{"id":4876,"date":"2026-02-11T14:08:39","date_gmt":"2026-02-11T06:08:39","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=4876"},"modified":"2026-02-11T14:10:39","modified_gmt":"2026-02-11T06:10:39","slug":"%e5%b0%8f%e4%bc%97%e6%9e%b6%e6%9e%84%e8%b5%a2%e9%ba%bb%e4%ba%86%ef%bc%81%e9%80%9a%e8%bf%87%e7%bc%96%e8%be%91%e5%8a%9f%e8%83%bd%e8%ae%a9100b%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b%e9%a3%99%e5%87%ba892-tok","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2026\/02\/11\/%e5%b0%8f%e4%bc%97%e6%9e%b6%e6%9e%84%e8%b5%a2%e9%ba%bb%e4%ba%86%ef%bc%81%e9%80%9a%e8%bf%87%e7%bc%96%e8%be%91%e5%8a%9f%e8%83%bd%e8%ae%a9100b%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b%e9%a3%99%e5%87%ba892-tok\/","title":{"rendered":"\u5c0f\u4f17\u67b6\u6784\u8d62\u9ebb\u4e86\uff01\u901a\u8fc7\u7f16\u8f91\u529f\u80fd\u8ba9100B\u6269\u6563\u6a21\u578b\u98d9\u51fa892 tokens\/\u79d2\u7684\u901f\u5ea6\uff01"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4876\" class=\"elementor elementor-4876\">\n\t\t\t\t<div class=\"elementor-element elementor-element-946de0b e-flex e-con-boxed e-con e-parent\" data-id=\"946de0b\" 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-3996ecc elementor-widget elementor-widget-text-editor\" data-id=\"3996ecc\" 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>\u8c01\u80fd\u60f3\u5230\u554a\uff0c\u5728\u81ea\u56de\u5f52\u6a21\u578b\uff08Autoregressive\uff0cAR\uff09\u5f53\u9053\u7684\u73b0\u5728\uff0c\u4e00\u4e2a<strong>\u975e\u4e3b\u6d41\u67b6\u6784<\/strong>\u7684\u6a21\u578b\u7a81\u7136\u6740\u4e86\u56de\u9a6c\u67aa\u2014\u2014<\/p><p>\u88ab\u957f\u671f\u89c6\u4e3a\u5b66\u672f\u73a9\u5177\u7684<strong>\u6269\u6563\u8bed\u8a00\u6a21\u578b<\/strong>\uff0c\u76f4\u63a5\u5728\u590d\u6742\u7f16\u7a0b\u4efb\u52a1\u4e2d\u98d9\u51fa\u4e86<strong>892 tokens\/\u79d2<\/strong>\u7684\u901f\u5ea6\uff01<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260211\/v2_35ad169e0eb145a2b42ad5dd2024bc93@5091053_img_gif?x-oss-process=image\/quality,q_80\" data-img-size-val=\"1079,538\" \/><\/p><p>\u4f60\u6ca1\u770b\u9519\uff0c\u5f53\u4e3b\u6d41\u5927\u6a21\u578b\u8fd8\u5728\u4ee5\u51e0\u5341token\u7684\u901f\u5ea6\u9010\u5b57\u8e66\u8bcd\u65f6\uff0c\u8fd9\u4e2a\u975e\u4e3b\u6d41\u6a21\u578b\u5df2\u7ecf\u5728