{"id":38534,"date":"2025-02-18T05:00:53","date_gmt":"2025-02-17T21:00:53","guid":{"rendered":"https:\/\/17aitech.com\/?p=38534"},"modified":"2025-02-18T05:00:53","modified_gmt":"2025-02-17T21:00:53","slug":"%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e6%96%b0%e8%8c%83%e5%bc%8f%ef%bc%9a%e9%a6%96%e4%b8%aa8b%e6%89%a9%e6%95%a3%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8bllada%e5%8f%91%e5%b8%83%ef%bc%8c%e6%80%a7","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38534","title":{"rendered":"\u8bed\u8a00\u6a21\u578b\u65b0\u8303\u5f0f\uff1a\u9996\u4e2a8B\u6269\u6563\u5927\u8bed\u8a00\u6a21\u578bLLaDA\u53d1\u5e03\uff0c\u6027\u80fd\u6bd4\u80a9LLaMA 3"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-17-3\" target=\"_blank\">\u8bed\u8a00\u6a21\u578b\u65b0\u8303\u5f0f\uff1a\u9996\u4e2a8B\u6269\u6563\u5927\u8bed\u8a00\u6a21\u578bLLaDA\u53d1\u5e03\uff0c\u6027\u80fd\u6bd4\u80a9LLaMA 3<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5fa72d2983d36d4d2b9162f220fb0e3e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5fa72d2983d36d4d2b9162f220fb0e3e.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\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<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u6587\u7531\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u9ad8\u74f4\u4eba\u5de5\u667a\u80fd\u5b66\u9662\u674e\u5d07\u8f69\u3001\u6587\u7ee7\u8363\u6559\u6388\u56e2\u961f\u548c\u8682\u8681\u96c6\u56e2\u5171\u540c\u5b8c\u6210\u3002\u5171\u540c\u4e00\u4f5c\u8042\u71ca\u548c\u6731\u5cf0\u742a\u662f\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u9ad8\u74f4\u4eba\u5de5\u667a\u80fd\u5b66\u9662\u7684\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u4e3a\u674e\u5d07\u8f69\u526f\u6559\u6388\uff0c\u8bba\u6587\u4e3a\u4e8c\u8005\u5728\u8682\u8681\u5b9e\u4e60\u671f\u95f4\u5b8c\u6210\u3002\u8682\u8681\u96c6\u56e2\u5f20\u6653\u9732\u3001\u80e1\u4fca\uff0c\u4eba\u6c11\u5927\u5b66\u6797\u884d\u51ef\u3001\u674e\u5d07\u8f69\u4e3a\u5171\u540c\u9879\u76ee\u8d1f\u8d23\u4eba\u3002\u674e\u5d07\u8f69\u526f\u6559\u6388\u4e3a\u552f\u4e00\u901a\u8baf\u4f5c\u8005\u3002LLaDA \u57fa\u4e8e\u674e\u5d07\u8f69\u8bfe\u9898\u7ec4\u7684\u524d\u671f\u5de5\u4f5c RADD\u00a0<\/strong><strong>[1]\u00a0<\/strong><strong>\u548c SMDM<\/strong><strong>\u00a0[2]<\/strong><strong>\u3002\u76ee\u524d\u8fd9\u4e24\u7bc7\u8bba\u6587\u5747\u5df2\u88ab ICLR2025 \u63a5\u6536\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u5c55\u73b0\u4e86\u8bf8\u5982\u4e0a\u4e0b\u6587\u5b66\u4e60\u3001\u6307\u4ee4\u9075\u5faa\u3001\u63a8\u7406\u548c\u591a\u8f6e\u5bf9\u8bdd\u7b49\u80fd\u529b\u3002\u76ee\u524d\uff0c\u666e\u904d\u7684\u89c2\u70b9\u8ba4\u4e3a\u5176\u6210\u529f\u4f9d\u8d56\u4e8e\u81ea\u56de\u5f52\u6a21\u578b\u7684\u300cnext token