{"id":3790,"date":"2025-05-12T16:49:59","date_gmt":"2025-05-12T08:49:59","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=3790"},"modified":"2025-05-12T16:50:45","modified_gmt":"2025-05-12T08:50:45","slug":"%e5%ad%97%e8%8a%82seed%e9%a6%96%e6%ac%a1%e5%bc%80%e6%ba%90%e4%bb%a3%e7%a0%81%e6%a8%a1%e5%9e%8b%ef%bc%8c%e6%8b%bf%e4%b8%8b%e5%90%8c%e8%a7%84%e6%a8%a1%e5%a4%9a%e4%b8%aasota%ef%bc%8c%e6%8f%90%e5%87%ba","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2025\/05\/12\/%e5%ad%97%e8%8a%82seed%e9%a6%96%e6%ac%a1%e5%bc%80%e6%ba%90%e4%bb%a3%e7%a0%81%e6%a8%a1%e5%9e%8b%ef%bc%8c%e6%8b%bf%e4%b8%8b%e5%90%8c%e8%a7%84%e6%a8%a1%e5%a4%9a%e4%b8%aasota%ef%bc%8c%e6%8f%90%e5%87%ba\/","title":{"rendered":"\u5b57\u8282Seed\u9996\u6b21\u5f00\u6e90\u4ee3\u7801\u6a21\u578b\uff0c\u62ff\u4e0b\u540c\u89c4\u6a21\u591a\u4e2aSOTA\uff0c\u63d0\u51fa\u7528\u5c0f\u6a21\u578b\u7ba1\u7406\u6570\u636e\u8303\u5f0f"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3790\" class=\"elementor elementor-3790\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b80338d e-flex e-con-boxed e-con e-parent\" data-id=\"b80338d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bff3509 elementor-widget elementor-widget-text-editor\" data-id=\"bff3509\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5b57\u8282Seed\u9996\u6b21\u5f00\u6e90\u4ee3\u7801\u6a21\u578b\uff01<\/p><p><strong>Seed-Coder<\/strong>\uff0c8B\u89c4\u6a21\uff0c\u8d85\u8d8aQwen3\uff0c\u62ff\u4e0b\u591a\u4e2aSOTA\u3002<\/p><p>\u5b83\u8bc1\u660e<strong>\u201c\u53ea\u9700\u6781\u5c11\u4eba\u5de5\u53c2\u4e0e\uff0cLLM\u5c31\u80fd\u81ea\u884c\u7ba1\u7406\u4ee3\u7801\u8bad\u7ec3\u6570\u636e\u201d<\/strong>\u3002<\/p><p>\u901a\u8fc7<strong>\u81ea\u8eab\u751f\u6210\u548c\u7b5b\u9009<\/strong>\u9ad8\u8d28\u91cf\u8bad\u7ec3\u6570\u636e\uff0c\u53ef\u5927\u5e45\u63d0\u5347\u6a21\u578b\u4ee3\u7801\u751f\u6210\u80fd\u529b\u3002<\/p><section><img decoding=\"async\" class=\"rich_pages wxw-img\" src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/3481ed5ba02defa6d98b38e3bb35fca51747026025144.webp\" data-imgfileid=\"100309619\" data-ratio=\"0.44907407407407407\" data-src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/3481ed5ba02defa6d98b38e3bb35fca51747026025144.webp\" data-type=\"png\" data-w=\"1080\" \/><\/section><p>\u8fd9\u53ef\u4ee5\u88ab\u89c6\u4e3a\u5bf9DeepSeek-R1\u6a21\u578b\u81ea\u6211\u751f\u6210\u548c\u7b5b\u9009\u8bad\u7ec3\u6570\u636e\u7b56\u7565\u7684\u6269\u5c55\u3002<\/p><section><img decoding=\"async\" class=\"rich_pages wxw-img\" src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/06b9ffb4169efbd0bc70b867876589d51747026025145.webp\" data-imgfileid=\"100309617\" data-ratio=\"0.9166666666666666\" data-src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/06b9ffb4169efbd0bc70b867876589d51747026025145.webp\" data-type=\"png\" data-w=\"1080\" \/><\/section><p>\u4e00\u5171\u5305\u542b\u4e09\u4e2a\u7248\u672c\uff1a<\/p><ul class=\"list-paddingleft-1\"><li><section>Base<\/section><\/li><li><section>Instruct<\/section><\/li><li><section>Reasoning<\/section><\/li><\/ul><p>\u5176\u4e2d\uff0cInstruct\u5728\u7f16\u7a0b\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u62ff\u4e0b\u4e24\u4e2a\u6d4b\u8bd5\u57fa\u51c6SOTA\u3002<\/p><section><img