{"id":4893,"date":"2026-03-16T18:46:54","date_gmt":"2026-03-16T10:46:54","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4893"},"modified":"2026-03-16T18:46:54","modified_gmt":"2026-03-16T10:46:54","slug":"202603-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-miragescaling-test-time-inference-with-parallel-graph-retrieval-augmented-reasoning-chains","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202603-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-miragescaling-test-time-inference-with-parallel-graph-retrieval-augmented-reasoning-chains\/","title":{"rendered":"202603 \u8bba\u6587\u7814\u8bfb-MIRAGE:Scaling Test-Time Inference with Parallel Graph-Retrieval-Augmented Reasoning Chains"},"content":{"rendered":"\n<p>\u6765\u6e90\uff1aarXiv<\/p>\n\n\n\n<p>\u4f5c\u8005\uff1aKaiwen Wei\u3001Rui Shan\u3001 Dongsheng Zou\u7b49<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1a\u91cd\u5e86\u5927\u5b66\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240<\/p>\n\n\n\n<p>\u53d1\u8868\u65f6\u95f4\uff1a2025\u5e7408\u6708<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u8bba\u6587\u4ecb\u7ecd<\/h2>\n\n\n\n<p>\u80cc\u666f\uff1a\u5f53\u524d\u7684LLM\u666e\u904d\u91c7\u7528\u5355\u4e00\u7ebf\u6027\u63a8\u7406\u94fe\u5e76\u7ed3\u5408\u975e\u7ed3\u6784\u5316\u68c0\u7d22\uff0c\u6613\u9020\u6210\u9519\u8bef\u7d2f\u79ef\u4e14\u96be\u4ee5\u5229\u7528\u9886\u57df\u77e5\u8bc6\u7684\u7ed3\u6784\u5316\u5173\u8054\uff0c\u9650\u5236\u4e86\u5176\u5728\u533b\u7597\u95ee\u7b54\u7b49\u590d\u6742\u573a\u666f\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p><br>\u6838\u5fc3\uff1a \u57fa\u4e8e\u8fd9\u4e00\u80cc\u666f\uff0c\u8bba\u6587\u63d0\u51fa MIRAGE \u6846\u67b6\uff0c\u521b\u65b0\u6027\u5730\u91c7\u7528\u5e76\u884c\u591a\u94fe\u63a8\u7406\u4e0e\u7ed3\u6784\u5316\u56fe\u8c31\u68c0\u7d22\u76f8\u7ed3\u5408\u7684\u7b56\u7565\uff0c\u901a\u8fc7\u8de8\u94fe\u9a8c\u8bc1\u89e3\u51b3\u77db\u76fe\uff0c\u663e\u8457\u63d0\u5347\u4e86\u533b\u7597\u95ee\u7b54\u7684\u51c6\u786e\u6027\u4e0e\u63a8\u7406\u8fc7\u7a0b\u53ef\u8ffd\u6eaf\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u95ee\u7b54\u7b56\u7565\u6bd4\u8f83<\/h2>\n\n\n\n<p>\u8fd9\u5f20\u56fe\u5bf9\u6bd4\u4e86\u56db\u79cd\u4e0d\u540c\u7684\u533b\u7597\u95ee\u7b54\u63a8\u7406\u6a21\u5f0f\u3002\u5b83\u76f4\u89c2\u5730\u5c55\u793a\u4e86\u73b0\u6709\u65b9\u6cd5\u7684\u7f3a\u9677\uff1a\u9759\u6001RAG\u7f3a\u4e4f\u63a8\u7406\u80fd\u529b\uff0c\u667a\u80fd\u4f53RAG\uff08\u5982Search-o1\uff09\u4f9d\u8d56\u5355\u4e00\u7ebf\u6027\u94fe\u5bb9\u6613\u51fa\u9519\uff0c\u601d\u7ef4\u6811\u7f3a\u4e4f\u9a8c\u8bc1\u673a\u5236\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cMIRAGE \u521b\u65b0\u6027\u5730\u7ed3\u5408\u4e86\u201c\u591a\u94fe\u5e76\u884c\u63a8\u7406\u201d\u4e0e\u201c\u77e5\u8bc6\u56fe\u8c31\u68c0\u7d22\u201d\uff0c\u5e76\u901a\u8fc7\u8de8\u94fe\u9a8c\u8bc1\u89e3\u51b3\u77db\u76fe\uff0c\u5c55\u793a\u4e86\u5176\u5728\u7ed3\u6784\u5316\u548c\u5bb9\u9519\u6027\u4e0a\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"751\" height=\"731\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-19.png\" alt=\"\" class=\"wp-image-4894\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-19.png 751w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-19-300x292.png 300w\" sizes=\"auto, (max-width: 751px) 100vw, 751px\" \/><\/figure>\n\n\n\n<p>(a)\u9759\u6001RAG\u5728\u6ca1\u6709\u663e\u5f0f\u63a8\u7406\u7684\u60c5\u51b5\u4e0b\u68c0\u7d22\u6587\u6863\u6216\u77e5\u8bc6\u56fe\u6761\u76ee\uff1b<br>(b) \u4ee3\u7406RAG\u65b9\u6cd5(\u5982Search-o1)\u5c06\u68c0\u7d22\u4e0e\u7ebf\u6027\u63a8\u7406\u76f8\u7ed3\u5408\uff1b<br>(c)TOT\u901a\u8fc7\u91c7\u6837\u6765\u63a2\u7d22\u591a\u4e2a\u63a8\u7406\u94fe\uff1b<br>(d)\u63d0\u51fa\u7684MIRAGE\u901a\u8fc7\u8de8\u5e76\u884c\u63a8\u7406\u94fe\u6267\u884c\u57fa\u4e8e\u56fe\u7684\u68c0\u7d22\u6765\u7ed3\u5408\u8fd9\u4e9b\u65b9\u6cd5\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u65b9\u6cd5\u6846\u67b6<\/h2>\n\n\n\n<p>\u95ee\u9898\u5206\u89e3\u5668\uff1a\u5c06\u590d\u6742\u533b\u7597\u67e5\u8be2\u5206\u89e3\u4e3a\u5b50\u95ee\u9898\u3002\u8bc1\u636e\u68c0\u7d22\u5668\uff1a\u5bf9\u6bcf\u4e2a\u5b50\u95ee\u9898\u72ec\u7acb\u68c0\u7d22\uff0c\u4f7f\u7528 \u951a\u70b9\u6a21\u5f0f\uff08\u67e5\u5b9e\u4f53\u90bb\u5c45\uff09\u548c \u6865\u63a5\u6a21\u5f0f\uff08\u67e5\u5b9e\u4f53\u95f4\u8def\u5f84\uff09\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u627e\u8bc1\u636e\u3002\u534f\u8c03\u5668\uff1a\u7ba1\u7406\u5404\u7ec4\u4ef6\u95f4\u7684\u901a\u4fe1\u548c\u72b6\u6001\u3002\u7b54\u6848\u5408\u6210\u5668\uff1a\u8fdb\u884c \u8de8\u94fe\u9a8c\u8bc1\uff0c\u6574\u5408\u5e76\u9a8c\u8bc1\u5404\u6761\u63a8\u7406\u94fe\u7684\u8bc1\u636e\uff0c\u751f\u6210\u6700\u7ec8\u7b54\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"928\" height=\"509\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-20.png\" alt=\"\" class=\"wp-image-4895\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-20.png 928w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-20-300x165.