{"id":611,"date":"2026-07-08T13:12:01","date_gmt":"2026-07-08T05:12:01","guid":{"rendered":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/"},"modified":"2026-07-08T13:54:51","modified_gmt":"2026-07-08T05:54:51","slug":"tunix-grpo-lora-gemma3-math-reasoning","status":"publish","type":"post","link":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/","title":{"rendered":"\u5f3a\u5316\u5b66\u4e60\u8d4b\u80fdGemina-3\uff1a\u5229\u7528Tunix GRPO\u4e0eLoRA\u653b\u514bGSM8K\u6570\u5b66\u63a8\u7406\u96be\u9898"},"content":{"rendered":"<p>\u5728\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u7ade\u6280\u573a\u4e0a\uff0c\u903b\u8f91\u63a8\u7406\u80fd\u529b\u59cb\u7ec8\u662f\u8861\u91cf\u6a21\u578b\u667a\u529b\u6c34\u5e73\u7684\u5173\u952e\u6307\u6807\u3002\u8fd1\u65e5\uff0cMarkTechPost \u62a5\u9053\u4e86\u4e00\u9879\u9488\u5bf9 Google \u7684 Gemina-3 \u6a21\u578b\u8fdb\u884c\u4f18\u5316\u7684\u524d\u6cbf\u7814\u7a76\uff0c\u8be5\u7814\u7a76\u901a\u8fc7\u5f15\u5165 Tunix GRPO \u7b97\u6cd5\u3001LoRA \u9002\u914d\u5668\u4ee5\u53ca GSM8K \u5956\u52b1\u673a\u5236\uff0c\u6210\u529f\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5728\u7ed3\u6784\u5316\u6570\u5b66\u95ee\u9898\u4e0a\u7684\u89e3\u51b3\u80fd\u529b\u3002\u8fd9\u4e00\u63a2\u7d22\u4e0d\u4ec5\u4e3a\u6570\u5b66\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u63d0\u4f9b\u4e86\u65b0\u8303\u5f0f\uff0c\u4e5f\u4e3a\u590d\u6742\u903b\u8f91\u4efb\u52a1\u7684\u81ea\u52a8\u5316\u5904\u7406\u5f00\u8f9f\u4e86\u65b0\u7684\u53ef\u80fd\u3002<\/p>\n<p><strong>\u6311\u6218\uff1a\u4ece\u201c\u9e66\u9e49\u5b66\u820c\u201d\u5230\u201c\u903b\u8f91\u63a8\u7406\u201d<\/strong><\/p>\n<p>GSM8K\uff08Grade School Math 8K\uff09\u662f\u4e00\u4e2a\u5e7f\u6cdb\u4f7f\u7528\u7684\u6570\u5b66\u57fa\u51c6\u6d4b\u8bd5\u96c6\uff0c\u5305\u542b 8500 \u591a\u4e2a\u5c0f\u5b66\u6c34\u5e73\u7684\u5e94\u7528\u9898\u3002\u8fd9\u4e9b\u9898\u76ee\u4e0d\u4ec5\u8981\u6c42\u6a21\u578b\u5177\u5907\u57fa\u672c\u7684\u6570\u5b66\u8ba1\u7b97\u80fd\u529b\uff0c\u66f4\u8981\u6c42\u5176\u5177\u5907\u591a\u6b65\u63a8\u7406\u548c\u89c4\u5212\u80fd\u529b\u3002\u8bb8\u591a\u57fa\u7840\u6a21\u578b\u5728\u9762\u5bf9\u6b64\u7c7b\u95ee\u9898\u65f6\uff0c\u5f80\u5f80\u53ea\u80fd\u8fdb\u884c\u8868\u9762\u7684\u6a21\u5f0f\u5339\u914d\uff0c\u800c\u65e0\u6cd5\u771f\u6b63\u7406\u89e3\u9898\u76ee\u80cc\u540e\u7684\u903b\u8f91\u94fe\u6761\u3002\u4e3a\u4e86\u6253\u7834\u8fd9\u4e00\u74f6\u9888\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u79cd\u7aef\u5230\u7aef\u7684\u5f3a\u5316\u5b66\u4e60\u5de5\u4f5c\u6d41\u3002<\/p>\n<p><strong>\u6838\u5fc3\u7a81\u7834\uff1aTunix GRPO \u4e0e LoRA \u7684\u534f\u540c<\/strong><\/p>\n<p>\u8be5\u7814\u7a76\u7684\u6838\u5fc3\u5728\u4e8e\u4f7f\u7528\u4e86 Tunix \u5f00\u53d1\u7684 Group Relative Policy Optimization\uff08GRPO\uff09\u7b97\u6cd5\u3002\u4e0e\u4f20\u7edf\u7684\u76d1\u7763\u5fae\u8c03\u4e0d\u540c\uff0cGRPO \u5c5e\u4e8e\u5f3a\u5316\u5b66\u4e60\u8303\u7574\u3002\u5b83\u8ba9\u6a21\u578b\u5728\u751f\u6210\u591a\u4e2a\u5019\u9009\u7b54\u6848\u540e\uff0c\u901a\u8fc7\u201c\u7fa4\u4f53\u76f8\u5bf9\u7b56\u7565\u4f18\u5316\u201d\u6765\u9009\u62e9\u8868\u73b0\u6700\u597d\u7684\u7b54\u6848\u8fdb\u884c\u5b66\u4e60\u3002\u8fd9\u79cd\u65b9\u6cd5\u6a21\u62df\u4e86\u4eba\u7c7b\u5bfc\u5e08\u201c\u5bf9\u6bd4\u5b66\u4e60\u201d\u7684\u8fc7\u7a0b\uff0c\u80fd\u591f\u66f4\u6709\u6548\u5730\u6355\u6349\u6a21\u578b\u5728\u903b\u8f91\u63a8\u7406\u4e2d\u7684\u7ec6\u5fae\u504f\u5dee\u3002<\/p>\n<p>\u4e3a\u4e86\u964d\u4f4e\u8bad\u7ec3\u6210\u672c\u5e76\u4fdd\u6301\u6a21\u578b\u7684\u539f\u6709\u77e5\u8bc6\uff0c\u7814\u7a76\u56e2\u961f\u5de7\u5999\u5730\u5f15\u5165\u4e86 LoRA\uff08Low-Rank Adaptation\uff0c\u4f4e\u79e9\u9002\u5e94\uff09\u6280\u672f\u3002\u5728\u4f20\u7edf\u7684\u5168\u91cf\u5fae\u8c03\u4e2d\uff0c\u8bad\u7ec3\u4e00\u4e2a\u5343\u4ebf\u53c2\u6570\u7684\u6a21\u578b\u9700\u8981\u5de8\u5927\u7684\u7b97\u529b\u8d44\u6e90\uff0c\u4e14\u5bb9\u6613\u5bfc\u81f4\u8fc7\u62df\u5408\u3002\u800c LoRA \u5141\u8bb8\u7814\u7a76\u4eba\u5458\u4ec5\u8bad\u7ec3\u6781\u5c11\u91cf\u7684\u53c2\u6570\uff08\u4f4e\u79e9\u77e9\u9635\uff09\uff0c\u5c31\u80fd\u8ba9\u6a21\u578b\u9002\u5e94\u65b0\u7684\u4efb\u52a1\u3002\u8fd9\u4f7f\u5f97\u5728\u6709\u9650\u7684\u786c\u4ef6\u8d44\u6e90\u4e0b\uff0c\u5bf9 Gemina-3 \u8fdb\u884c\u9488\u5bf9\u6027\u7684\u6570\u5b66\u80fd\u529b\u8bad\u7ec3\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n<p><strong>\u7cbe\u7ec6\u5316\u7684\u5956\u52b1\u673a\u5236\u4e0e\u63d0\u793a\u5de5\u7a0b<\/strong><\/p>\n<p>\u5728\u5177\u4f53\u7684\u8bad\u7ec3\u6d41\u7a0b\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u9996\u5148\u6784\u5efa\u4e86\u7279\u5b9a\u7684\u201c\u63a8\u7406+\u7b54\u6848\u201d\u63d0\u793a\u683c\u5f0f\uff0c\u5f3a\u5236\u6a21\u578b\u5728\u7ed9\u51fa\u6700\u7ec8\u6570\u5b57\u524d\u5c55\u793a\u5176\u89e3\u9898\u6b65\u9aa4\u3002\u968f\u540e\uff0c\u4ed6\u4eec\u5b9a\u4e49\u4e86\u53cc\u91cd\u7684\u5956\u52b1\u51fd\u6570\uff1a\u4e00\u662f\u5bf9\u8f93\u51fa\u683c\u5f0f\u7684 adherence\uff08\u9075\u5b88\uff09\uff0c\u786e\u4fdd\u6a21\u578b\u4e25\u683c\u6309\u7167\u8981\u6c42\u8f93\u51fa\uff1b\u4e8c\u662f\u5bf9\u6570\u503c\u51c6\u786e\u6027\u7684\u5224\u65ad\uff0c\u76f4\u63a5\u5224\u65ad\u6700\u7ec8\u7b54\u6848\u662f\u5426\u6b63\u786e\u3002<\/p>\n<p>\u8fd9\u79cd\u57fa\u4e8e\u5956\u52b1\u7684\u53cd\u9988\u673a\u5236\u662f\u5f3a\u5316\u5b66\u4e60\u7684\u7cbe\u9ad3\u3002\u6a21\u578b\u5728\u8bad\u7ec3\u521d\u671f\u53ef\u80fd\u4f1a\u72af\u9519\uff0c\u4f46\u901a\u8fc7\u4e0d\u65ad\u7684\u8bd5\u9519\u548c\u5956\u52b1\u53cd\u9988\uff0c\u5b83\u9010\u6e10\u5b66\u4f1a\u4e86\u5982\u4f55\u6784\u5efa\u6b63\u786e\u7684\u63a8\u7406\u8def\u5f84\u3002\u6700\u7ec8\uff0c\u7ecf\u8fc7 GRPO \u7684\u8fed\u4ee3\u4f18\u5316\uff0c\u6a21\u578b\u4e0d\u4ec5\u80fd\u591f\u89e3\u51b3\u6570\u5b66\u9898\uff0c\u5176\u63a8\u7406\u8fc7\u7a0b\u7684\u89c4\u8303\u6027\u4e5f\u5f97\u5230\u4e86\u6781\u5927\u7684\u63d0\u5347\u3002<\/p>\n<p><strong>\u884c\u4e1a\u5f71\u54cd\u4e0e\u5e94\u7528\u5c55\u671b<\/strong><\/p>\n<p>\u8fd9\u9879\u7814\u7a76\u7684\u6210\u529f\u610f\u5473\u7740\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6280\u672f\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u901a\u7528\u5927\u6a21\u578b\u8f6c\u5316\u4e3a\u9ad8\u5ea6\u4e13\u4e1a\u7684\u5de5\u5177\u3002\u5728\u672a\u6765\u7684\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u7ecf\u8fc7\u6b64\u7c7b\u8bad\u7ec3\u7684\u6a21\u578b\u6709\u671b\u5728\u91d1\u878d\u5206\u6790\u3001\u79d1\u5b66\u7814\u7a76\u3001\u4ee3\u7801\u5ba1\u8ba1\u7b49\u9886\u57df\u53d1\u6325\u5de8\u5927\u4f5c\u7528\uff0c\u8fd9\u4e9b\u9886\u57df\u5f80\u5f80\u9700\u8981\u4e25\u5bc6\u7684\u903b\u8f91\u63a8\u6f14\u800c\u975e\u7b80\u5355\u7684\u6a21\u5f0f\u5339\u914d\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u8be5\u7814\u7a76\u5c55\u793a\u7684\u201cLoRA + GRPO\u201d\u7ec4\u5408\u62f3\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9ad8\u6548\u4e14\u53ef\u590d\u73b0\u7684\u5fae\u8c03\u6846\u67b6\u3002\u5b83\u8bc1\u660e\u4e86\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6574\u4e2a\u6a21\u578b\uff0c\u4ec5\u901a\u8fc7\u8f7b\u91cf\u7ea7\u7684\u9002\u914d\u5c42\u548c\u5148\u8fdb\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u5c31\u80fd\u5927\u5e45\u63d0\u5347\u6a21\u578b\u5728\u7279\u5b9a\u5782\u76f4\u9886\u57df\u7684\u4e13\u4e1a\u80fd\u529b\u3002<\/p>\n<p><strong>\u603b\u7ed3<\/strong><\/p>\n<p>\u901a\u8fc7\u5c06 Gemina-3 \u4e0e Tunix GRPO\u3001LoRA \u4ee5\u53ca GSM8K \u5956\u52b1\u7cfb\u7edf\u76f8\u7ed3\u5408\uff0c\u7814\u7a76\u4eba\u5458\u6210\u529f\u6253\u9020\u4e86\u4e00\u4e2a\u80fd\u591f\u8fdb\u884c\u7ed3\u6784\u5316\u6570\u5b66\u63a8\u7406\u7684\u667a\u80fd\u4f53\u3002\u8fd9\u4e0d\u4ec5\u662f\u5bf9 Gemina-3 \u80fd\u529b\u7684\u6709\u76ca\u8865\u5145\uff0c\u66f4\u4e3a\u6574\u4e2a AI \u884c\u4e1a\u5728\u903b\u8f91\u63a8\u7406\u9886\u57df\u7684\u843d\u5730\u5b9e\u8df5\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u5177\u53c2\u8003\u4ef7\u503c\u7684\u6837\u677f\u3002<\/p>\n<p><em>\u4fe1\u606f\u6765\u6e90\uff1aMarkTechPost\uff0c\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/www.marktechpost.com\/2026\/07\/05\/training-gemma-3-for-structured-mathematical-reasoning-with-tunix-grpo-lora-adapters-and-gsm8k-rewards\/\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">https:\/\/www.marktechpost.com\/2026\/07\/05\/training-gemma-3-for-structured-mathematical-reasoning-with-tunix-grpo-lora-adapters-and-gsm8k-rewards\/<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u63a2\u8ba8\u4e86\u5982\u4f55\u5229\u7528 Tunix GRPO \u7b97\u6cd5\u548c LoRA \u9002\u914d\u5668\u63d0\u5347 Gemina-3 \u6a21\u578b\u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u7aef\u5230\u7aef\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6d41\u7a0b\u53ca\u5176\u5728\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u6f5c\u5728\u5e94\u7528\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9,13],"tags":[52,53,54,49,50,51],"class_list":["post-611","post","type-post","status-publish","format-standard","hentry","category-learn","category-news","tag-gemina-3","tag-gsm8k","tag-lora","tag-49","tag-50","tag-51"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u5f3a\u5316\u5b66\u4e60\u8d4b\u80fdGemina-3\uff1a\u5229\u7528Tunix GRPO\u4e0eLoRA\u653b\u514bGSM8K\u6570\u5b66\u63a8\u7406\u96be\u9898 - OAIDO AI<\/title>\n<meta name=\"description\" content=\"\u672c\u6587\u63a2\u8ba8\u4e86\u5982\u4f55\u5229\u7528 Tunix GRPO \u7b97\u6cd5\u548c LoRA \u9002\u914d\u5668\u63d0\u5347 Gemina-3 \u6a21\u578b\u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u7aef\u5230\u7aef\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6d41\u7a0b\u53ca\u5176\u5728\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u6f5c\u5728\u5e94\u7528\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5f3a\u5316\u5b66\u4e60\u8d4b\u80fdGemina-3\uff1a\u5229\u7528Tunix GRPO\u4e0eLoRA\u653b\u514bGSM8K\u6570\u5b66\u63a8\u7406\u96be\u9898 - OAIDO AI\" \/>\n<meta property=\"og:description\" content=\"\u672c\u6587\u63a2\u8ba8\u4e86\u5982\u4f55\u5229\u7528 Tunix GRPO \u7b97\u6cd5\u548c LoRA \u9002\u914d\u5668\u63d0\u5347 Gemina-3 \u6a21\u578b\u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u7aef\u5230\u7aef\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6d41\u7a0b\u53ca\u5176\u5728\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u6f5c\u5728\u5e94\u7528\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/\" \/>\n<meta property=\"og:site_name\" content=\"OAIDO AI\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-08T05:12:01+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-08T05:54:51+00:00\" \/>\n<meta name=\"author\" content=\"oaido_ai\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"oaido_ai\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/index.php\\\/2026\\\/07\\\/08\\\/tunix-grpo-lora-gemma3-math-reasoning\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/index.php\\\/2026\\\/07\\\/08\\\/tunix-grpo-lora-gemma3-math-reasoning\\\/\"},\"author\":{\"name\":\"oaido_ai\",\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/#\\\/schema\\\/person\\\/984ba9574feb0b6e609ac8ef07488dac\"},\"headline\":\"\u5f3a\u5316\u5b66\u4e60\u8d4b\u80fdGemina-3\uff1a\u5229\u7528Tunix GRPO\u4e0eLoRA\u653b\u514bGSM8K\u6570\u5b66\u63a8\u7406\u96be\u9898\",\"datePublished\":\"2026-07-08T05:12:01+00:00\",\"dateModified\":\"2026-07-08T05:54:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/index.php\\\/2026\\\/07\\\/08\\\/tunix-grpo-lora-gemma3-math-reasoning\\\/\"},\"wordCount\":56,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/#\\\/schema\\\/person\\\/984ba9574feb0b6e609ac8ef07488dac\"},\"keywords\":[\"Gemina-3\",\"GSM8K\",\"LoRA\",\"\u5927\u6a21\u578b\",\"\u5f3a\u5316\u5b66\u4e60\",\"\u6570\u5b66\u63a8\u7406\"],\"articleSection\":[\"\u5b66\u4e60\",\