decoding=\"async\" class=\"rich_pages wxw-img\" src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/0209b835bed3f4e5778fd2ec7e426e961747026025145.webp\" data-imgfileid=\"100309616\" data-ratio=\"0.5277777777777778\" data-src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/0209b835bed3f4e5778fd2ec7e426e961747026025145.webp\" data-type=\"png\" data-w=\"1080\" \/><\/section><p>\u63a8\u7406\u7248\u672c\uff0c\u5728IOI 2024\u4e0a\u8d85\u8d8a\u4e86QwQ-32B\u548cDeepSeek-R1\u3002<\/p><section><img decoding=\"async\" class=\"rich_pages wxw-img\" src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/3bf6acb5f78695ed6916344d6e6f83001747026025145.webp\" data-src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/3bf6acb5f78695ed6916344d6e6f83001747026025145.webp\" data-ratio=\"0.5342592592592592\" data-type=\"png\" data-w=\"1080\" data-imgfileid=\"100309615\" \/><\/section><section>\u6a21\u578b\u4e0a\u4e0b\u6587\u957f\u5ea632K\uff0c\u4f7f\u75286T tokens\u8bad\u7ec3\uff0c\u5e76\u91c7\u7528\u5bbd\u677e\u7684MIT\u5f00\u6e90\u534f\u8bae\uff0c\u5b8c\u6574\u4ee3\u7801\u5df2\u53d1\u5e03\u5728Hugging Face\u3002<\/section><h2>\u7528\u6a21\u578b\u7ba1\u7406\u8bad\u7ec3\u6570\u636e<\/h2><p>Seed-Coder\u7684\u524d\u8eab\u662fdoubao-coder\uff0c\u91c7\u7528Llama 3\u7ed3\u6784\uff0c\u53c2\u6570\u91cf\u4e3a8.2B\uff0c6\u5c42\uff0c\u9690\u85cf\u5c42\u5927\u5c0f\u4e3a4096\uff0c\u91c7\u7528\u5206\u7ec4\u67e5\u8be2\u6ce8\u610f\u529b\uff08GQA\uff09\u673a\u5236\u3002<\/p><p>\u6700\u5173\u952e\u7684\u5de5\u4f5c\u662f\u6570\u636e\u7684\u5904\u7406\uff0cSeed\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u201c\u6a21\u578b\u4e2d\u5fc3\u201d\u7684\u6570\u636e\u5904\u7406\u65b9\u5f0f\uff0c\u4f7f\u7528\u6a21\u578b\u6765\u7b56\u5212\u6570\u636e\u3002<\/p><p>\u5177\u4f53\u6765\u8bf4\uff0c\u6a21\u578b\u4f1a\u4eceGitHub\u548c\u7f51\u7edc\u6863\u6848\u722c\u53d6\u539f\u59cb\u4ee3\u7801\u6570\u636e\uff0c\u7ecf\u8fc7\u51e0\u4e2a\u5904\u7406\u6b65\u9aa4\u540e\u8f93\u51fa\u6700\u7ec8\u7684\u9884\u8bad\u7ec3\u6570\u636e\u3002<\/p><section><img decoding=\"async\" class=\"rich_pages wxw-img\" src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/b9eb84045c7cd51622ff58542b1127f41747026025145.webp\" data-src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/b9eb84045c7cd51622ff58542b1127f41747026025145.webp\" data-ratio=\"0.35\" data-type=\"png\" data-w=\"1080\" data-imgfileid=\"100309614\" \/><\/section><p>Seed-Coder\u7684\u8fc7\u6ee4\u6570\u636e\u5206\u4e3a\u56db\u4e2a\u7c7b\u522b\uff1a<\/p><ul class=\"list-paddingleft-1\"><li><section>\u6587\u4ef6\u7ea7\u4ee3\u7801\uff1a\u6765\u81eaGitHub\u7684\u5355\u4e2a\u4ee3\u7801\u6587\u4ef6\uff0c\u7ecf\u8fc7\u5904\u7406\u540e\u4fdd\u7559\u4e86\u9ad8\u8d28\u91cf\u7684\u4ee3\u7801\u5185\u5bb9\u3002<\/section><\/li><li><section>\u4ed3\u5e93\u7ea7\u4ee3\u7801\uff1a\u57fa\u4e8e\u4ed3\u5e93\u7ed3\u6784\u7684\u4ee3\u7801\u6587\u4ef6\uff0c\u4fdd\u7559\u4e86\u9879\u76ee\u7ed3\u6784\u4fe1\u606f\uff0c\u4f7f\u6a21\u578b\u80fd\u5b66\u4e60\u5230\u4ee3\u7801\u95f4\u7684\u5173\u7cfb\u3002<\/section><\/li><li><section>Commit\u6570\u636e\uff1aGitHub\u63d0\u4ea4\u7684\u5feb\u7167\uff0c\u5305\u62ec\u63d0\u4ea4\u4fe1\u606f\u3001