{"id":8037,"date":"2026-05-07T04:58:03","date_gmt":"2026-05-06T20:58:03","guid":{"rendered":"https:\/\/infernews.com\/blog\/?p=8037"},"modified":"2026-05-07T04:58:04","modified_gmt":"2026-05-06T20:58:04","slug":"healthcare-ai-agent-gym","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/healthcare-ai-agent-gym\/","title":{"rendered":"Healthcare_GYM\uff1a\u91ab\u7642\u4ee3\u7406\u8a13\u7df4\u5834"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/pasted-94410236fe91.jpg\" alt=\"Repository image for minstar\/Healthcare_GYM\" \/><\/figure>\n<p>Healthcare_GYM \u662f\u4e00\u500b\u76f8\u5bb9 Gymnasium \u7684\u91ab\u7642 AI \u8a13\u7df4\u74b0\u5883\uff0c\u6838\u5fc3\u76ee\u7684\u4e0d\u662f\u55ae\u7d14\u554f\u7b54\uff0c\u800c\u662f\u8b93\u4ee3\u7406\u5728\u591a\u56de\u5408\u6d41\u7a0b\u4e2d\u5b78\u6703\u67e5\u8cc7\u6599\u3001\u547c\u53eb\u5de5\u5177\u4e26\u5b8c\u6210\u81e8\u5e8a\u4efb\u52d9\u3002\u5b83\u6db5\u84cb 10 \u500b\u81e8\u5e8a\u9818\u57df\u30013,600 \u591a\u500b\u4efb\u52d9\u8207 135 \u500b\u5c08\u7528\u5de5\u5177\uff0c\u4e26\u628a 82.8 \u842c\u7b46\u91ab\u7642\u6bb5\u843d\u7d0d\u5165\u53ef\u6aa2\u7d22\u77e5\u8b58\u5eab\u3002<\/p>\n<p>\u5be6\u969b\u4f7f\u7528\u4e0a\uff0c\u5b83\u6bd4\u8f03\u50cf\u7d66\u7814\u7a76\u5718\u968a\u7684\u300c\u91ab\u7642\u4ee3\u7406\u6e2c\u8a66\u5834\u300d\u3002\u82e5\u4f60\u5df2\u7d93\u6709\u5f37\u5316\u5b78\u7fd2\u6d41\u7a0b\uff0c\u5c31\u80fd\u900f\u904e\u6a19\u6e96\u7684\u74b0\u5883\u4e92\u52d5\u4ecb\u9762\uff0c\u628a\u4ee3\u7406\u63a5\u5230\u4efb\u52d9\u3001\u5de5\u5177\u547c\u53eb\u8207\u56de\u994b\u51fd\u6578\u4e0a\uff0c\u89c0\u5bdf\u6a21\u578b\u5728\u81e8\u5e8a\u63a8\u7406\u3001\u8cc7\u8a0a\u6aa2\u7d22\u8207\u591a\u6b65\u9a5f\u6c7a\u7b56\u4e2d\u7684\u8868\u73fe\u3002<\/p>\n<p>\u9019\u500b\u5c08\u6848\u6700\u503c\u5f97\u6ce8\u610f\u7684\u5275\u65b0\uff0c\u662f\u63d0\u51fa TT-OPD \u9019\u5957\u591a\u56de\u5408\u4ee3\u7406\u5f0f RL \u7684\u81ea\u84b8\u993e\u65b9\u6cd5\u3002\u5f9e\u8aaa\u660e\u4f86\u770b\uff0c\u4f5c\u8005\u8a8d\u70ba teacher \u6703\u96a8\u5b78\u751f\u63a2\u7d22\u800c\u9010\u6f38\u904e\u6642\uff0c\u56e0\u6b64\u84b8\u993e\u50f9\u503c\u4e3b\u8981\u96c6\u4e2d\u5728\u8a13\u7df4\u524d\u671f\uff0c\u4e26\u4ee5 EMA \u6559\u5e2b\u8207\u9031\u671f\u6027\u786c\u540c\u6b65\u63a7\u5236\u5e2b\u751f\u504f\u79fb\uff0c\u800c\u4e0d\u662f\u9577\u671f\u4f9d\u8cf4\u56fa\u5b9a teacher\u3002<\/p>\n<p>\u5f9e\u7d50\u679c\u4f86\u770b\uff0c\u5b83\u5728 18 \u500b\u57fa\u6e96\u4e2d\u7684 10 \u500b\u62ff\u5230\u6700\u4f73\u6210\u7e3e\uff0c\u5e73\u5747\u6bd4\u975e RL \u7684\u4ee3\u7406\u57fa\u7dda\u9ad8\u51fa\u7d04 3.9 \u500b\u767e\u5206\u9ede\u3002\u4e0d\u904e\u8cc7\u6599\u4e5f\u986f\u793a\uff0c\u4ee3\u7406\u5f0f\u8a55\u4f30\u672a\u5fc5\u5728\u6240\u6709\u77e5\u8b58\u56de\u61b6\u578b\u4efb\u52d9\u90fd\u5360\u512a\uff0c\u4ee3\u8868\u9019\u5957\u6846\u67b6\u66f4\u9069\u5408\u9700\u8981\u6aa2\u7d22\u3001\u5de5\u5177\u64cd\u4f5c\u8207\u591a\u6b65\u63a8\u7406\u7684\u60c5\u5883\uff0c\u800c\u4e0d\u662f\u53ea\u6bd4\u88f8\u6a21\u578b\u8a18\u61b6\u80fd\u529b\u3002<\/p>\n<ul>\n<li><strong>\u91cd\u9ede\u6458\u8981<\/strong><\/li>\n<li>\u652f\u63f4\u591a\u56de\u5408\u81e8\u5e8a\u5de5\u5177\u4f7f\u7528\uff0c\u4e0d\u53ea\u662f\u975c\u614b\u91ab\u7642\u554f\u7b54\u3002<\/li>\n<li>\u77e5\u8b58\u4f86\u6e90\u5305\u542b PubMed \u6458\u8981\u3001\u81e8\u5e8a\u6307\u5f15\u8207\u91ab\u5b78\u6559\u79d1\u66f8\u3002<\/li>\n<li>\u4ee5 BM25 \u6aa2\u7d22 82.8 \u842c\u7b46\u91ab\u7642\u6bb5\u843d\uff0c\u5de5\u5177\u547c\u53eb\u76f4\u63a5\u7d0d\u5165\u52d5\u4f5c\u7a7a\u9593\u3002<\/li>\n<li>TT-OPD \u4ee5 EMA teacher \u8207\u5206\u968e\u6bb5\u6de1\u51fa\u84b8\u993e\u4f86\u7a69\u5b9a\u8a13\u7df4\u3002<\/li>\n<li>README \u6307\u51fa\u5be6\u9a57\u4f7f\u7528 <strong>Qwen3.5-9B<\/strong> \u9aa8\u5e79\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p>\u6574\u9ad4\u800c\u8a00\uff0cHealthcare_GYM \u6700\u9069\u5408\u91ab\u7642\u4ee3\u7406\u3001\u81e8\u5e8a\u6c7a\u7b56\u8f14\u52a9\u7814\u7a76\u3001RAG \u7d50\u5408\u5de5\u5177\u4f7f\u7528\u7684 RL \u8a13\u7df4\uff0c\u4ee5\u53ca\u9700\u8981\u6bd4\u8f03\u4e0d\u540c\u4ee3\u7406\u7b56\u7565\u7684\u5b78\u8853\u5be6\u9a57\u3002\u82e5\u4f60\u7684\u76ee\u6a19\u662f\u5efa\u7acb\u53ef\u91cd\u73fe\u7684\u91ab\u7642 agent benchmark\uff0c\u9019\u500b\u5c08\u6848\u63d0\u4f9b\u7684\u74b0\u5883\u8a2d\u8a08\u8207\u8a13\u7df4\u89c0\u9ede\u90fd\u76f8\u7576\u6709\u53c3\u8003\u50f9\u503c\u3002<\/p>\n<p><strong>Source:<\/strong> <a href=\"https:\/\/github.com\/minstar\/Healthcare_GYM\" rel=\"noopener noreferrer\">https:\/\/github.com\/minstar\/Healthcare_GYM<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u500b\u5c08\u6848\u628a\u91ab\u7642\u77e5\u8b58\u6aa2\u7d22\u3001\u5de5\u5177\u4f7f\u7528\u8207\u5f37\u5316\u5b78\u7fd2\u6574\u5408\u6210\u53ef\u8a13\u7df4\u74b0\u5883\u3002\u5c0d\u60f3\u505a\u591a\u56de\u5408\u81e8\u5e8a\u4ee3\u7406\u7684\u5718\u968a\u4f86\u8aaa\uff0c\u5be6\u7528\u6027\u76f8\u7576\u660e\u78ba\u3002<\/p>\n","protected":false},"author":8,"featured_media":8036,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[144],"tags":[],"class_list":["post-8037","post","type-post","status-publish","format-standard","hentry","category-medical"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8037","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=8037"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8037\/revisions"}],"predecessor-version":[{"id":8038,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8037\/revisions\/8038"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8036"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8037"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8037"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8037"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}