prediction\u300d\u8303\u5f0f\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u7684\u65b9\u5f0f\u62c6\u89e3\u8bed\u8a00\u8054\u5408\u6982\u7387\uff0c\u5f62\u5f0f\u5316\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a5b3098bc74a50e1cb6c133425e7780e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a5b3098bc74a50e1cb6c133425e7780e.png\"><\/a><\/section>\n<section>\u6700\u8fd1\uff0c\u4eba\u5927\u9ad8\u74f4\u674e\u5d07\u8f69\u3001\u6587\u7ee7\u8363\u56e2\u961f\u548c\u8682\u8681\u96c6\u56e2\u7684\u7814\u7a76\u5458\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u6d1e\u5bdf\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5c55\u73b0\u7684\u8bed\u8a00\u667a\u80fd\uff08\u5982\u4e0a\u4e0b\u6587\u5b66\u4e60\u3001\u6307\u4ee4\u9075\u5faa\u3001\u63a8\u7406\u548c\u591a\u8f6e\u5bf9\u8bdd\u7b49\u80fd\u529b\uff09\u5e76\u975e\u81ea\u56de\u5f52\u673a\u5236\u72ec\u6709\uff0c\u800c\u5728\u4e8e\u80cc\u540e\u6240\u9075\u5faa\u7684\u751f\u6210\u5efa\u6a21\u539f\u5219\uff0c\u5373\u901a\u8fc7\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\uff08\u6216\u6700\u5c0f\u5316 KL \u6563\u5ea6\uff09\u6765\u903c\u8fd1\u771f\u5b9e\u8bed\u8a00\u5206\u5e03\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-40510e9fa5525cad24c2636dd5ab8e8e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-40510e9fa5525cad24c2636dd5ab8e8e.png\"><\/a>\u6b63\u662f\u57fa\u4e8e\u8fd9\u4e00\u7406\u5ff5\uff0c\u56e2\u961f\u5f00\u53d1\u4e86 LLaDA\uff08Large Language Diffusion with mAsking\uff09\u2014\u2014 \u4e00\u79cd\u57fa\u4e8e\u63a9\u7801\u6269\u6563\u6a21\u578b\u7684\u8bed\u8a00\u751f\u6210\u65b9\u6cd5\u3002\u4e0e\u4f20\u7edf\u81ea\u56de\u5f52\u6a21\u578b\u4e0d\u540c\uff0cLLaDA \u91c7\u7528\u4e86\u524d\u5411\u63a9\u7801\u52a0\u566a\u548c\u53cd\u5411\u53bb\u566a\u7684\u673a\u5236\uff0c\u4e0d\u4ec5\u7a81\u7834\u4e86\u5355\u5411\u751f\u6210\u7684\u5c40\u9650\uff0c\u8fd8\u901a\u8fc7\u4f18\u5316\u4f3c\u7136\u4e0b\u754c\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u4e0d\u540c\u4e8e\u81ea\u56de\u5f52\u7684\u3001\u539f\u7406\u4e25\u8c28\u7684\u6982\u7387\u5efa\u6a21\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u5927\u89c4\u6a21\u5b9e\u9a8c\uff0cLLaDA 8B \u5728\u53ef\u6269\u5c55\u6027\u3001\u4e0b\u6e38\u8bed\u8a00\u4efb\u52a1\u4e2d\u5168\u9762\u5ab2\u7f8e\u73b0\u4ee3\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5982 Llama3 8B\u3002\u8fd9\u4e9b\u7ed3\u679c\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u8868\u660e\uff0cLLMs \u7684\u6838\u5fc3\u80fd\u529b\uff08\u5982\u53ef\u6269\u5c55\u6027\u3001\u4e0a\u4e0b\u6587\u5b66\u4e60\u548c\u6307\u4ee4\u9075\u5faa\uff09\u5e76\u975e\u81ea\u56de\u5f52\u6a21\u578b\u72ec\u6709\uff0c\u800c\u662f\u6e90\u81ea\u4e8e\u5408\u7406\u7684\u751f\u6210\u5efa\u6a21\u7b56\u7565\u548c\u5145\u5206\u7684\u6a21\u578b\u6570\u636e\u89c4\u6a21\u3002LLaDA \u4e0d\u4ec5\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6982\u7387\u5efa\u6a21\u6846\u67b6\uff0c\u4e5f\u6709\u52a9\u4e8e\u6211\u4eec\u8fdb\u4e00\u6b65\u7406\u89e3\u8bed\u8a00\u667a\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f20634321f101bf058e1428ed6d38ea5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f20634321f101bf058e1428ed6d38ea5.