\u4ed3\u5e93\u5143\u6570\u636e\u3001\u76f8\u5173\u6587\u4ef6\u548c\u4ee3\u7801\u8865\u4e01\uff0c\u5305\u62ec\u6765\u81ea14\u4e07\u4e2a\u9ad8\u8d28\u91cf\u4ed3\u5e93\u76847400\u4e07\u6b21\u63d0\u4ea4\uff1b<\/section><\/li><li><section>\u4ee3\u7801\u76f8\u5173\u7f51\u7edc\u6570\u636e\uff1a\u4ece\u7f51\u7edc\u5b58\u6863\u4e2d\u63d0\u53d6\u7684\u5305\u542b\u4ee3\u7801\u5757\u6216\u9ad8\u5ea6\u4ee3\u7801\u76f8\u5173\u7684\u6587\u6863\u3002<\/section><\/li><\/ul><p>\u5148\u770b\u770b\u4ee3\u7801\u7684\u5904\u7406\uff0c\u5728\u9884\u5904\u7406\u9636\u6bb5\uff0c\u7cfb\u7edf\u5728\u4ed3\u5e93\u548c\u6587\u4ef6\u4e24\u4e2a\u5c42\u7ea7\u5b9e\u65bd\u53bb\u91cd\uff0cSHA256\u54c8\u5e0c\u8fdb\u884c\u7cbe\u786e\u53bb\u91cd\uff0c\u5e76\u901a\u8fc7MinHash\u7b97\u6cd5\u8fdb\u884c\u8fd1\u4f3c\u53bb\u91cd\u3002<\/p><p>\u8fd9\u79cd\u53cc\u5c42\u7b56\u7565\u4ea7\u751f\u4e86\u4e24\u79cd\u53d8\u4f53\u7684\u4ee3\u7801\u8bed\u6599\u5e93\u2014\u2014\u6587\u4ef6\u7ea7\u53d8\u4f53\u7528\u4e8e\u77ed\u4e0a\u4e0b\u6587\u7a97\u53e3\u8bad\u7ec3\uff0c\u4ed3\u5e93\u7ea7\u53d8\u4f53\u4fdd\u7559\u4e86\u9879\u76ee\u7ed3\u6784\u4ee5\u652f\u6301\u66f4\u8fde\u8d2f\u7684\u957f\u4e0a\u4e0b\u6587\u5b66\u4e60\u3002<\/p><p>\u968f\u540e\uff0c\u7cfb\u7edf\u4f7f\u7528Tree-sitter\u7b49\u8bed\u6cd5\u89e3\u6790\u5668\u68c0\u67e5\u5269\u4f59\u6587\u4ef6\uff0c\u4e22\u5f03\u90a3\u4e9b\u5305\u542b\u8bed\u6cd5\u9519\u8bef\u7684\u6587\u4ef6\u3002\u8fd9\u4e2a\u9884\u5904\u7406\u9636\u6bb5\u603b\u5171\u51cf\u5c11\u4e86\u5927\u7ea698%\u7684\u539f\u59cb\u6570\u636e\u91cf\u3002<\/p><p>\u5728\u8d28\u91cf\u8fc7\u6ee4\u9636\u6bb5\uff0cSeed-Coder\u4f7f\u7528\u4e00\u4e2a\u7ecf\u8fc722\u4e07+\u4efd\u4ee3\u7801\u6587\u6863\u7279\u6b8a\u8bad\u7ec3\u7684\u8bc4\u5206\u6a21\u578b\u6765\u8fc7\u6ee4\u4f4e\u8d28\u91cf\u4ee3\u7801\u6587\u4ef6\u3002<\/p><p>\u8bc4\u5206\u6a21\u578b\u4ee5DeepSeek-V2-Chat\u4e3a\u57fa\u7840\uff0c\u8bc4\u4ef7\u6307\u6807\u5305\u542b\u56db\u4e2a\u5173\u952e\u65b9\u9762\uff1a<\/p><ul class=\"list-paddingleft-1\"><li><section>\u53ef\u8bfb\u6027\uff1a\u5305\u542b\u5408\u7406\u6570\u91cf\u7684\u6ce8\u91ca\uff0c\u9075\u5faa\u4e00\u81f4\u7684\u547d\u540d\u89c4\u8303\uff0c\u5e76\u9075\u5faa\u901a\u7528\u7684\u683c\u5f0f\u548c\u7ed3\u6784\u89c4\u8303\uff1b<\/section><\/li><li><section>\u6a21\u5757\u6027\uff1a\u7ed3\u6784\u5408\u7406\uff0c\u907f\u514d\u529f\u80fd\u8fc7\u4e8e\u590d\u6742\u6216\u5197\u957f\uff0c\u901a\u8fc7\u6a21\u5757\u5316\u5b9e\u73b0\u903b\u8f91\u529f\u80fd\u6e05\u6670\u5206\u79bb\uff1b<\/section><\/li><li><section>\u6e05\u6670\u5ea6\uff1a\u51cf\u5c11\u5197\u4f59\uff0c\uff08\u5982\u8fc7\u591a\u7684\u51fd\u6570\u8c03\u7528\u3001\u5927\u6bb5\u6ce8\u91ca\u4ee3\u7801\u6216\u8c03\u8bd5\u6253\u5370\u8bed\u53e5\uff09\uff0c\u6bcf\u4e2a\u4ee3\u7801\u5757\u7684\u610f\u56fe\u8868\u8fbe\u6e05\u6670\uff1b<\/section><\/li><li><section>\u53ef\u91cd\u7528\u6027\uff1a\u6ca1\u6709\u8bed\u6cd5\u548c\u903b\u8f91\u9519\u8bef\u3001\u907f\u514d\u8fc7\u591a\u786c\u7f16\u7801\u6570\u636e\u3001\u8bbe\u8ba1\u4fbf\u4e8e\u4e0e\u5176\u4ed6\u9879\u76ee\u96c6\u6210\u3001\u529f\u80fd\u5b8c\u6574\u4e14\u6709\u610f\u4e49\u3002<\/section><\/li><\/ul><p>\u8bc4\u5206\u6a21\u578b\u88ab\u8981\u6c42\u7ed9\u51fa\u4e00\u4e2a\u4ece0\u523010\u7684\u603b\u4f53\u8bc4\u5206\uff0c\u5e76\u63d0\u4f9b\u8be6\u7ec6\u89e3\u91ca\uff0c\u4e4b\u540e\u5c06\u5206\u6570\u91cd\u65b0\u7f29\u653e\u5230[0,1]\u8303\u56f4\uff0c\u5e76\u4f7f\u75281.3B\u53c2\u6570\u7684\u9884\u8bad\u7ec3Llama 