100B\u53c2\u6570\u89c4\u6a21\u4e0a\uff0c\u8dd1\u51fa\u4e86\u5982\u6b64\u7684\u901f\u5ea6\u3002<\/p><p>2025\u5e74\uff0c\u8682\u8681\u96c6\u56e2\u8d44\u6df1\u6280\u672f\u4e13\u5bb6<strong>\u8d75\u4fca\u535a<\/strong>\u66fe\u7ecf\u5e26\u7740LLaDA2.0\u767b\u4e0a\u91cf\u5b50\u4f4dMEET\u5927\u4f1a\u7684\u821e\u53f0\uff0c\u800c\u5982\u4eca\uff0c\u4ed6\u4eec\u7684\u6700\u65b0\u7248\u672cLLaDA2.1\u6765\u4e86\uff0c\u8682\u8681\u6280\u672f\u7814\u7a76\u9662\u91cd\u78c5\u5f00\u6e90\uff01<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260211\/v2_edf121b1383d4589962fd533acd09d97@000000_oswg261414oswg1080oswg486_img_000?x-oss-process=image\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u4e09\u4e2a\u6708\u524d\uff0c\u5728LLaDA2.0\u65f6\u4ee3\uff0c\u8fd9\u66f4\u591a\u662f\u4e00\u4e2a\u5145\u6ee1\u6311\u6218\u7684\u7814\u7a76\u6027\u6a21\u578b\u3002<\/p><p>\u800c\u8fd9\u4e00\u6b21\uff0cLLaDA2.1\u7684\u8bde\u751f\uff0c\u6807\u5fd7\u7740\u8fd9\u4e2a\u8def\u7ebf\u7684\u5386\u53f2\u6027\u8f6c\u6298\u3002\u5b83\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u201c\u5b66\u672f\u7814\u7a76\u201d\uff0c\u800c\u662f<strong>\u771f\u6b63\u53ef\u7528<\/strong>\u3001\u751a\u81f3<strong>\u5728\u6548\u7387\u4e0a\u66f4\u4e3a\u4f18\u8d8a<\/strong>\u7684\u5f3a\u5927\u5de5\u5177\u3002<\/p><p>\u90a3\u4e48\u5728\u6574\u4e2a\u884c\u4e1a\u90fd\u5728\u5377\u66f4\u5927\u7684\u81ea\u56de\u5f52\u6a21\u578b\u65f6\uff0c\u8682\u8681\u5230\u5e95\u662f\u600e\u4e48\u4f4e\u8c03\u4fee\u4e86\u53e6\u4e00\u6761\u201c\u80fd\u8dd1\u901a\u7684\u9ad8\u901f\u516c\u8def\u201d\u7684\uff1f<\/p><p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c31\u518d\u4e00\u8d77\u6252\u4e00\u6252\u8fd9\u4e2a\u975e\u5171\u8bc6\u6280\u672f\u80cc\u540e\u7684\u539f\u7406\u3002<\/p><h2><strong>\u600e\u4e48\u505a\u5230\u7684\uff1f<\/strong><\/h2><p>\u5728\u6df1\u5165\u6280\u672f\u4e4b\u524d\uff0c\u6211\u4eec\u5148\u5f97\u804a\u804a\u4e3a\u4ec0\u4e48\u73b0\u5728\u7684ChatGPT\u3001Claude\u4eec\u603b\u662f\u6162\u6761\u65af\u7406\u3002<\/p><p>\u56e0\u4e3a\u5b83\u4eec\u51e0\u4e4e\u5168\u90e8\u91c7\u7528\u81ea\u56de\u5f52\u67b6\u6784\uff0c\u8fd9\u79cd\u6a21\u5f0f\u5982\u540c\u4e00\u4e2a\u4e0d\u80fd\u6253\u8349\u7a3f\u7684\u8003\u751f\uff0c\u5fc5\u987b\u4ece\u5de6\u5230\u53f3\u3001\u4e00\u5b57\u4e