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2502.09992<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/ml-gsai.github.io\/LLaDA-demo\/<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/ML-GSAI\/LLaDA<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u56e2\u961f\u9884\u8ba1\u8fd1\u671f\u5f00\u6e90\u63a8\u7406\u4ee3\u7801\u548c LLaDA 8B Base \u6743\u91cd\uff0c\u540e\u7eed\u8fd8\u5c06\u5f00\u6e90 LLaDA 8B Instruct \u6743\u91cd\u3002<\/section>\n<section><\/section>\n<section><strong>\u6027\u80fd\u5c55\u793a<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u5353\u8d8a\u7684\u53ef\u6269\u5c55\u6027\u3002<\/strong>\u5728\u591a\u4e2a\u8bed\u8a00\u4efb\u52a1\u4e0a\uff0cLLaDA \u548c\u81ea\u56de\u5f52\u6a21\u578b\u57fa\u7ebf\u8fdb\u884c\u4e86\u4e25\u683c\u5bf9\u6bd4\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u5728\u76f8\u540c\u7684\u6570\u636e\u6761\u4ef6\u4e0b\uff0cLLaDA \u5728 MMLU\u3001GSM8K \u7b49\u591a\u4e2a\u4efb\u52a1\u4e0a\u5c55\u73b0\u4e86\u4e0e\u81ea\u56de\u5f52\u6a21\u578b\u76f8\u5f53\u7684\u8868\u73b0\uff0c\u8bc1\u660e\u4e86\u5176\u5728\u9ad8\u8ba1\u7b97\u6210\u672c\u4e0b\u7684\u5f3a\u5927\u6269\u5c55\u80fd\u529b\u3002\u5373\u4f7f\u5728\u67d0\u4e9b\u76f8\u5bf9\u8584\u5f31\u7684\u4efb\u52a1\u4e0a\uff0c\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u589e\u5927\uff0cLLaDA \u4e5f\u80fd\u8fc5\u901f\u7f29\u5c0f\u4e0e\u81ea\u56de\u5f52\u6a21\u578b\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u8ddd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-57f19a5104c6495d9f6b273c81b138fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-57f19a5104c6495d9f6b273c81b138fc.png\"><\/a><\/section>\n<section><strong>\u51fa\u8272\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u4e0e\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u3002<\/strong>\u5728\u6db5\u76d6 15 \u4e2a\u70ed\u95e8\u57fa\u51c6\u6d4b\u8bd5\uff08\u5305\u62ec\u901a\u7528\u4efb\u52a1\u3001\u6570\u5b66\u3001\u4ee3\u7801\u53ca\u4e2d\u6587\u4efb\u52a1\uff09\u7684\u8bc4\u6d4b\u4e2d\uff0c\u9884\u8bad\u7ec3\u4e86 2.3T tokens \u7684 LLaDA 8B Base \u6a21\u578b\u51ed\u501f\u5f3a\u5927\u7684 zero\/few-shot \u5b66\u4e60\u80fd\u529b\uff0c\u6574\u4f53\u8868\u73b0\u8d85\u8d8a\u4e86 LLaMA2 7B Base \uff08\u9884\u8bad\u7ec3 tokens 2T\uff09\uff0c\u5e76\u4e0e LLaMA3 8B Base \uff08\u9884\u8bad\u7ec3 tokens 15T\uff09\u5ab2\u7f8e\u3002\u5728\u7ecf\u8fc7\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u540e\uff0cLLaDA \u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\uff0c\u80fd\u5728\u591a\u8f6e\u5bf9\u8bdd\u53ca\u8de8\u8bed\u79cd\u751f\u6210\u4efb\u52a1\u4e2d\u4fdd\u6301\u8fde\u8d2f\u6027\u548c\u9ad8\u8d28\u91cf\u8f93\u51fa\uff0c\u5145\u5206\u5c55\u73b0\u4e86\u5176\u5bf9\u590d\u6742\u8bed\u8a00\u6307\u4ee4\u7684\u826f\u597d\u7406\u89e3\u548c\u54cd\u5e94\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u662f\u5728\u4e00\u4e9b\u70ed\u95e8\u57fa\u51c6\u4e0a