2\u6a21\u578b\uff0c\u901a\u8fc7\u56de\u5f52\u5934\u8fdb\u884c\u4e00\u4e2aepoch\u7684\u5fae\u8c03\u4f5c\u4e3a\u8d28\u91cf\u8bc4\u5206\u5668\u3002<\/p><p>\u6700\u7ec8\u57fa\u4e8e\u8fd9\u79cd\u8bc4\u5206\u65b9\u6cd5\uff0cSeed\u56e2\u961f\u8fc7\u6ee4\u6389\u4e86\u5f97\u5206\u6700\u4f4e\u7684\u7ea610%\u6587\u4ef6\uff0c\u5f97\u5230\u4e86\u652f\u630189\u79cd\u7f16\u7a0b\u8bed\u8a00\u3001\u5305\u542b\u7ea61\u4e07\u4ebf\u4e2a\u72ec\u7279token\u7684\u8bed\u6599\u5e93\u3002<\/p><section><img decoding=\"async\" class=\"rich_pages wxw-img\" src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/bee66495c25b2dee2fce5a784220dabe1747026025145.webp\" data-imgfileid=\"100309620\" data-ratio=\"0.28888888888888886\" data-src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/bee66495c25b2dee2fce5a784220dabe1747026025145.webp\" data-type=\"png\" data-w=\"1080\" \/><\/section><p>\u518d\u6765\u662fCommit\u7684\u90e8\u5206\uff0cSeed-Coder\u4ece14\u4e07\u4e2a\u9ad8\u8d28\u91cfGitHub\u4ed3\u5e93\u4e2d\u6536\u96c6\u4e867400\u4e07\u4e2a\u63d0\u4ea4\u8bb0\u5f55\u3002\u8fd9\u4e9b\u4ed3\u5e93\u7684\u7b5b\u9009\u6807\u51c6\u5305\u62ec:\u81f3\u5c11100\u9897\u661f\u300110\u4e2afork\u3001100\u6b21\u63d0\u4ea4\u548c100\u5929\u7684\u7ef4\u62a4\u6d3b\u52a8\u3002<\/p><p>\u6bcf\u4e2a\u63d0\u4ea4\u8bb0\u5f55\u90fd\u5305\u542b\u4e30\u5bcc\u7684\u5143\u6570\u636e\uff0c\u5982\u63d0\u4ea4\u6d88\u606f\u3001\u4ee3\u7801\u8865\u4e01\u3001\u5408\u5e76\u72b6\u6001\u4ee5\u53ca\u63d0\u4ea4\u524d\u7684\u4ee3\u7801\u5feb\u7167\u3002<\/p><p>\u4e3a\u4e86\u5728\u9884\u8bad\u7ec3\u4e2d\u6709\u6548\u5229\u7528\u8fd9\u4e9b\u6570\u636e\uff0cSeed-Coder\u5c06\u6bcf\u4e2a\u63d0\u4ea4\u6837\u672c\u683c\u5f0f\u5316\u4e3a\u4e00\u4e2a\u4ee3\u7801\u53d8\u66f4\u9884\u6d4b\u4efb\u52a1\u3002\u7ed9\u5b9a\u4e00\u4e2a\u63d0\u4ea4\u6d88\u606f\u53ca\u5176\u76f8\u5173\u4e0a\u4e0b\u6587\uff0c\u6a21\u578b\u9700\u8981\u9884\u6d4b\u88ab\u4fee\u6539\u7684\u6587\u4ef6\u8def\u5f84\u4ee5\u53ca\u76f8\u5e94\u7684\u4ee3\u7801\u53d8\u66f4\u3002<\/p><p>\u5728\u8fdb\u884c\u53bb\u91cd\u548c\u9884\u5904\u7406\u540e\uff0cSeed-Coder\u83b7\u5f97\u4e86\u7ea61000\u4ebftoken\u7684\u63d0\u4ea4\u6570\u636e\u8bed\u6599\u5e93\u7528\u4e8e\u9884\u8bad\u7ec3\u3002<\/p><p>\u5bf9\u4e8e\u4ece\u7f51\u7edc\u83b7\u53d6\u7684\u6570\u636e\uff0cSeed-Coder\u4e5f\u63d0\u51fa\u4e86\u4e00\u4e2a\u4e13\u95e8\u7684\u63d0\u53d6\u6846\u67b6\u3002<\/p><p>\u5728\u9884\u5904\u7406\u9636\u6bb5\uff0c\u6846\u67b6\u5bf9\u5927\u89c4\u6a21\u7f51\u7edc\u6863\u6848\u8fdb\u884c\u9ad8\u6548\u9884\u5904\u7406\uff0c\u5e76\u8bc6\u522b\u51fa\u4e24\u7c7b\u539f\u59cb\u6570\u636e\uff1a<\/p><ul