00\u53e5\u5730\u751f\u6210\u6587\u672c\uff0c\u5199\u5b8c\u5373\u5b9a\u7a3f\uff0c\u65e0\u6cd5\u56de\u5934\u4fee\u6539\u3002<\/p><p>\u800c\u6269\u6563\u6a21\u578b\u7684\u7406\u8bba\u4f18\u52bf\u5728\u4e8e\u5e76\u884c\uff0c\u53ef\u4ee5\u540c\u65f6\u5904\u7406\u6240\u6709\u6587\u672c\u4f4d\u7f6e\uff0c\u7406\u8bba\u4e0a\u80fd\u4e00\u6b21\u6210\u7bc7\uff0c\u62e5\u6709\u5de8\u5927\u7684\u901f\u5ea6\u6f5c\u529b\u3002<\/p><p>\u4f46\u6269\u6563\u8bed\u8a00\u6a21\u578b\u5728\u65e9\u671f\u4e00\u76f4\u6709\u4e2a\u81f4\u547d\u4f24\uff0c\u90a3\u5c31\u662f\u5bb9\u6613\u80e1\u8bf4\u516b\u9053\uff0c\u4e14\u7f3a\u4e4f\u5168\u5c40\u4e00\u81f4\u6027\u3002\u56e0\u4e3a\u5e76\u884c\u751f\u6210\u65f6\uff0c\u5404\u4e2a\u90e8\u5206\u53ef\u80fd\u662f\u5404\u73a9\u5404\u7684\uff0c\u5bfc\u81f4\u524d\u540e\u6587\u903b\u8f91\u4e0d\u901a\u3002<\/p><p>\u4e3a\u6b64\uff0c\u8682\u8681\u7684LLaDA2.1\u5148\u4eae\u51fa\u4e86\u7b2c\u4e00\u4e2a\u6280\u672f\u6740\u624b\u950f\uff1a<\/p><h4><strong>\u4e00\u4e2a\u6a21\u578b\u4e24\u79cd\u6a21\u5f0f\u8bbe\u8ba1\uff0c\u628a\u600e\u4e48\u7528\u6a21\u578b\u7684\u6743\u529b\u4ea4\u7ed9\u7528\u6237<\/strong><\/h4><p>\u57fa\u4e8e\u53ef\u7ea0\u9519\u7f16\u8f91\u7684\u5e95\u5c42\u80fd\u529b\uff0cLLaDA2.1\u5f15\u5165\u4e86\u7075\u6d3b\u7684\u53cc\u6a21\u5f0f\u89e3\u7801\u7b56\u7565\uff0c\u5b9e\u73b0\u4e86\u5355\u4e2a\u6a21\u578b\uff0c\u540c\u65f6\u652f\u6301\u6781\u901f\u4e0e\u8d28\u91cf\u4e24\u79cd\u6a21\u5f0f\uff1a<\/p><ul><li>Speedy Mode\uff08\u6781\u901f\u6a21\u5f0f\uff09\uff1a\u5927\u5e45\u964d\u4f4e\u03c4_mask\u9608\u503c\uff0c\u6fc0\u8fdb\u5e76\u884c\u751f\u6210\u521d\u7a3f\uff0c\u4f9d\u8d56T2T\u7f16\u8f91\u8fdb\u884c\u540e\u671f\u4fee\u6b63\u3002\u9002\u5408\u4ee3\u7801\u8349\u7a3f\u3001\u5feb\u901f\u63a8\u7406\u3001\u591a\u8f6e\u8bd5\u63a2\u5f0f\u751f\u6210\u7b49\u5bf9\u541e\u5410\u91cf\u654f\u611f\u7684\u573a\u666f\u3002<\/li><li>Quality Mode\uff08\u8d28\u91cf\u6a21\u5f0f\uff09\uff1a\u91c7\u7528\u4fdd\u5b88\u9608\u503c\uff0c\u51cf\u5c11\u7f16\u8f91\u6b21\u6570\uff0c\u4f18\u5148\u4fdd\u969c\u8f93\u51fa\u51c6\u786e\u6027\u3002\u9002\u5408\u6b63\u5f0f\u6587\u6863\u751f\u6210\u3001\u9ad8\u7cbe\u5ea6\u63a8\u7406\u7b49\u5bf9\u7ed3\u679c\u8d28\u91cf\u8981\u6c42\u4e25\u82db\u7684\u573a\u5408\u3002<\/li><\/ul><p>\u5728\u6b64\u4e4b\u524