"\u6700\u65b0\u52a8\u6001\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/ai.oaido.com\\\/index.php\\\/2026\\\/07\\\/08\\\/tunix-grpo-lora-gemma3-math-reasoning\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/index.php\\\/2026\\\/07\\\/08\\\/tunix-grpo-lora-gemma3-math-reasoning\\\/\",\"url\":\"https:\\\/\\\/ai.oaido.com\\\/index.php\\\/2026\\\/07\\\/08\\\/tunix-grpo-lora-gemma3-math-reasoning\\\/\",\"name\":\"\u5f3a\u5316\u5b66\u4e60\u8d4b\u80fdGemina-3\uff1a\u5229\u7528Tunix GRPO\u4e0eLoRA\u653b\u514bGSM8K\u6570\u5b66\u63a8\u7406\u96be\u9898 - OAIDO AI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/#website\"},\"datePublished\":\"2026-07-08T05:12:01+00:00\",\"dateModified\":\"2026-07-08T05:54:51+00:00\",\"description\":\"\u672c\u6587\u63a2\u8ba8\u4e86\u5982\u4f55\u5229\u7528 Tunix GRPO \u7b97\u6cd5\u548c LoRA \u9002\u914d\u5668\u63d0\u5347 Gemina-3 \u6a21\u578b\u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u7aef\u5230\u7aef\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6d41\u7a0b\u53ca\u5176\u5728\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u6f5c\u5728\u5e94\u7528\u3002\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/index.php\\\/2026\\\/07\\\/08\\\/tunix-grpo-lora-gemma3-math-reasoning\\\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ai.oaido.com\\\/index.php\\\/2026\\\/07\\\/08\\\/tunix-grpo-lora-gemma3-math-reasoning\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/index.php\\\/2026\\\/07\\\/08\\\/tunix-grpo-lora-gemma3-math-reasoning\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/ai.oaido.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5f3a\u5316\u5b66\u4e60\u8d4b\u80fdGemina-3\uff1a\u5229\u7528Tunix GRPO\u4e0eLoRA\u653b\u514bGSM8K\u6570\u5b66\u63a8\u7406\u96be\u9898\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/#website\",\"url\":\"https:\\\/\\\/ai.oaido.com\\\/\",\"name\":\"OAIDO AI\",\"description\":\"AI\u6700\u65b0\u8d44\u8baf\u3001\u6280\u672f\u6587\u7ae0\u3001\u5de5\u5177\u63a8\u8350\u3001\u5b66\u4e60\u8d44\u6599\",\"publisher\":{\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/#\\\/schema\\\/person\\\/984ba9574feb0b6e609ac8ef07488dac\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ai.oaido.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/#\\\/schema\\\/person\\\/984ba9574feb0b6e609ac8ef07488dac\",\"name\":\"oaido_ai\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/\u5fae\u4fe1\u622a\u56fe_20240918174247.jpg\",\"url\":\"https:\\\/\\\/ai.oaido.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/\u5fae\u4fe1\u622a\u56fe_20240918174247.jpg\",\"contentUrl\":\"https:\\\/\\\/ai.oaido.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/\u5fae\u4fe1\u622a\u56fe_20240918174247.jpg\",\"width\":512,\"height\":512,\"caption\":\"oaido_ai\"},\"logo\":{\"@id\":\"https:\\\/\\\/ai.oaido.