cd5\u5c40\u90e8\u3001\u6761\u4ef6\u5757\u3001\u5faa\u73af\u5757\u3001\u5f02\u5e38\u6355\u6349\u5757\u7b49\u7ef4\u5ea6\u8bc4\u4f30\u4e86\u6a21\u578b\u5728\u4ee3\u7801\u8865\u5168\u4e0a\u7684\u6548\u679c\uff0c\u5982\u8bba\u6587\u56fe 4 \u6240\u793a\u3002\u5bf9\u6bd4 DeepSeekcoder-6.7B\uff0caixcoder-7B \u5927\u90e8\u5206\u7684\u8865\u5168\u4f4d\u7f6e\u90fd\u62e5\u6709\u66f4\u597d\u7684\u6548\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-13ed5905505f781ada5e6d8f654da6f2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-13ed5905505f781ada5e6d8f654da6f2.png\"><\/a><\/p>\n<p>\u6b64\u5916\uff0c\u56e0\u4e3a\u9884\u8bad\u7ec3\u4efb\u52a1\u5145\u5206\u8003\u8651\u4e86\u4ee3\u7801\u7684\u8bed\u6cd5\u7ed3\u6784\uff0c\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5bf9\u4ee3\u7801\u7684\u4e0a\u4e0b\u6587\u7ed3\u6784\u5c55\u73b0\u51fa\u66f4\u51fa\u8272\u7684\u611f\u77e5\u80fd\u529b\uff0c\u80fd\u591f\u51c6\u786e\u5224\u65ad\u9700\u8981\u8865\u5168\u5b8c\u6574\u7684\u8bed\u6cd5\u7ed3\u6784\uff0c\u5e76\u503e\u5411\u751f\u6210\u66f4\u77ed\u7684\u4ee3\u7801\u7247\u6bb5\u3002\u5982\u8bba\u6587\u8868 6 \u6240\u793a\uff0c\u6a21\u578b\u751f\u6210\u7684 Token \u6570\u4e0e GroundTruth Token \u6570\u7684\u6bd4\u503c\uff0caiXcoder -7B \u66f4\u5c0f\uff0c\u8868\u660e SFIM \u9884\u8bad\u7ec3\u4efb\u52a1\u6709\u6548\u6307\u5bfc\u4e86\u6a21\u578b\u66f4\u597d\u5b66\u4f1a\u5982\u4f55\u7ec8\u6b62\u9884\u6d4b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5c50efe7e6c5b79229966e172713d131.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5c50efe7e6c5b79229966e172713d131.png\"><\/a><\/p>\n<p>\u5bf9\u4e8e\u4ee3\u7801\u8865\u5168\u4efb\u52a1\uff0c\u53e6\u5916\u4e00\u4e2a\u6bd4\u8f83\u91cd\u8981\u7684\u662f\u8de8\u6587\u4ef6\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u80fd\u529b\u3002aiXcoder -7b \u5728\u9884\u8bad\u7ec3\u4e2d\u4ee5\u9879\u76ee\u4e3a\u5355\u4f4d\u5bf9\u9879\u76ee\u5185\u7684\u4ee3\u7801\u6587\u4ef6\u8fdb\u884c\u6392\u5e8f\uff0c\u83b7\u5f97\u4e86\u66f4\u597d\u7684\u6587\u4ef6\u95f4\u5efa\u6a21\u80fd\u529b\u3002\u5982\u8868 4 \u6240\u793a\uff0caiXcoder -7b \u5728 CrossCodeEval \u8bc4\u6d4b\u96c6\u4e0a\u62e5\u6709\u66f4\u597d\u7684\u6548\u679c\uff0c\u8868\u660e\u5176\u5229\u7528\u591a\u6587\u4ef6\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u8865\u5168\u5f53\u524d\u4ee3\u7801\u6587\u4ef6\u80fd\u529b\u66f4\u6709\u4f18\u52bf\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-82ff43aae96f42988eb4716b674be5ec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-82ff43aae96f42988eb4716b674be5ec.png\"><\/a><\/p>\n<p><strong>\u540e\u7eed\u6539\u8fdb\u65b9\u5411<\/strong><\/p>\n<p>\u5728\u771f\u5b9e\u8f6f\u4ef6\u5f00\u53d1\u573a\u666f\u4e2d\uff0c\u8fd8\u6709\u5f88\u591a\u80fd\u529b\u662f\u5927\u6a21\u578b\u672a\u66fe\u5b66\u4e60\u5230\u7684\uff0c\u91cd\u4e2d\u4e4b\u91cd\u5373\u4ee3\u7801\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u5b9e\u9645\u4ee3\u7801\u8865\u5168\u5f80\u5f80\u9700\u8981\u57fa\u4e8e\u4e0d\u540c\u7c7b\u578b\u7684\u4e0a\u4e0b\u6587\uff08\u5982\uff1a\u5f53\u524d\u6587\u4ef6\u7684\u4e0a\u6587\u3001\u8de8\u6587\u4ef6\u4e0a\u4e0b\u6587\u3001\u76f8\u4f3c\u4ee3\u7801\u6bb5\uff09\uff0c\u53bb\u9884\u6d4b\u540e\u7eed\u7684\u4ee3\u7801\u3002\u8fd9\u79cd\u590d\u6742\u7684\u4e0a\u4e0b\u6587\u5f62\u5f0f\u4e0e\u57fa\u7840\u6a21\u578b\u9884\u8bad\u7ec3\u65f6\u7684\u4e0a\u4e0b\u6587\u5f62\u5f0f\u4e0d\u4e00\u81f4\uff0c\u4ece\u800c\u9650\u5236\u4e86\u57fa\u7840\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u65f6\u7684\u4ee3\u7801\u8865\u5168\u51c6\u786e\u7387\u3002<\/p>\n<p>\u4e3a\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u5728 aiXcoder 7B \u4e0a\u505a\u4e86\u66f4\u591a\u7684\u5bf9\u9f50\u8bad\u7ec3\u5b9e\u9a8c\u3002\u8be5\u5bf9\u9f50\u8bad\u7ec3\u6709\u6548\u5730\u5c06\u6a21\u578b\u5bf9\u9f50\u5230\u771f\u5b9e\u8f6f\u4ef6\u5f00\u53d1\u573a\u666f\u4e2d\u7684\u4e0a\u4e0b\u6587\u5f62\u5f0f\uff0c\u663e\u8457\u5730\u63d0\u5347\u4e86\u6a21\u578b\u5728\u591a\u79cd\u8bed\u8a00\u4e0a\u7684\u4ee3\u7801\u8865\u5168\u51c6\u786e\u7387\u3002\u4f8b\u5982\uff0c\u5728\u56db\u79cd\u8bed\u8a00\uff08Python\u3001Java\u3001C++\u548cGo\uff09\u7684\u591a\u884c\u8865\u5168\u4e0a\uff0c\u76f8\u8f83\u4e8eaiXcoder-7B\uff0c\u7ecf\u8fc7\u4f18\u5316\u7684\u65b0\u6a21\u578b\u5728Exact Match\uff08\u5b8c\u5168\u5339\u914d\uff09\u6307\u6807\u4e0a\u5e73\u5747\u53d6\u5f97\u4e86 13 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target=\"_blank\">\u5982\u4f55\u8bad\u7ec3\u6700\u5f3a\u4ee3\u7801\u5927\u6a21\u578b\uff1f\u5317\u5927aiXcoder-7B\u8d21\u732e\u524d\u6cbf\u5b9e\u8df5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5982\u4f55\u8bad\u7ec3\u6700\u5f3a\u4ee3\u7801\u5927\u6a21\u578b 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