d\uff0cLLaDA-MoE\u548cLLaDA2.0\u9700\u8981\u4e8c\u6b21\u5f00\u53d1\u63d0\u4f9b\u989d\u5916\u7684\u52a0\u901f\u7248\u672c\uff0c\u6bd4\u5982\u57fa\u4e8e\u8def\u5f84\u84b8\u998f\u7684\u52a0\u901f\u7b49\uff1b\u8fd9\u7c7b\u52a0\u901f\u7248\u672c\u56e0\u4e3a\u975e\u8054\u5408\u8bad\u7ec3\u4f18\u5316\uff0c\u867d\u7136\u5b9e\u73b0\u4e86\u5bf9\u57fa\u7840\u7248\u672c\u7684\u4e00\u5b9a\u52a0\u901f\uff0c\u4f46\u662f\u7cbe\u5ea6\u6389\u70b9\u666e\u904d\u4e25\u91cd\uff1b\u540c\u65f6\u4e00\u4e2a\u6a21\u578b\u591a\u4e2a\u7248\u672c\uff0c\u4e5f\u589e\u52a0\u7528\u6237\u9009\u62e9\u7684\u96be\u5ea6\u4ee5\u53ca\u6a21\u578b\u7ba1\u7406\u7684\u6210\u672c\u3002<\/p><p>\u5355\u6a21\u578b\u53cc\u6a21\u5f0f\uff0c\u907f\u514d\u4e86\u4e0a\u8ff0\u95ee\u9898\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\uff0c\u4ec5\u9700\u4e00\u6761config\u5c31\u80fd\u5b9e\u73b0\u6a21\u5f0f\u5207\u6362\u3002<\/p><p>\u8fd9\u79cd\u8bbe\u8ba1\u6807\u5fd7\u7740LLaDA\u7cfb\u5217\u4ece\u7814\u7a76\u6a21\u578b\u5411\u5b9e\u7528\u4ea7\u54c1\u7684\u5173\u952e\u8f6c\u53d8\u3002<\/p><p>\u6280\u672f\u62a5\u544a\u663e\u793a\uff0c\u5728HumanEval+\u7f16\u7a0b\u57fa\u51c6\u4e0a\uff0cLLaDA2.1-flash\uff08100B\uff09\u5728Speedy Mode\u4e0b\u8fbe\u5230<strong>892 TPS<\/strong>\u7684\u5cf0\u503c\u901f\u5ea6\uff0c\u800cQuality Mode\u5219\u5728\u591a\u9879\u63a8\u7406\u4efb\u52a1\u4e0a\u8d85\u8d8a\u4e86\u524d\u4ee3\u6a21\u578b\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260211\/v2_690ea8705fa34c678dfff7b283c037f7@000000_oswg77080oswg1080oswg479_img_000?x-oss-process=image\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><h4><strong>\u53ef\u7ea0\u9519\u7f16\u8f91\uff0c\u8ba9\u6a21\u578b\u50cf\u4eba\u7c7b\u4e00\u6837\u201c\u5199\u4f5c+\u4fee\u6539\u201d<\/strong><\/h4><p>\u4e3a\u4e86\u66f4\u597d\u7684\u7406\u89e3\u53cc\u6a21\u5f0f\u80cc\u540e\u7684\u673a\u5236\uff0c\u6211\u4eec\u53ef\u4ee5\u56de\u5fc6\u4e00\u4e0b\u81ea\u5df1\u5199\u4f5c\u7684\u6d41\u7a0b\u3002<\/p><p>\u81ea\u56de\u5f52\u6a21\u578b\u50cf\u662f\u4e00\u4e2a\u4e0d\u5141\u8bb8\u5e26\u8349\u7a3f\u7eb8\u3001\u4e0d\u5141\u8bb8\u5e26\u63d0\u7eb2\u7684\u4f5c\u8005\uff0c\u5b83\u4e0b\u7b14\u65e0\u6094\uff0c\u4e0d\u5141\u8bb8\u4fee\u6539\u81ea\u5df1\u5199\u597d\u7684\u5185\u5bb9\u3002<\/p><p>\u4f46\u73b0\u5b9e\u4e2d\uff