class=\"list-paddingleft-1\"><li><section>\u7b2c\u4e00\u7c7b\u662fHTML\u4e2d\u5e26\u6709\u660e\u786e\u4ee3\u7801\u6807\u7b7e\uff08\u5982<code>\u2026<\/code>\uff09\u7684\u7f51\u9875\uff0c\u8fd9\u4e9b\u53ef\u4ee5\u901a\u8fc7\u6807\u51c6\u89c4\u5219\u76f4\u63a5\u63d0\u53d6\uff1b<\/section><\/li><li><section>\u7b2c\u4e8c\u7c7b\u662f\u6ca1\u6709\u660e\u786e\u4ee3\u7801\u6807\u7b7e\u4f46\u53ef\u80fd\u5305\u542b\u4ee3\u7801\u6216\u76f8\u5173\u77e5\u8bc6\u7684\u6570\u636e\uff0c\u8fd9\u7c7b\u6570\u636e\u7531\u4e8e\u5176\u4f53\u91cf\u548c\u590d\u6742\u6027\u5e26\u6765\u4e86\u63d0\u53d6\u6311\u6218\u3002<\/section><\/li><\/ul><p>\u4e0eGitHub\u6570\u636e\u5904\u7406\u7c7b\u4f3c\uff0c\u7814\u7a76\u56e2\u961f\u5b9e\u65bd\u4e86\u7cbe\u786e\u548c\u8fd1\u4f3c\u53bb\u91cd\u6280\u672f\uff0c\u5e76\u5f00\u53d1\u4e86\u542f\u53d1\u5f0f\u89c4\u5219\u6765\u5728\u9884\u5904\u7406\u9636\u6bb5\u5254\u9664\u660e\u663e\u7684\u4f4e\u8d28\u91cf\u6587\u6863\uff08\u4f8b\u5982\u5c11\u4e8e10\u4e2a\u8bcd\u7684\u6587\u6863\uff09\u3002<\/p><p>\u5728\u8d28\u91cf\u8fc7\u6ee4\u9636\u6bb5\uff0c\u6846\u67b6\u91c7\u7528\u4e24\u4e2a\u4e92\u8865\u7b56\u7565\u6765\u786e\u4fdd\u6570\u636e\u8d28\u91cf\uff1a\u9996\u5148\u662f\u8bc6\u522b\u4ee3\u7801\u76f8\u5173\u6027\uff0c\u7136\u540e\u8bc4\u4f30\u5df2\u8bc6\u522b\u5185\u5bb9\u7684\u5185\u5728\u8d28\u91cf\u3002<\/p><p>\u5728\u4ee3\u7801\u76f8\u5173\u6027\u8bc6\u522b\u6b65\u9aa4\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u9996\u5148\u4eceCommon Crawl\u6570\u636e\u4e2d\u62bd\u53d6\u4e861000\u4e07\u4e2a\u7f51\u9875\u6837\u672c\uff0c\u5c06\u5177\u6709\u4ee3\u7801\u7279\u5f81\u7684\u9875\u9762\u6807\u8bb0\u51fa\u6765\uff0c\u5efa\u7acb\u8bc4\u4f30\u6570\u636e\u96c6\u3002<\/p><p>\u8fd9\u4e2a\u6570\u636e\u96c6\u4e2d70%\u7528\u4f5c\u8bad\u7ec3\u96c6\uff0c\u7528\u4e8e\u8bad\u7ec3fastText\u6a21\u578b\u6765\u81ea\u52a8\u8bc6\u522b\u4ee3\u7801\u76f8\u5173\u5185\u5bb9\uff0c\u5269\u4f5930%\u4f5c\u4e3a\u9a8c\u8bc1\u96c6\u6765\u8bc4\u4f30\u6a21\u578b\u6548\u679c\u3002<\/p><p>\u5728\u8d28\u91cf\u8bc4\u4f30\u6b65\u9aa4\u4e2d\uff0c\u7cfb\u7edf\u4f7f\u7528LLM\u5bf9\u5df2\u8bc6\u522b\u7684\u4ee3\u7801\u76f8\u5173\u5185\u5bb9\u8fdb\u884c\u8bc4\u5206\uff0c\u8bc4\u5206\u6807\u51c6\u91c7\u75280-10\u5206\u5236\uff0c\u8bc4\u4f30\u5185\u5bb9\u7684\u89c4\u8303\u6027\u3001\u5b8c\u6574\u6027\u548c\u4ef7\u503c\u3002<\/p><p>\u4f46\u5728\u5b9e\u9645\u8bc4\u4f30\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u8005\u53d1\u73b0\u4e0d\u540c\u7c7b\u578b\u7f51\u7ad9\u7684\u5f97\u5206\u51fa\u73b0\u4e86\u7cfb\u7edf\u6027\u504f\u5dee\uff1a<\/p><p>\u6587\u6863\u7f51\u7ad9\u3001\u6280\u672f\u535a\u5ba2\u7b49\u7531\u4e8e\u683c\u5f0f\u89c4\u8303\u3001\u7ed3\u6784\u6e05\u6670\uff0c\u666e\u904d\u83b7\u5f97\u8f83\u9ad8\u5206\u6570\uff1b\u800c\u6280\u672f\u8bba\u575b\u3001\u95ee\u7b54\u5e73\u53f0\u7b49\u7f51\u7ad9\uff0c\u867d\u7136\u5f80\u5f80\u5305\u542b\u6709\u4ef7\u503c\u7684\u6280\u672f\u8ba8\u8bba\u548c\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u56e0\u5176\u975e\u6b63\u5f0f\u7684\u683c\u5f0f\u800c\u5f97\u5206\u8f83\u4f4e\u3002<\/p><p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u79cd\u8bc4\u5206\u504f\u5dee\uff0c\u7814\u7a76\u56e2\u961f\u5bf9\u8bc4\u5206\u7cfb\u7edf\u8fdb\u884c\u4e86\u4f18\u5316\u2014\u2014\u9996\u5148\u5c06\u7f51\u7ad9\u6309\u5176\u5185\u5bb9\u5f62\u5f0f\u548c\u529f\u80fd\u8fdb\u884c\u5206\u7c7b\uff0c\u7136\u540e\u4e3a\u6bcf\u7c7b\u7f51\u7ad9\u5236\u5b9a\u4e13\u95e8\u7684\u8bc4\u5206\u6807\u51c6\u548c\u7b5b\u9009\u9608\u503c\u3002<\/p><p>\u901a\u8fc7\u8fd9\u5957\u7ecf\u8fc7\u4f18\u5316\u7684\u53cc\u91cd\u8fc7\u6ee4\u673a\u5236\uff0c\u7cfb\u7edf\u6700\u7ec8\u6784\u5efa\u4e86\u4e00\u4e2a\u7ea61.2\u4e07\u4ebftokens\u7684\u7f51\u7edc\u6570\u636e\u8bed\u6599\u5e93\u3002<\/p><section><img