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-20-768x421.png 768w\" sizes=\"auto, (max-width: 928px) 100vw, 928px\" \/><\/figure>\n\n\n\n<p>\u5148\u56de\u5230\u201c\u591a\u94fe\u5e76\u884c\u63a8\u7406\u201d<br>MIRAGE \u628a\u4e00\u4e2a\u590d\u6742\u95ee\u9898\u62c6\u6210\u591a\u4e2a\u5b50\u95ee\u9898\uff0c\u6bcf\u4e2a\u5b50\u95ee\u9898\u8d70\u4e00\u6761\u81ea\u5df1\u7684\u63a8\u7406\u94fe\uff1a<br>\u5b50\u95ee\u9898 q1 \u2192 \u63a8\u7406\u94fe P1 \u2192 \u7b54\u6848 a1\uff08+\u4e00\u5806\u56fe\u8c31\u8bc1\u636e\uff09<br>\u5b50\u95ee\u9898 q2 \u2192 \u63a8\u7406\u94fe P2 \u2192 \u7b54\u6848 a2\uff08+\u4e00\u5806\u56fe\u8c31\u8bc1\u636e\uff09<br>\u2026\u2026<br>\u5b50\u95ee\u9898 qn \u2192 \u63a8\u7406\u94fe Pn \u2192 \u7b54\u6848 an\uff08+\u4e00\u5806\u56fe\u8c31\u8bc1\u636e\uff09<br>\u5230\u8fd9\u4e00\u6b65\uff0c\u6bcf\u6761\u94fe\u90fd\u7ed9\u51fa\u4e86\u81ea\u5df1\u7684\u201c\u8bca\u65ad\u610f\u89c1\u201d\uff0c\u4f46\u8fd8\u6ca1\u51b3\u5b9a\u8c01\u662f\u5bf9\u7684\u3002<br>\u8de8\u94fe\u9a8c\u8bc1\uff1a\u5c31\u662f\u201c\u591a\u4e13\u5bb6\u4f1a\u8bca + \u6295\u7968\u201d<br>\u201c\u8de8\u94fe\u9a8c\u8bc1\u201d\u53d1\u751f\u5728\u4e00\u4e2a\u53eb \u7b54\u6848\u5408\u6210\u5668\uff08Answer Synthesizer\uff09 \u7684\u7ec4\u4ef6\u91cc\uff0c\u5b83\u505a\u7684\u4e8b\u60c5\uff0c\u5f88\u50cf\u4e00\u4e2a\u201c\u4f1a\u8bca\u4f1a\u8bae\u201d\uff1a<br>\u5bf9\u6240\u6709\u7b54\u6848\u505a\u4e24\u4e24\u6bd4\u8f83\uff0c\u627e\u51fa\u4e92\u76f8\u6392\u65a5\u7684\u8bca\u65ad\u6216\u76f8\u4e92\u77db\u76fe\u7684\u6cbb\u7597\u5efa\u8bae\uff0c\u5f53\u51fa\u73b0\u51b2\u7a81\u65f6\uff0c\u7cfb\u7edf\u4fdd\u7559\u90a3\u4e2a\u201c\u8bc1\u636e\u94fe\u8986\u76d6\u66f4\u5e7f\u3001\u5173\u7cfb\u66f4\u4e00\u81f4\u201d\u7684\u7b54\u6848\uff0c\u8fd9\u662f\u4e00\u79cd\u201c\u57fa\u4e8e\u591a\u6570\u7684\u9a8c\u8bc1\u7b56\u7565\u201d\u3002<br>\u5148\u770b\u770b\u5404\u6761\u94fe\u7684\u7b54\u6848\u6709\u6ca1\u6709\u51b2\u7a81<br>\u6bd4\u5982\uff1a<br>\u94fe 1 \u8bf4\uff1a\u53ef\u80fd\u662f\u201c\u7cfb\u7edf\u6027\u7ea2\u6591\u72fc\u75ae\u201d<br>\u94fe 2 \u8bf4\uff1a\u53ef\u80fd\u662f\u201c\u94c5\u4e2d\u6bd2\u201d<br>\u94fe 3 \u8bf4\uff1a\u53ef\u80fd\u662f\u201c\u7532\u72b6\u817a\u529f\u80fd\u4ea2\u8fdb\u201d<br>\u8fd9\u5c31\u662f\u201c\u4e92\u76f8\u6392\u65a5\u7684\u8bca\u65ad\u201d\uff0c\u4e0d\u80fd\u540c\u65f6\u90fd\u6210\u7acb\uff0c\u5fc5\u987b\u9009\u4e00\u4e2a\u3002<br>\u518d\u770b\u6bcf\u6761\u94fe\u80cc\u540e\u7684\u8bc1\u636e\u591f\u4e0d\u591f\u201c\u786c\u201d<br>\u7cfb\u7edf\u4f1a\u770b\uff1a<br>\u8fd9\u6761\u94fe\u5728\u77e5\u8bc6\u56fe\u8c31\u91cc\u627e\u5230\u7684\u5173\u7cfb\