{"id":13286,"date":"2026-10-13T05:47:39","date_gmt":"2026-10-12T21:47:39","guid":{"rendered":"https:\/\/infernews.com\/blog\/case\/"},"modified":"2026-10-13T05:47:39","modified_gmt":"2026-10-12T21:47:39","slug":"case","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/case\/","title":{"rendered":"CASE \u8b93 8B \u6a21\u578b\u4e3b\u52d5\u5c0b\u627e\u9577\u671f\u75c5\u6b77\u8b49\u64da"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/CASE-8B.jpg\" alt=\"Repository image for VinyehShaw\/CASE\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9762\u5c0d\u9700\u8981\u6bd4\u8f03\u591a\u6b21\u5c31\u8a3a\u3001\u5668\u5b98\u8b8a\u5316\u8207 MRI \u5207\u7247\u7684\u81e8\u5e8a\u554f\u984c\uff0cCASE \u8b93\u6a21\u578b\u5148\u6c7a\u5b9a\u61c9\u8a72\u67e5\u54ea\u6b21\u8a2a\u8996\u3001\u54ea\u500b\u5668\u5b98\u53ca\u54ea\u7a2e\u5de5\u5177\uff0c\u518d\u6574\u7406\u8b49\u64da\u4f5c\u7b54\u3002\u9019\u500b\u9805\u76ee\u5c6c\u65bc\u91ab\u7642\u591a\u6a21\u614b\u6a21\u578b\u8207 Agentic learning \u5be6\u4f5c\uff0c\u8655\u7406\u7684\u662f\u9577\u671f\u81e8\u5e8a\u63a8\u7406\u4e2d\u300c\u8b49\u64da\u672a\u9810\u5148\u6574\u7406\u300d\u7684\u96e3\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u6a21\u578b\u63a1\u7528 Qwen3-VL-8B-Instruct\uff0c\u900f\u904e\u5169\u968e\u6bb5\u8a13\u7df4\u5efa\u7acb\u5de5\u5177\u4f7f\u7528\u80fd\u529b\uff1a\u5148\u4ee5 RSFT \u5b78\u7fd2\u7d93\u7be9\u9078\u7684\u6559\u5e2b\u8ecc\u8de1\uff0c\u518d\u4ee5 Agentic RL \u548c GRPO \u8b93\u6a21\u578b\u6839\u64da\u81ea\u8eab\u64cd\u4f5c\u7d50\u679c\u4fee\u6b63\u7b56\u7565\u3002RLAIF rubric judge \u8ca0\u8cac\u8a55\u5206\uff0cOPSD \u5247\u5229\u7528 privileged self-distillation\uff0c\u6539\u5584\u7531\u8b49\u64da\u8d70\u5411\u7d50\u8ad6\u7684\u63a8\u7406\uff0c\u800c\u4e0d\u786c\u6027\u898f\u5b9a\u5de5\u5177\u6b21\u5e8f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u4e00\u500b checkpoint \u6703\u6309\u4e09\u7a2e\u81e8\u5e8a\u89d2\u8272\u5de5\u4f5c\uff1aAnatomist \u8655\u7406\u5668\u5b98\u5206\u5272\u548c\u9ad4\u7a4d\u8b8a\u5316\uff0cRadiologist \u6bd4\u8f03\u8de8\u8a2a\u8996 MRI\uff0cConsultant \u5247\u7d9c\u5408\u5f71\u50cf\u3001\u9ad4\u7a4d\u3001MedGemma \u5831\u544a\u548c skill memory\u3002\u5de5\u5177\u9810\u7b97\u7531 4 \u81f3 12 \u6b21\u4e0d\u7b49\uff0c\u53cd\u6620\u4e0d\u540c\u4efb\u52d9\u5728\u67e5\u8b49\u6df1\u5ea6\u8207\u6210\u672c\u4e4b\u9593\u7684\u53d6\u6368\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee5 UK Biobank 4,739 \u540d\u53c3\u8207\u8005\u5efa\u7acb 50,401 \u689d\u7e31\u5411\u81e8\u5e8a\u554f\u984c<\/li>\n<li>\u8a13\u7df4\u8cc7\u6599\u5305\u542b 147,434 \u689d frontier-model \u4e92\u52d5\u8ecc\u8de1<\/li>\n<li>\u5728\u5339\u914d\u689d\u4ef6\u4e0b\uff0cQwen3-VL-8B agent \u7684\u7b54\u6848\u6e96\u78ba\u7387\u8f03 GPT-5.4 \u9ad8\u903e 16%\uff0c\u8f03 Claude Opus 4.8 \u9ad8\u903e 10%<\/li>\n<li>\u9069\u5408\u7814\u7a76\u91ab\u7642 agent\u3001MRI \u5206\u6790\u53ca\u8de8\u8a2a\u8996\u8b49\u64da\u6574\u5408\u7684\u5718\u968a<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u63d0\u4f9b Docker \u74b0\u5883\uff0c\u4f46\u57f7\u884c\u9810\u8a2d\u9700\u8981 8 \u5f35 GPU\u3001\u904b\u884c\u6642\u53ef\u7528\u7684 gcc\u3001\u53e6\u884c\u4e0b\u8f09 Qwen3-VL-8B-Instruct \u6b0a\u91cd\uff0c\u4ee5\u53ca\u4f9b RL rubric judge \u4f7f\u7528\u7684 OpenAI-compatible API key\u3002\u8cc7\u6599\u9808\u900f\u904e UK Biobank Showcase \u6216\u5df2\u7372\u6279\u7684 UKB-RAP \u7533\u8acb\u53d6\u5f97\uff1b\u9069\u5408\u4f5c\u70ba\u7814\u7a76\u578b\u9805\u76ee\u6e2c\u8a66\uff0c\u672a\u5b9c\u76f4\u63a5\u8996\u70ba\u53ef\u5373\u6642\u6295\u5165\u81e8\u5e8a\u7684\u7522\u54c1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/vinyehshaw.github.io\/case-project\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/VinyehShaw\/CASE\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/CASE-Bench\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>CASE \u8a13\u7df4\u8996\u89ba\u8a9e\u8a00\u6a21\u578b\u81ea\u884c\u7ffb\u67e5\u8de8\u6642\u6bb5 MRI \u8207\u81e8\u5e8a\u8cc7\u6599\uff0c\u5c07\u91ab\u7642\u554f\u7b54\u7531\u8b80\u7b54\u6848\u63a8\u9032\u81f3\u4e3b\u52d5\u53d6\u8b49\u3002<\/p>\n","protected":false},"author":8,"featured_media":13285,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,171,116,76,119,127,185,137,30,38,144,199,201,214],"tags":[],"class_list":["post-13286","post","type-post","status-publish","format-standard","hentry","category-133","category-171","category-agentic","category-76","category-119","category-127","category-qwen","category-api","category-image","category-38","category-medical","category-dataset-","category-skill-","category-reinforcement-learning"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13286","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=13286"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13286\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/13285"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=13286"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=13286"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=13286"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}