LLaDA \u548c LLaMA3 \u4ee5\u53ca LLaMA2 \u7684\u6027\u80fd\u5bf9\u6bd4\uff0c\u8be6\u7ec6\u7ed3\u679c\u8bf7\u53c2\u89c1\u8bba\u6587\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9e61f326409eb4a7d34313aadb654bd0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9e61f326409eb4a7d34313aadb654bd0.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a0be2f81957fe79e8c7a850c67f732a7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a0be2f81957fe79e8c7a850c67f732a7.png\"><\/a><\/section>\n<section><strong>\u5e73\u8861\u7684\u6b63\u5411\u4e0e\u9006\u5411\u63a8\u7406\u80fd\u529b\u3002<\/strong>\u4f20\u7edf\u81ea\u56de\u5f52\u6a21\u578b\u5728\u9006\u5411\u63a8\u7406\u4efb\u52a1\u4e2d\u5e38\u5e38\u5b58\u5728\u300c\u9006\u5411\u8bc5\u5492\u300d[3] \u95ee\u9898\uff0c\u597d\u6bd4\u5f53\u6a21\u578b\u5728\u300cA is B\u300d\u6570\u636e\u4e0a\u8bad\u7ec3\u4e4b\u540e\u65e0\u6cd5\u56de\u7b54\u300cB is A\u300d\u3002\u800c LLaDA \u5219\u901a\u8fc7\u53cc\u5411\u7684\u6982\u7387\u5efa\u6a21\u673a\u5236\uff0c\u6709\u6548\u514b\u670d\u4e86\u8fd9\u4e00\u5c40\u9650\u3002\u5728\u8bd7\u6b4c\u8865\u5168\u4efb\u52a1\u4e2d\uff0cLLaDA \u5728\u6b63\u5411\u751f\u6210\u4e0e\u9006\u5411\u751f\u6210\u4e0a\u5747\u53d6\u5f97\u4e86\u5747\u8861\u8868\u73b0\uff0c\u5c24\u5176\u5728\u9006\u5411\u4efb\u52a1\u4e2d\u660e\u663e\u8d85\u8d8a\u4e86 GPT-4o \u548c\u5176\u4ed6\u5bf9\u6bd4\u6a21\u578b\uff0c\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u9006\u5411\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9bc62035595e2267c9b5a1b195d5a219.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9bc62035595e2267c9b5a1b195d5a219.png\"><\/a><\/section>\n<section><strong>\u591a\u573a\u666f\u4e0b\u7684\u5b9e\u9645\u5e94\u7528\u6548\u679c\u3002<\/strong>\u9664\u4e86\u6807\u51c6\u6d4b\u8bd5\u6307\u6807\u5916\uff0c\u6211\u4eec\u5728\u591a\u8f6e\u5bf9\u8bdd\u3001\u6570\u5b66\u9898\u89e3\u548c\u8de8\u8bed\u8a00\u6587\u672c\u751f\u6210\u7b49\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\u4e5f\u770b\u5230\u4e86 LLaDA \u7684\u51fa\u8272\u8868\u73b0\u3002\u65e0\u8bba\u662f\u590d\u6742\u95ee\u9898\u6c42\u89e3\u3001\u6307\u4ee4\u7ffb\u8bd1\uff0c\u8fd8\u662f\u521b\u610f\u8bd7\u6b4c\u751f\u6210\uff0cLLaDA \u90fd\u80fd\u51c6\u786e\u628a\u63e1\u4e0a\u4e0b\u6587\u5e76\u751f\u6210\u6d41\u7545\u3001\u5408\u7406\u7684\u56de\u7b54\uff0c\u5145\u5206\u9a8c\u8bc1\u4e86\u5176\u5728\u975e\u81ea\u56de\u5f52\u751f\u6210\u6a21\u5f0f\u4e0b\u7684\u5e94\u7528\u524d\u666f\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u662f LLaDA \u5728\u56de\u7b54\u7528\u6237\u63d0\u95ee\u7684\u4e00\u4e2a\u4f8b\u5b50\uff0c\u7528\u6237\u8f93\u5165\u7684 prompt \u662f\u300cExplain what artificial intelligence is\u300d\u3002LLaDA \u91c7\u53d6\u4e86\u4e00\u79cd\u4e0d\u540c\u4e8e\u81ea\u56de\u5f52\u6a21\u578b\u4ece\u5de6\u5230\u53f3\u7684\u751f\u6210\u65b9\u5f0f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-50648714ac0de79e9ee25001217f52f2.