0c\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\u6211\u4eec\u53ef\u80fd\u662f\u5148\u6709\u4e86\u60f3\u6cd5\u53bb\u5199\u8349\u7a3f\uff0c\u54ea\u6015\u6709\u9519\u522b\u5b57\uff0c\u5148\u52a8\u7b14\u5199\u7740\uff1b\u5199\u5b8c\u4e4b\u540e\uff0c\u6211\u4eec\u518d\u56de\u5934\u7ec6\u8bfb\u4e00\u904d\uff0c\u628a\u4e0d\u901a\u987a\u7684\u3001\u6709\u9519\u522b\u5b57\u7684\u5730\u65b9\u6539\u6389\u3002<\/p><p>LLaDA2.1\u5de5\u4f5c\u539f\u7406\u6b63\u662f\u5982\u6b64\uff0c\u5f15\u5165\u7684\u673a\u5236\u53eb\u505a<strong>\u53ef\u7ea0\u9519\u7f16\u8f91<\/strong>\uff08Error-Correcting Editable\uff0cECE\uff09\u3002<\/p><p>\u5b83\u7684\u63a8\u7406\u8fc7\u7a0b\u88ab\u5206\u4e3a\u4e86\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p><ul><li>\u9636\u6bb5\u4e00\uff08M2T, Mask-to-Token\uff09\uff1a\u6a21\u578b\u4ee5\u6781\u9ad8\u7684\u901f\u5ea6\uff0c\u5e76\u884c\u751f\u6210\u4e00\u4e2a\u8349\u7a3f\u3002\u8fd9\u4e2a\u9636\u6bb5\u53ef\u80fd\u4f1a\u6709\u4e00\u4e9b\u566a\u58f0\u548c\u9519\u8bef\uff0c\u4f46\u901f\u5ea6\u6781\u5feb\u3002<\/li><li>\u9636\u6bb5\u4e8c\uff08T2T, Token-to-Token\uff09\uff1a\u7acb\u5373\u542f\u52a8\u7f16\u8f91\u6a21\u5f0f\u3002\u6a21\u578b\u7ad9\u5728\u5168\u5c40\u89c6\u89d2\uff0c\u5bf9\u521a\u624d\u751f\u6210\u7684\u8349\u7a3f\u8fdb\u884c\u68c0\u67e5\u3002\u5982\u679c\u53d1\u73b0\u67d0\u4e9btoken\u7f6e\u4fe1\u5ea6\u4f4e\u6216\u8005\u903b\u8f91\u4e0d\u901a\uff0c\u5c31\u76f4\u63a5\u8fdb\u884c\u56de\u6eaf\u5f0f\u4fee\u6b63\u3002<\/li><\/ul><p>\u6280\u672f\u62a5\u544a\u4e2d\u7684\u4e00\u4e2a\u4f8b\u5b50\u751f\u52a8\u8bf4\u660e\u4e86\u5176\u4ef7\u503c\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260211\/v2_70bee46d62c942ce97e6dc4c1f1f18bd@000000_oswg215615oswg1080oswg361_img_000?x-oss-process=image\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u5f53\u6a21\u578b\u5c1d\u8bd5\u8865\u5168\u8d6b\u62c9\u514b\u5229\u7279\u540d\u8a00\u201cNo man ever steps in the same river twice\u201d\u65f6\uff0c\u4f20\u7edf\u6269\u6563\u6a21\u578b\u5728\u65e9\u671f\u6b65\u9aa4\u9519\u8bef\u751f\u6210\u4e86\u201cwalks\u201d\uff0c\u7531\u4e8e\u72b6\u6001\u51bb\u7ed3\uff0c\u6700\u7ec8\u8f93\u51fa\u9519\u8bef\u7684\u201cwalks in the same river