decoding=\"async\" class=\"rich_pages wxw-img\" src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/ea496601c682c69c4a423d9e7aaf425d1747026025145.webp\" data-imgfileid=\"100309621\" data-ratio=\"0.3\" data-src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/ea496601c682c69c4a423d9e7aaf425d1747026025145.webp\" data-type=\"png\" data-w=\"1080\" \/><\/section><p>\u57fa\u4e8e\u524d\u9762\u7684\u56db\u4e2a\u6570\u636e\u7c7b\u522b\uff0cSeed-Coder\u7684\u9884\u8bad\u7ec3\u5206\u4e3a\u4e86\u4e24\u4e2a\u9636\u6bb5\u3002<\/p><p>\u5176\u4e2d\uff0c\u7b2c\u4e00\u4e2a\u9636\u6bb5\u4e3a\u5e38\u89c4\u9884\u8bad\u7ec3\uff0c\u4f7f\u7528\u7684\u662f\u6587\u4ef6\u7ea7\u4ee3\u7801\u548c\u4ee3\u7801\u76f8\u5173\u7f51\u7edc\u6570\u636e\uff0c\u76ee\u7684\u662f\u6784\u5efa\u6a21\u578b\u7684\u57fa\u7840\u80fd\u529b\u3002<\/p><p>\u7b2c\u4e8c\u4e2a\u9636\u6bb5\u662f\u6301\u7eed\u9884\u8bad\u7ec3\uff0c\u4f7f\u7528\u6240\u6709\u56db\u4e2a\u7c7b\u522b\u7684\u6570\u636e\uff0c\u5e76\u989d\u5916\u5f15\u5165\u4e86\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u548c\u957f\u4e0a\u4e0b\u6587\u6570\u636e\u96c6\uff0c\u4ee5\u589e\u5f3a\u6027\u80fd\u5e76\u8fdb\u884c\u5bf9\u9f50\uff0c\u540c\u65f6\u523a\u6fc0\u6a21\u578b\u7406\u89e3\u957f\u4e0a\u4e0b\u6587\u6570\u636e\u7684\u80fd\u529b\u3002<\/p><p>\u9664\u4e86\u5e38\u89c4\u7684next-token\u9884\u6d4b\u76ee\u6807\u5916\uff0cSeed-Coder\u8fd8\u91c7\u7528\u4e86Fill-in-the-Middle\uff08FIM\uff09\u548cSuffix-Prefix-Middle\uff08SPM\uff09\u8bad\u7ec3\uff0c\u5206\u522b\u589e\u5f3a\u4e0a\u4e0b\u6587\u611f\u77e5\u5b8c\u6210\u548c\u4e2d\u95f4\u5185\u5bb9\u80fd\u529b\u3002<\/p><p>\u57fa\u4e8e\u57fa\u7840\u6a21\u578b\uff0cSeed\u56e2\u961f\u8fd8\u5f00\u53d1\u4e86Seed-Coder\u7684\u4e24\u4e2a\u7279\u6b8a\u53d8\u4f53\u2014\u2014<\/p><ul class=\"list-paddingleft-1\"><li><section>\u6307\u4ee4\u6a21\u578b\uff08-Instruct\uff09\uff1a\u76ee\u7684\u662f\u589e\u5f3a\u6a21\u578b\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\uff0c\u5176\u8bad\u7ec3\u5206\u4e3a\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u7b2c\u4e8c\u9636\u6bb5\u548c\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff08DPO\uff09\u4e24\u4e2a\u9636\u6bb5\uff1b<\/section><\/li><li><section>\u63a8\u7406\u6a21\u578b\uff08-Reasoning\uff09\uff1a\u76ee\u7684\u662f\u63d0\u5347\u6a21\u578b\u5728\u590d\u6742\u7f16\u7a0b\u4efb\u52a1\u4e2d\u7684\u591a\u6b65\u63a8\u7406\u80fd\u529b\uff0c\u91c7\u7528\u957f\u94fe\u6761\u601d\u7ef4(LongCoT)\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u3002\u9996\u5148\u4f7f\u7528\u4ece\u7f16\u7a0b\u7ade\u8d5b\u95ee\u9898\u548c\u9ad8\u8d28\u91cf\u6a21\u578b\u751f\u6210\u7684\u89e3\u51b3\u65b9\u6848\u8fdb\u884c\u9884\u70ed\u8bad\u7ec3\uff0c\u7136\u540e\u901a\u8fc7GRPO\u6846\u67b6\u5b9e\u65bd\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u3002<\/section><\/li><\/ul><p>\u8fd9\u4e24\u4e2a\u53d8\u4f53\u7684\u8bbe\u7acb\uff0c\u8fdb\u4e00\u6b65\u6269\u5c55\u4e86Seed-Coder\u7684\u5b9e\u7528\u6027\u3002<\/p><h2>\u5b57\u8282Seed\u6700\u8fd1\u66f4\u5f00\u653e\u4e86<\/h2><p