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/\u5fae\u4fe1\u622a\u56fe_20240918174247.jpg\"},\"sameAs\":[\"https:\\\/\\\/ai.oaido.com\"],\"url\":\"https:\\\/\\\/ai.oaido.com\\\/index.php\\\/author\\\/adminai_oaido\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5f3a\u5316\u5b66\u4e60\u8d4b\u80fdGemina-3\uff1a\u5229\u7528Tunix GRPO\u4e0eLoRA\u653b\u514bGSM8K\u6570\u5b66\u63a8\u7406\u96be\u9898 - OAIDO AI","description":"\u672c\u6587\u63a2\u8ba8\u4e86\u5982\u4f55\u5229\u7528 Tunix GRPO \u7b97\u6cd5\u548c LoRA \u9002\u914d\u5668\u63d0\u5347 Gemina-3 \u6a21\u578b\u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u7aef\u5230\u7aef\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6d41\u7a0b\u53ca\u5176\u5728\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u6f5c\u5728\u5e94\u7528\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/","og_locale":"zh_CN","og_type":"article","og_title":"\u5f3a\u5316\u5b66\u4e60\u8d4b\u80fdGemina-3\uff1a\u5229\u7528Tunix GRPO\u4e0eLoRA\u653b\u514bGSM8K\u6570\u5b66\u63a8\u7406\u96be\u9898 - OAIDO AI","og_description":"\u672c\u6587\u63a2\u8ba8\u4e86\u5982\u4f55\u5229\u7528 Tunix GRPO \u7b97\u6cd5\u548c LoRA \u9002\u914d\u5668\u63d0\u5347 Gemina-3 \u6a21\u578b\u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u7aef\u5230\u7aef\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6d41\u7a0b\u53ca\u5176\u5728\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u6f5c\u5728\u5e94\u7528\u3002","og_url":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/","og_site_name":"OAIDO AI","article_published_time":"2026-07-08T05:12:01+00:00","article_modified_time":"2026-07-08T05:54:51+00:00","author":"oaido_ai","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"oaido_ai","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/#article","isPartOf":{"@id":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/"},"author":{"name":"oaido_ai","@id":"https:\/\/ai.oaido.com\/#\/schema\/person\/984ba9574feb0b6e609ac8ef07488dac"},"headline":"\u5f3a\u5316\u5b66\u4e60\u8d4b\u80fdGemina-3\uff1a\u5229\u7528Tunix GRPO\u4e0eLoRA\u653b\u514bGSM8K\u6570\u5b66\u63a8\u7406\u96be\u9898","datePublished":"2026-07-08T05:12:01+00:00","dateModified":"2026-07-08T05:54:51+00:00","mainEntityOfPage":{"@id":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/"},"wordCount":56,"commentCount":0,"publisher":{"@id":"https:\/\/ai.oaido.com\/#\/schema\/person\/984ba9574feb0b6e609ac8ef07488dac"},"keywords":["Gemina-3","GSM8K","LoRA","\u5927\u6a21\u578b","\u5f3a\u5316\u5b66\u4e60","\u6570\u5b66\u63a8\u7406"],"articleSection":["\u5b66\u4e60","\u6700\u65b0\u52a8\u6001"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/","url":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/","name":"\u5f3a\u5316\u5b66\u4e60\u8d4b\u80fdGemina-3\uff1a\u5229\u7528Tunix GRPO\u4e0eLoRA\u653b\u514bGSM8K\u6570\u5b66\u63a8\u7406\u96be\u9898 - OAIDO AI","isPartOf":{"@id":"https:\/\/ai.oaido.com\/#website"},"datePublished":"2026-07-08T05:12:01+00:00","dateModified":"2026-07-08T05:54:51+00:00","description":"\u672c\u6587\u63a2\u8ba8\u4e86\u5982\u4f55\u5229\u7528 