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-50648714ac0de79e9ee25001217f52f2.gif\"><\/a><\/section>\n<section>\u4e0b\u56fe\u662f LLaDA \u540c\u7528\u6237\u8fdb\u884c\u591a\u8f6e\u5bf9\u8bdd\u7684\u573a\u666f\u3002LLaDA \u4e0d\u4ec5\u6b63\u786e\u56de\u7b54\u4e86\u8bd7\u6b4c\u300a\u672a\u9009\u62e9\u7684\u8def\u300b\u7684\u524d\u4e24\u53e5\uff0c\u800c\u4e14\u6210\u529f\u5c06\u82f1\u6587\u7ffb\u8bd1\u6210\u4e2d\u6587\u548c\u5fb7\u8bed\uff0c\u5e76\u4e14\u6309\u7167\u7528\u6237\u8981\u6c42\u521b\u4f5c\u4e86\u4e00\u9996\u4e94\u884c\uff0c\u4e14\u6bcf\u4e00\u884c\u5747\u4ee5\u5b57\u6bcd C \u5f00\u5934\u7684\u8bd7\u6b4c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-56b73349b7c2c94013e6969c706276b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-56b73349b7c2c94013e6969c706276b9.png\"><\/a><\/section>\n<section><strong>\u6838\u5fc3\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86 LLaDA \u7684\u9884\u8bad\u7ec3\u3001\u76d1\u7763\u5fae\u8c03\u4ee5\u53ca\u91c7\u6837\u8fc7\u7a0b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c463238208569d597a36d8851819a326.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c463238208569d597a36d8851819a326.png\"><\/a><\/section>\n<section><strong>\u6982\u7387\u5efa\u6a21\u6846\u67b6\u3002<\/strong>LLaDA \u901a\u8fc7\u524d\u5411\u8fc7\u7a0b\u548c\u53cd\u5411\u8fc7\u7a0b\u6765\u5b9a\u4e49\u6a21\u578b\u5206\u5e03<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-dd8707a97fb76e9d7b5313ecaae41ea2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-dd8707a97fb76e9d7b5313ecaae41ea2.png\"><\/a>\u3002\u5728\u524d\u5411\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u6587\u672c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b6df5a0d0f7f4cd325f5abfa49fd2797.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b6df5a0d0f7f4cd325f5abfa49fd2797.png\"><\/a>\u4e2d\u7684 tokens \u8fdb\u884c\u9010\u6b65\u72ec\u7acb\u63a9\u7801\uff0c\u76f4\u5230\u5728<em>\u00a0t=1\u00a0<\/em>\u65f6\u6574\u4e2a\u5e8f\u5217\u88ab\u5b8c\u5168\u63a9\u7801\u3002\u5f53<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4df26be73113ada675a9cff52fac6a56.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4df26be73113ada675a9cff52fac6a56.png\"><\/a>\u65f6\uff0c\u5e8f\u5217<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6e7957c303a444184932d4308f8568a2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6e7957c303a444184932d4308f8568a2.png\"><\/a>\u662f\u90e8\u5206\u63a9\u7801\u7684\uff0c\u6bcf\u4e2a token \u6709\u6982\u7387 t \u88ab\u63a9\u7801\uff0c\u6216\u8005\u4ee5\u6982\u7387 1-t \u4fdd\u7559\u539f\u6837\u3002\u800c\u53cd\u5411\u8fc7\u7a0b\u5219\u901a\u8fc7\u5728 