>\u9664\u4e86\u5f00\u6e90Seed-Coder\u5916\uff0c\u5b57\u8282Seed\u8fd1\u671f\u591a\u4e2a\u52a8\u4f5c\u4e5f\u90fd\u805a\u7126\u5728\u4e86\u964d\u95e8\u69db\u3001\u5f00\u6e90\u5f00\u653e\u65b9\u9762\u3002<\/p><p>\u6bd4\u5982\u5728\u57fa\u7840\u6a21\u578b\u65b9\u9762\uff0c\u53d1\u5e03\u4e86\u89c6\u9891\u751f\u6210\u548c\u63a8\u7406\u6a21\u578b\u3002<\/p><p>\u89c6\u9891\u751f\u6210\u6a21\u578bSeaweed\uff0c70\u4ebf\u53c2\u6570\u539f\u751f\u652f\u63011280&#215;720\u5206\u8fa8\u7387\u3001\u4efb\u610f\u5bbd\u9ad8\u6bd4\u548c\u65f6\u957f\u89c6\u9891\u751f\u6210\uff0c\u6548\u679c\u8d85\u8d8a140\u4ebf\u53c2\u6570\u6a21\u578b\u3002<\/p><p>\u5b83\u5f3a\u8c03\u4e86<strong>\u6210\u672c\u65b9\u9762\u7684\u4f18\u52bf<\/strong>\uff0c\u4f7f\u7528665000 H100 GPU\u5c0f\u65f6\u5b8c\u6210\u8bad\u7ec3\uff0c\u4e2d\u5c0f\u56e2\u961f\u53ef\u90e8\u7f72\uff0c\u4ec5\u970040GB\u663e\u5b58\u5355GPU\u5c31\u53ef\u751f\u6210\u5206\u8fa8\u7387\u8fbe1280&#215;720\u7684\u89c6\u9891\u3002<\/p><section><iframe class=\"video_iframe rich_pages\" data-src=\"https:\/\/mp.weixin.qq.com\/mp\/readtemplate?t=pages\/video_player_tmpl&amp;action=mpvideo&amp;auto=0&amp;vid=wxv_3944313221107892236\" data-mpvid=\"wxv_3944313221107892236\" data-vidtype=\"2\" data-cover=\"http%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FYicUhk5aAGtAExt6BqniahTsYbq5P5ZNBwwRXkWUH976fhKhqaRMsMyvbREH7yJ1VbysRszFyBzBMc2qx7ia5kPDQ%2F0%3Fwx_fmt%3Djpeg\" data-mce-fragment=\"1\"><\/iframe><\/section><p>\u6df1\u5ea6\u601d\u8003\u6a21\u578bSeed-Thinking-v1.5\uff0c\u66f4\u8f7b\u91cf\u7ea7\u3001\u66f4\u5c11\u6fc0\u6d3b\u53c2\u6570\uff0c\u5728\u6570\u5b66\u3001\u4ee3\u7801\u7b49\u63a8\u7406\u4efb\u52a1\u91cd\u8d85\u8d8aDeepSeek-R1\u3002<\/p><section><img decoding=\"async\" class=\"rich_pages wxw-img\" src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/aa4605eaef53ce6502985051877f1bc01747026025145.webp\" data-imgfileid=\"100309622\" data-ratio=\"0.6342592592592593\" data-src=\"https:\/\/simg.baai.ac.cn\/hub-detail\/aa4605eaef53ce6502985051877f1bc01747026025145.webp\" data-type=\"png\" data-w=\"1080\" \/><\/section><p>\u540c\u65f6\u56e2\u961f\u516c\u5f00\u6280\u672f\u62a5\u544a\uff0c\u4ecb\u7ecd\u5176\u4e2d\u79d8\u8bc0\uff0c\u901a\u8fc7\u6570\u636e\u3001RL\u7b97\u6cd5\u548cRL\u57fa\u7840\u8bbe\u65bd\u4e09\u65b9\u9762\u63d0\u5347\u63a8\u7406\u8868\u73b0\u3002<\/p><p>\u5728\u667a\u80fd\u4f53\u65b9\u9762\uff0c\u4e0e\u6e05\u534e\u8054\u624b\u63a8\u51fa\u4e86\u7535\u8111\u64cd\u4f5c\u667a\u80fd\u4f53UI-TARS\uff0c\u8d85\u8d8aGPT-4o\u7b49\uff0c\u4e14<strong>\u514d\u8d39\u5546\u7528<\/strong>\u3002<\/p><p>\u5b83\u5728Qwen-VL\u57fa\u7840\u4e0a\u800c\u6765\uff0c\u80fd\u4e00\u6b65\u6b65\u81ea\u52a8\u5b8c\u6210\u8de8\u4efb\u52a1\u7684\u590d\u6742\u64cd\u4f5c\uff0c\u5e76\u517c\u5bb9\u5404\u79cd\u7cfb\u7edf\u3002\u76ee\u524dGitHub\u4e0a\u661f\u6807\u5df2\u8d85\u8fc75.8k\u3002<\/p><section><iframe class=\"video_iframe