twice\u201d\u3002<\/p><p>\u800cLLaDA2.1\u5728\u540e\u7eed\u6b65\u9aa4\u4e2d\u68c0\u6d4b\u5230\u201csteps\u201d\u7684\u7f6e\u4fe1\u5ea6\u66f4\u9ad8\uff0c\u679c\u65ad\u5c06\u201cwalks\u201d\u66ff\u6362\u4e3a\u201csteps\u201d\uff0c\u6210\u529f\u6062\u590d\u6b63\u786e\u5f15\u6587\u3002<\/p><p>\u8fd9\u79cd\u5141\u8bb8\u81ea\u6211\u4fee\u6b63\u7684\u80fd\u529b\uff0c\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u4e86\u6269\u6563\u6a21\u578b\u7684\u66dd\u5149\u504f\u5dee\u95ee\u9898\u3002\u5b83\u8ba9\u6a21\u578b\u6562\u4e8e\u5728\u521d\u7a3f\u9636\u6bb5\u8ffd\u6c42\u901f\u5ea6\uff0c\u518d\u901a\u8fc7\u7f16\u8f91\u9636\u6bb5\u4fdd\u969c\u8d28\u91cf\u3002<\/p><p>\u5b83\u5728\u6beb\u79d2\u7ea7\u7684\u95ea\u7535\u91c7\u6837\u4e2d\u5b8c\u6210\u4e86\u201c\u8349\u7a3f\u201d\u5230\u201c\u6b63\u5377\u201d\u7684\u534e\u4e3d\u8f6c\u8eab\uff0c\u4e0d\u518d\u88ab\u56f0\u5728\u5e8f\u5217\u7684\u8d77\u70b9\uff0c\u800c\u662f\u76f4\u63a5\u7ad9\u5728\u5168\u5c40\u7684\u9ad8\u5ea6\uff0c\u53bb\u7f16\u8f91\u3001\u53bb\u91cd\u5851\u3001\u53bb\u5b9a\u4e49AGI\u65f6\u4ee3\u7684\u63a8\u7406\u65b0\u8303\u5f0f\u3002<\/p><p>\u8fd9\u662f\u7b2c\u4e00\u6b21\u5728\u6269\u6563\u67b6\u6784\u4e0a\u5b9e\u73b0\u4e86\u901f\u5ea6\u4e0e\u8d28\u91cf\u7684\u89e3\u8026\u3002<\/p><h4><strong>\u9996\u6b21\u5728100B\u6269\u6563\u8bed\u8a00\u6a21\u578b\u4e0a\u8dd1\u901a\u5f3a\u5316\u5b66\u4e60<\/strong><\/h4><p>\u5982\u679c\u8bf4\u53ef\u7ea0\u9519\u7f16\u8f91\u89e3\u51b3\u4e86\u600e\u4e48\u751f\u6210\u7684\u95ee\u9898\uff0c\u90a3\u4e48\u5f3a\u5316\u5b66\u4e60\u5219\u662f\u89e3\u51b3\u4e86<strong>\u751f\u6210\u5f97\u597d\u4e0d\u597d<\/strong>\u7684\u95ee\u9898\u3002<\/p><p>\u4f46\u6b64\u524d\uff0c\u5728\u6269\u6563\u6a21\u578b\u4e0a\u5e94\u7528RL\u66fe\u88ab\u89c6\u4e3a\u4e0d\u53ef\u80fd\u7684\u4efb\u52a1\u3002<\/p><p>\u539f\u56e0\u5728\u4e8e\uff0c\u81ea\u56de\u5f52\u6a21\u578b\u7684\u5e8f\u5217\u4f3c\u7136\u53ef\u76f4\u63a5\u5206\u89e3\u4e3atoken\u7ea7\u6982\u7387\u4e58\u79ef\uff0c\u800c\u6269\u6563\u6a21\u578b\u57fa\u4e8e\u5757\u72b6\u91c7\u6837\uff08block-diffusion\uff09\uff0c\u5e8f\u5217\u7ea7\u4f3c\u7136\u96be\u4ee5\u76f4\u63a5\u8ba1\u7b97\uff0c\u5bfc\u81f4\u4f20\u7edf\u7b56\u7565\u68af\u5ea6\u65b9\u6cd5\u5931\u6548\u3002<\/p><p>LLaDA2.1\u56e2\u961f\u4e3a\u6b64\u5b9a\u5236\u4e86EBPO\uff08ELBO-based 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