t \u4ece 1 \u9010\u6b65\u51cf\u5c0f\u5230 0 \u7684\u8fc7\u7a0b\u4e2d\u53cd\u590d\u9884\u6d4b\u88ab\u63a9\u7801\u7684 tokens\uff0c\u4ece\u800c\u6062\u590d\u51fa\u6570\u636e\u5206\u5e03\u3002LLaDA \u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u53c2\u6570\u5316\u7684\u63a9\u7801\u9884\u6d4b\u5668<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2ec328e508272f7d9b7350a7b83a9c0d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2ec328e508272f7d9b7350a7b83a9c0d.png\"><\/a>\uff0c\u5176\u8bad\u7ec3\u76ee\u6807\u4ec5\u5bf9\u88ab\u63a9\u7801\u90e8\u5206\u8ba1\u7b97\u4ea4\u53c9\u71b5\u635f\u5931\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-131317adef89c72b537c57194c476055.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-131317adef89c72b537c57194c476055.png\"><\/a><\/section>\n<section>\u524d\u671f\u5de5\u4f5c [2] \u5df2\u8bc1\u660e\u8be5\u76ee\u6807\u51fd\u6570\u4e3a\u8d1f\u5bf9\u6570\u4f3c\u7136\u7684\u4e0a\u754c\uff0c\u4ece\u800c\u4e3a\u751f\u6210\u5efa\u6a21\u63d0\u4f9b\u4e86\u4e25\u683c\u7684\u7406\u8bba\u4f9d\u636e\u3002<\/section>\n<section><\/section>\n<section><strong>\u9884\u8bad\u7ec3\u3002<\/strong>LLaDA \u4f7f\u7528 Transformer \u4f5c\u4e3a\u63a9\u7801\u9884\u6d4b\u5668\uff0c\u5e76\u4e14\u4e0d\u91c7\u7528\u56e0\u679c\u63a9\u7801\uff0c\u4ece\u800c\u80fd\u591f\u5229\u7528\u5168\u5c40\u4fe1\u606f\u8fdb\u884c\u9884\u6d4b\u3002\u9884\u8bad\u7ec3\u5728 2.3 \u4e07\u4ebf tokens \u7684\u6570\u636e\u4e0a\u8fdb\u884c\uff0c\u8fd9\u4e9b\u6570\u636e\u6db5\u76d6\u901a\u7528\u6587\u672c\u3001\u4ee3\u7801\u3001\u6570\u5b66\u4ee5\u53ca\u591a\u8bed\u8a00\u5185\u5bb9\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u8bad\u7ec3\u5e8f\u5217\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7ab949c2039cdc1cb8109991250f3a5b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7ab949c2039cdc1cb8109991250f3a5b.png\"><\/a>\uff0c\u5148\u968f\u673a\u91c7\u6837\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-06d53b19a6a33d002e97fc03e88dc304.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-06d53b19a6a33d002e97fc03e88dc304.png\"><\/a>\uff0c\u7136\u540e\u4ee5\u76f8\u540c\u6982\u7387 t \u5bf9\u6bcf\u4e2a token \u8fdb\u884c\u72ec\u7acb\u63a9\u7801\u5f97\u5230\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0d8fe71d8f664353346e00678ce648f7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0d8fe71d8f664353346e00678ce648f7.png\"><\/a>\uff0c\u5e76\u901a\u8fc7\u8499\u7279\u5361\u7f57\u65b9\u6cd5\u4f30\u8ba1\u76ee\u6807\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-aba8be8c7ea273c2fd694697e4b88508.