rich_pages\" data-src=\"https:\/\/mp.weixin.qq.com\/mp\/readtemplate?t=pages\/video_player_tmpl&amp;action=mpvideo&amp;auto=0&amp;vid=wxv_3825460081211604992\" data-mpvid=\"wxv_3825460081211604992\" data-vidtype=\"2\" data-cover=\"http%3A%2F%2Fmmbiz.qpic.cn%2Fmmbiz_jpg%2FYicUhk5aAGtAB7j9iam29Ongn1nPlaMulMkpouCDj5uvUOm1zdKSUwrV7W0GkXIjjiaibWKltUFb3UC1wfLiaOR3vHw%2F0%3Fwx_fmt%3Djpeg\" data-mce-fragment=\"1\"><\/iframe><\/section><p>\u6b64\u5916\u8fd8\u63a8\u51fa\u4e86Multi-SWE-bench\uff1a\u7528\u4e8e\u95ee\u9898\u89e3\u51b3\u7684\u591a\u8bed\u8a00\u57fa\u51c6\u3002\u5b83\u8de8\u8d8a7\u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c\u5305\u542b1632\u4e2a\u9ad8\u8d28\u91cf\u5b9e\u4f8b\u3002<\/p><p>\u2026\u2026<\/p><p>\u4e0e\u6b64\u540c\u65f6\uff0c\u5b57\u8282Seed\u5185\u90e8\u4e5f\u5728\u4e0d\u65ad\u8c03\u6574\u3002\u6d88\u606f\u79f0\uff0cLLM \u4e4b\u4e0b\u76843\u4e2a\u56e2\u961f\uff0cPre-train\uff08\u9884\u8bad\u7ec3\uff09\u3001Post-train\uff08\u540e\u8bad\u7ec3\uff09 \u548cHorizon\u5982\u4eca\u8f6c\u4e3a\u76f4\u63a5\u5411Seed\u8d1f\u8d23\u4eba\u5434\u6c38\u8f89\u6c47\u62a5\u3002\u5b57\u8282AI Lab\u4e2d\u63a2\u7d22\u673a\u5668\u4eba&amp;\u5177\u8eab\u667a\u80fd\u3001AI for Science\u548cAI\u5b89\u5168\u53ef\u89e3\u91ca\u6027\u7684\u4e09\u4e2a\u65b9\u5411\uff0c\u4e5f\u5df2\u5e76\u5165Seed\u3002<\/p><p>\u4eca\u5e74\u5e74\u521d\uff0c\u5b57\u8282\u6b63\u5f0f\u8bbe\u7acb\u4ee3\u53f7\u4e3a\u201cSeed Edge\u201d\u7684\u7814\u7a76\u9879\u76ee\uff0c\u6838\u5fc3\u76ee\u6807\u662f\u505a\u6bd4\u9884\u8bad\u7ec3\u548c\u5927\u6a21\u578b\u8fed\u4ee3\u66f4\u957f\u671f\u3001\u66f4\u57fa\u7840\u7684AGI\u524d\u6cbf\u7814\u7a76\uff0c\u9879\u76ee\u6210\u5458\u62e5\u6709\u5bbd\u677e\u7684\u7814\u7a76\u73af\u5883\u3001\u72ec\u7acb\u8ba1\u7b97\u8d44\u6e90\uff0c\u5e76\u5b9e\u884c\u66f4\u957f\u671f\u7684\u8003\u6838\u65b9\u5f0f\u3002\u62df\u5b9a\u4e94\u5927\u7814\u7a76\u65b9\u5411\u4e5f\u5b8c\u5168\u9762\u5411\u4e0b\u4e00\u4ee3AI\u7814\u7a76\u3001\u539f\u59cb\u6027\u521b\u65b0\uff0c\u6216\u8005\u662f\u8303\u5f0f\u4e0a\u7684\u66f4\u8fed\u3002<\/p><p>\u800c\u900f\u8fc7\u5b57\u8282\u7684\u52a8\u5411\uff0c\u5982\u4ecaAI\u5708\u5b50\u7684\u65b0\u98ce\u5411\u4e5f\u66f4\u660e\u6717\u4e86\u3002<\/p><p>\u5f00\u6e90\u3001\u5f00\u653e\u3001\u539f\u59cb\u6027\u521b\u65b0\u3001AI\u666e\u60e0\u2026\u2026<\/p><p>\u8a00\u800c\u603b\u4e4b\uff0c\u8fd8\u5f97\u662f\u611f\u8c22DeepSeek\u4e86\uff1f\uff08doge\uff09<\/p><p>\u9879\u76ee\u5730\u5740\uff1a<br \/>https:\/\/bytedance-seed-coder.github.io\/<\/p><p>\u53c2\u8003\u94fe\u63a5\uff1a<br \/>https:\/\/seed.bytedance.com\/zh\/<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u514b\u96f7\u897f \u660e\u654f \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n","protected":false},"author":1,"featured_media":3792,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3790","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3790","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/comments?post=3790"}],"version-history":[{"count":10,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3790\/revisions"}],"predecessor-version":[{"id":3801,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3790\/revisions\/3801"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media\/3792"}],"wp:attachment":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media?parent=3790"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/categories?post=3790"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/tags?post=3790"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}