Tunix GRPO \u7b97\u6cd5\u548c LoRA \u9002\u914d\u5668\u63d0\u5347 Gemina-3 \u6a21\u578b\u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u7aef\u5230\u7aef\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6d41\u7a0b\u53ca\u5176\u5728\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u6f5c\u5728\u5e94\u7528\u3002","breadcrumb":{"@id":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/08\/tunix-grpo-lora-gemma3-math-reasoning\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/ai.oaido.com\/"},{"@type":"ListItem","position":2,"name":"\u5f3a\u5316\u5b66\u4e60\u8d4b\u80fdGemina-3\uff1a\u5229\u7528Tunix GRPO\u4e0eLoRA\u653b\u514bGSM8K\u6570\u5b66\u63a8\u7406\u96be\u9898"}]},{"@type":"WebSite","@id":"https:\/\/ai.oaido.com\/#website","url":"https:\/\/ai.oaido.com\/","name":"OAIDO AI","description":"AI\u6700\u65b0\u8d44\u8baf\u3001\u6280\u672f\u6587\u7ae0\u3001\u5de5\u5177\u63a8\u8350\u3001\u5b66\u4e60\u8d44\u6599","publisher":{"@id":"https:\/\/ai.oaido.com\/#\/schema\/person\/984ba9574feb0b6e609ac8ef07488dac"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ai.oaido.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":["Person","Organization"],"@id":"https:\/\/ai.oaido.com\/#\/schema\/person\/984ba9574feb0b6e609ac8ef07488dac","name":"oaido_ai","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/ai.oaido.com\/wp-content\/uploads\/2024\/09\/\u5fae\u4fe1\u622a\u56fe_20240918174247.jpg","url":"https:\/\/ai.oaido.com\/wp-content\/uploads\/2024\/09\/\u5fae\u4fe1\u622a\u56fe_20240918174247.jpg","contentUrl":"https:\/\/ai.oaido.com\/wp-content\/uploads\/2024\/09\/\u5fae\u4fe1\u622a\u56fe_20240918174247.jpg","width":512,"height":512,"caption":"oaido_ai"},"logo":{"@id":"https:\/\/ai.oaido.com\/wp-content\/uploads\/2024\/09\/\u5fae\u4fe1\u622a\u56fe_20240918174247.jpg"},"sameAs":["https:\/\/ai.oaido.com"],"url":"https:\/\/ai.oaido.com\/index.php\/author\/adminai_oaido\/"}]}},"_links":{"self":[{"href":"https:\/\/ai.oaido.com\/index.php\/wp-json\/wp\/v2\/posts\/611","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai.oaido.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai.oaido.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai.oaido.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ai.oaido.com\/index.php\/wp-json\/wp\/v2\/comments?post=611"}],"version-history":[{"count":1,"href":"https:\/\/ai.oaido.com\/index.php\/wp-json\/wp\/v2\/posts\/611\/revisions"}],"predecessor-version":[{"id":630,"href":"https:\/\/ai.oaido.com\/index.php\/wp-json\/wp\/v2\/posts\/611\/revisions\/630"}],"wp:attachment":[{"href":"https:\/\/ai.oaido.com\/index.php\/wp-json\/wp\/v2\/media?parent=611"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai.oaido.com\/index.php\/wp-json\/wp\/v2\/categories?post=611"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai.oaido.com\/index.php\/wp-json\/wp\/v2\/tags?post=611"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}