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-aba8be8c7ea273c2fd694697e4b88508.png\"><\/a>\u8fdb\u884c\u4f18\u5316\u3002\u4e3a\u589e\u5f3a\u5bf9\u53d8\u957f\u6570\u636e\u7684\u5904\u7406\u80fd\u529b\uff0c\u90e8\u5206\u6570\u636e\u91c7\u7528\u4e86\u968f\u673a\u957f\u5ea6\u3002LLaDA \u91c7\u7528 Warmup-Stable-Decay \u5b66\u4e60\u7387\u8c03\u5ea6\u5668\u548c AdamW \u4f18\u5316\u5668\uff0c\u8bbe\u7f6e\u603b\u6279\u91cf\u5927\u5c0f\u4e3a 1280\uff08\u6bcf GPU 4\uff09\u3002<\/section>\n<section><\/section>\n<section><strong>\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u3002<\/strong>\u4e3a\u4e86\u63d0\u5347\u6a21\u578b\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\uff0cLLaDA \u5728\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\u4f7f\u7528\u6210\u5bf9\u6570\u636e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-453542c5407f57c289911ce716fad7b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-453542c5407f57c289911ce716fad7b9.png\"><\/a>\u8fdb\u884c\u8bad\u7ec3\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a2cf4ce916a170daab13f9c2f4a0eb32.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a2cf4ce916a170daab13f9c2f4a0eb32.png\"><\/a>\u4e3a\u63d0\u793a\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ca617758a66882ef06d579b636b3201c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ca617758a66882ef06d579b636b3201c.png\"><\/a>\u4e3a\u54cd\u5e94\u3002\u5728 SFT \u4e2d\u4fdd\u6301\u63d0\u793a <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2e3cfbabe9297e1fa8ada441ec7427ca.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2e3cfbabe9297e1fa8ada441ec7427ca.png\"><\/a> \u4e0d\u53d8\uff0c\u5bf9\u54cd\u5e94 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ac7855e54e38f29ad9ae4b06daa21538.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ac7855e54e38f29ad9ae4b06daa21538.png\"><\/a>\u00a0\u8fdb\u884c\u72ec\u7acb\u63a9\u7801\u751f\u6210 \uff0c\u7136\u540e\u8ba1\u7b97\u5982\u4e0b\u635f\u5931\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7b7dcd9ad1e53d445a611a8b11e116f3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7b7dcd9ad1e53d445a611a8b11e116f3.png\"><\/a><\/section>\n<section>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5ea73b993d0525514ceaaddd00570058.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5ea73b993d0525514ceaaddd00570058.png\"><\/a>\u4e3a\u54cd\u5e94\u7684\u52a8\u6001\u957f\u5ea6\u3002\u6574\u4e2a\u8fc7\u7a0b\u4e0e\u9884\u8bad\u7ec3\u4e00\u81f4\uff0c\u53ea\u662f\u6240\u6709\u88ab\u63a9\u7801\u7684 token \u5747\u6765\u81ea\u54cd\u5e94\u90e8\u5206\u3002SFT \u5728 450 \u4e07\u5bf9\u6570\u636e\u4e0a\u8fdb\u884c\uff0c\u4f7f\u7528\u7c7b\u4f3c\u9884\u8bad\u7ec3\u7684\u5b66\u4e60\u7387\u8c03\u5ea6\u548c\u4f18\u5316\u5668\u8bbe\u7f6e\u3002<\/section>\n<section><\/section>\n<section><strong>\u63a8\u65ad\u3002<\/strong>\u7ed9\u5b9a\u63d0\u793a <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-79fbf0da0292e9a47fdb7d15ffac6058.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-79fbf0da0292e9a47fdb7d15ffac6058.png\"><\/a> \uff0c\u6a21\u578b\u4ece\u5b8c\u5168\u63a9\u7801\u7684\u54cd\u5e94\u5f00\u59cb\uff0c\u901a\u8fc7\u79bb\u6563\u5316\u7684\u53cd\u5411\u8fc7\u7a0b\u9010\u6b65\u6062\u590d\u6587\u672c\u3002\u5728\u6bcf\u4e00\u6b65\uff0c\u6a21\u578b\u9884\u6d4b\u6240\u6709\u88ab\u63a9\u7801 token \u540e\uff0c\u4f1a\u6309\u4e00\u5b9a\u6bd4\u4f8b\u5bf9\u90e8\u5206\u9884\u6d4b\u7ed3\u679c\u8fdb\u884c\u518d\u63a9\u7801\uff0c\u4ee5\u4fdd\u8bc1\u53cd\u5411\u8fc7\u7a0b\u4e0e\u524d\u5411\u8fc7\u7a0b\u4e00\u81f4\u3002\u5bf9\u4e8e\u6761\u4ef6\u4f3c\u7136\u8bc4\u4f30\uff0cLLaDA \u4f7f\u7528\u4e86\u4e0b\u9762\u8fd9\u4e2a\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c4bd4209e754a979240b395644e55c73.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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\u9996\u6b21\u5c55\u793a\u4e86\u901a\u8fc7\u524d\u5411\u63a9\u7801\u52a0\u566a\u4e0e\u53cd\u5411\u53bb\u566a\u673a\u5236\uff0c\u540c\u6837\u53ef\u4ee5\u5b9e\u73b0\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6838\u5fc3\u80fd\u529b\u3002\u5b9e\u9a8c\u8868\u660e\uff0cLLaDA \u5728\u53ef\u6269\u5c55\u6027\u3001\u4e0a\u4e0b\u6587\u5b66\u4e60\u548c\u6307\u4ee4\u9075\u5faa\u7b49\u65b9\u9762\u8868\u73b0\u4f18\u5f02\uff0c\u5177\u5907\u4e0e\u4f20\u7edf\u81ea\u56de\u5f52\u6a21\u578b\u76f8\u5ab2\u7f8e\u751a\u81f3\u66f4\u4f18\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5176\u53cc\u5411\u751f\u6210\u4e0e\u589e\u5f3a\u7684\u9c81\u68d2\u6027\u6709\u6548\u7a81\u7834\u4e86\u81ea\u56de\u5f52\u5efa\u6a21\u7684\u56fa\u6709\u9650\u5236\uff0c\u4ece\u800c\u6311\u6218\u4e86\u300c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u5fc5\u7136\u4f9d\u8d56\u81ea\u56de\u5f52\u751f\u6210\u300d\u7684\u4f20\u7edf\u89c2\u5ff5\u3002<\/p>\n<section><em><sup>\u53c2\u8003\u6587\u732e<\/sup><\/em><\/section>\n<section><sup><em>[1] Ou J, Nie S, Xue K, et al. Your Absorbing Discrete Diffusion Secretly Models the Conditional Distributions of Clean Data. To appear in ICLR, 2025.<\/em><\/sup><\/section>\n<section><sup><em>[2]\u00a0Nie S, Zhu F, Du C, et al. Scaling up Masked Diffusion Models on Text. To appear in ICLR, 2025.<\/em><\/sup><\/section>\n<section><em><em><sup>[3] Berglund L, Tong M, Kaufmann M, et al. The reversal curse: Llms trained on&#8221;a is b&#8221; fail to learn&#8221;b is a&#8221;[J]. arXiv preprint arXiv:2309.12288, 2023.<\/sup><\/em><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-17-3\" target=\"_blank\">\u8bed\u8a00\u6a21\u578b\u65b0\u8303\u5f0f\uff1a\u9996\u4e2a8B\u6269\u6563\u5927\u8bed\u8a00\u6a21\u578bLLaDA\u53d1\u5e03\uff0c\u6027\u80fd\u6bd4\u80a9LLaMA 3<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8bed\u8a00\u6a21\u578b\u65b0\u8303\u5f0f\uff1a\u9996\u4e2a8 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[],"class_list":["post-38534","post","type-post","status-publish","format-standard","hentry","category-news"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - 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