u591a\u4e0d\u591a\uff1f<br>\u6709\u591a\u5c11\u6761\u72ec\u7acb\u8def\u5f84\u90fd\u6307\u5411\u540c\u4e00\u4e2a\u7ed3\u8bba\uff1f<br>\u8fd9\u4e9b\u5173\u7cfb\u662f\u4e0d\u662f\u90fd\u7d27\u6263\u539f\u59cb\u95ee\u9898\uff1f<br>\u8bc1\u636e\u94fe\u66f4\u957f\u3001\u5173\u7cfb\u66f4\u5bc6\u3001\u80fd\u4e92\u76f8\u4f50\u8bc1\u7684\u94fe\uff0c\u5c31\u4f1a\u88ab\u8ba4\u4e3a\u66f4\u53ef\u4fe1\u3002<br>\u6309\u201c\u5c11\u6570\u670d\u4ece\u591a\u6570 + \u8bc1\u636e\u5f3a\u5ea6\u201d\u6765\u6295\u7968<br>\u8bba\u6587\u91cc\u7528\u7684\u662f\u201c\u57fa\u4e8e\u591a\u6570\u7684\u9a8c\u8bc1\u7b56\u7565\u201d\uff1a<br>\u5982\u679c\u597d\u51e0\u6761\u94fe\u90fd\u6307\u5411\u540c\u4e00\u4e2a\u8bca\u65ad\uff0c\u90a3\u8fd9\u4e2a\u8bca\u65ad\u66f4\u53ef\u80fd\u662f\u5bf9\u7684\uff1b<br>\u5982\u679c\u67d0\u6761\u94fe\u7684\u7ed3\u8bba\u548c\u5927\u591a\u6570\u94fe\u51b2\u7a81\uff0c\u800c\u4e14\u5b83\u81ea\u5df1\u7684\u8bc1\u636e\u53c8\u5f88\u5355\u8584\uff0c\u5c31\u4f1a\u88ab\u201c\u538b\u4e0b\u53bb\u201d\u3002<br>\u7528\u4e00\u4e2a\u4f8b\u5b50\u201c\u8de8\u94fe\u9a8c\u8bc1\u201d<br>\u75c5\u4eba\u6709\u4e00\u5806\u75c7\u72b6\uff1a\u6613\u6012\u3001\u591c\u5c3f\u591a\u3001\u9762\u773c\u75db\u3001\u819d\u90e8\u80bf\u5757\u3001\u80a9\u90e8\u75c9\u631b\u3001\u4e73\u817a\u80c0\u75db\u7b49\u3002<br>\u5728 MIRAGE \u91cc\uff1a<br>\u94fe A\uff1a\u4ece\u201c\u60c5\u7eea\u6613\u6012 + \u591c\u5c3f\u591a\u201d\u51fa\u53d1\uff0c\u67e5\u5230\u53ef\u80fd\u662f\u7532\u72b6\u817a\u95ee\u9898\u6216\u7535\u89e3\u8d28\u7d0a\u4e71\uff1b<br>\u94fe B\uff1a\u4ece\u201c\u80a9\u90e8\u75c9\u631b + \u819d\u90e8\u80bf\u5757\u201d\u51fa\u53d1\uff0c\u67e5\u5230\u53ef\u80fd\u662f\u94c5\u4e2d\u6bd2\uff08\u80a9\u75c9\u631b \u2192 \u94c5\u4e2d\u6bd2 \u2190 \u819d\u80bf\u5757\uff09\uff1b<br>\u94fe C\uff1a\u4ece\u201c\u9762\u773c\u75db\u201d\u51fa\u53d1\uff0c\u67e5\u5230\u53ef\u80fd\u662f\u4e09\u53c9\u795e\u7ecf\u75db\u6216\u67d0\u4e9b\u98ce\u6e7f\u75c5\u3002<br>\u8fd9\u65f6\u5019\uff1a<br>\u94fe A\u3001B\u3001C \u5404\u8bf4\u5404\u7684\uff1b<br>\u5230\u4e86\u201c\u8de8\u94fe\u9a8c\u8bc1\u201d\u8fd9\u4e00\u6b65\uff0c\u7cfb\u7edf\u53d1\u73b0\uff1a<br>\u94fe B \u7684\u8bc1\u636e\u80fd\u540c\u65f6\u89e3\u91ca\u201c\u80a9\u90e8\u75c9\u631b\u3001\u819d\u90e8\u80bf\u5757\u3001\u591c\u5c3f\u3001\u60c5\u7eea\u95ee\u9898\u201d\u7b49\u591a\u4e2a\u75c7\u72b6\uff1b<br>\u94fe A \u548c\u94fe C \u53ea\u80fd\u89e3\u91ca\u4e00\u5c0f\u90e8\u5206\u75c7\u72b6\u3002<br>\u4e8e\u662f\u7cfb\u7edf\u5c31\u4f1a\uff1a<br>\u628a\u201c\u94c5\u4e2d\u6bd2\u201d\u8fd9\u4e2a\u7ed3\u8bba\u4fdd\u7559\u4e0b\u6765\uff0c<br>\u628a\u90a3\u4e9b\u89e3\u91ca\u529b\u4e0d\u5f3a\u3001\u548c\u6574\u4f53\u8bc1\u636e\u51b2\u7a81\u7684\u7ed3\u8bba\u538b\u4e0b\u53bb\u3002<br>\u8fd9\u5c31\u662f\u201c\u8de8\u94fe\u9a8c\u8bc1\u201d\u5728\u7ea0\u9519\u2014\u2014\u5373\u4f7f\u67d0\u4e00\u6761\u94fe\u4e00\u5f00\u59cb\u60f3\u6b6a\u4e86\uff0c\u5176\u4ed6\u94fe\u4e5f\u80fd\u628a\u5b83\u62c9\u56de\u6765\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u6848\u4f8b\u7814\u7a76\u5bf9\u6bd4<\/h2>\n\n\n\n<p>1.\u5de6\u4fa7\uff1aSearch &#8211; o1 Framework\uff08\u4f20\u7edf\u5355\u94fe\u63a8\u7406\uff09<br>\u6d41\u7a0b\uff1a\u7528\u6237\u8f93\u5165\u590d\u6742\u75c7\u72b6\uff08\u5982\u5c3f\u9891\u3001\u6613\u6012\u3001\u5173\u8282\u75db\u7b49\uff09\uff0c\u6a21\u578b\u5c1d\u8bd5\u8bc6\u522b\u91cd\u53e0\u75c5\u56e0\u3002\u91c7\u7528\u5355\u94fe\u7ebf\u6027\u63a8\u7406\uff1a\u5148\u5206\u89e3\u75c7\u72b6\uff0c\u901a\u8fc7\u7f51\u9875\u641c\u7d22\u83b7\u53d6\u6587\u6863\uff0c\u7ecf\u591a\u6b65\u63a8\u7406\u540e\u7ed9\u51fa\u7b54\u6848\uff08\u5982\u201c\u7cfb\u7edf\u6027\u7ea2\u6591\u72fc\u75ae\u201d\uff09\u3002<br>\u5c40\u9650\uff1a\u4f9d\u8d56\u65e0\u7ed3\u6784\u5316\u7684\u7f51\u9875\u4fe1\u606f\uff0c\u6613\u5bfc\u81f4\u4fe1\u606f\u8fc7\u8f7d\u6216\u63a8\u7406\u65b9\u5411\u504f\u5dee\uff0c\u96be\u4ee5\u7cbe\u51c6\u5339\u914d\u590d\u6742\u75c7\u72b6\u7684\u6df1\u5c42\u5173\u8054\u3002<br>\u53f3\u4fa7\uff1aMIRAGE Think Process\uff08\u5e76\u884c\u591a\u94fe + \u56fe\u68c0\u7d22\u63a8\u7406\uff09<br>\u9488\u5bf9\u540c\u4e00\u75c7\u72b6\uff0cMIRAGE\u901a\u8fc7\u201c\u5206\u89e3 &#8211; \u5e76\u884c &#8211; \u9a8c\u8bc1\u201d\u7684\u521b\u65b0\u6d41\u7a0b\u5b9e\u73b0\u66f4\u7cbe\u51c6\u63a8\u7406\uff1a<br>\u95ee\u9898\u5206\u89e3\uff1a\u5c06\u590d\u6742\u75c7\u72b6\u62c6\u89e3\u4e3a4\u4e2a\u805a\u7126\u7684\u5b50\u95ee\u9898\uff08\u5982\u201c\u6301\u7eed\u6027\u6613\u6012\u7684\u75c5\u56e0\u201d\u201c\u4e73\u623f\u80c0\u75db\u6a21\u5f0f\u201d\u201c\u819d\u5173\u8282\u80bf\u5757\u8bc4\u4f30\u201d\u201c\u795e\u7ecf\/\u808c\u8089\u9aa8\u9abc\u89e3\u91ca\u201d\uff09\uff0c\u6bcf\u4e2a\u5b50\u95ee\u9898\u72ec\u7acb\u542f\u52a8\u63a8\u7406\u94fe\u3002<br>\u591a\u94fe\u5e76\u884c + \u77e5\u8bc6\u56fe\u8c31\u68c0\u7d22\uff1a\u6bcf\u6761\u63a8\u7406\u94fe\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31\uff08KG\uff09\u68c0\u7d22\u83b7\u53d6\u7ed3\u6784\u5316\u8bc1\u636e\uff08\u5982\u7535\u89e3\u8d28\u5931\u8861\u3001\u6bd2\u7d20\u66b4\u9732\u3001\u8f6f\u7ec4\u7ec7\u80bf\u7624\u3001\u4e09\u53c9\u795e\u7ecf\u75db\u7b49\uff09\uff0c\u66ff\u4ee3\u65e0\u7ed3\u6784\u7684\u7f51\u9875\u641c\u7d22\uff0c\u786e\u4fdd\u8bc1\u636e\u7684\u7cbe\u51c6\u6027\u4e0e\u53ef\u8ffd\u6eaf\u6027\u3002<br>\u8de8\u94fe\u9a8c\u8bc1\u4e0e\u6574\u5408\uff1a\u6700\u540e\u6574\u5408\u591a\u94fe\u8bc1\u636e\u5e76\u9a8c\u8bc1\u4e00\u81f4\u6027\uff0c\u6700\u7ec8\u9501\u5b9a\u201c\u94c5\u4e2d\u6bd2\u201d\u8fd9\u4e00\u66f4\u7cbe\u51c6\u7ed3\u8bba\uff08\u800c\u975e\u5355\u94fe\u53ef\u80fd\u4ea7\u751f\u7684\u6a21\u7cca\u7b54\u6848\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"899\" height=\"513\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-21.png\" alt=\"\" class=\"wp-image-4896\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-21.png 899w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-21-300x171.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-21-768x438.png 768w\" sizes=\"auto, (max-width: 899px) 100vw, 899px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u5b9e\u9a8c\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u4e3b\u5b9e\u9a8c\u6027\u80fd\u5bf9\u6bd4\uff1a\u5c55\u793a\u4e86\u5728\u4e09\u4e2a\u533b\u7597\u95ee\u7b54\u57fa\u51c6\u4e0a\u7684\u6838\u5fc3\u7ed3\u679c\u3002MIRAGE \u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u5747\u53d6\u5f97\u4e86\u6700\u4f73\u6027\u80fd\uff0c\u4f8b\u5982\u5728 GenMedGPT-5k \u4e0a\u6392\u540d\u6700\u4f4e\uff08\u8d8a\u597d\uff09\uff0c\u5728 ExplainCPE \u4e0a\u51c6\u786e\u7387\u8fbe\u5230 84.8%\uff0c\u5168\u9762\u8d85\u8d8a\u4e86 GPT-4o \u548c\u73b0\u6709\u7684\u68c0\u7d22\u589e\u5f3a\u57fa\u7ebf\uff0c\u8bc1\u660e\u4e86\u5176\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"254\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-22-1024x254.png\" alt=\"\" class=\"wp-image-4897\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-22-1024x254.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-22-300x74.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-22-768x190.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-22.png 1454w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u6846\u67b6\u7684\u901a\u7528\u6027\uff0c\u4f7f\u7528\u4e86 DeepSeek-R1-32B \u4f5c\u4e3a\u9aa8\u5e72\u6a21\u578b\u8fdb\u884c\u6d4b\u8bd5\u3002\u7ed3\u679c\u8868\u660e\uff0c\u66f4\u6362\u5e95\u5c42\u6a21\u578b\u540e\uff0cMIRAGE \u4f9d\u7136\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u5bf9\u6bd4\u65b9\u6cd5\uff0c\u8bc1\u660e\u4e86\u8be5\u6846\u67b6\u5177\u6709\u826f\u597d\u7684\u6a21\u578b\u9002\u5e94\u6027\u548c\u9c81\u68d2\u6027\uff0c\u4e0d\u4f9d\u8d56\u7279\u5b9a\u7684\u6a21\u578b\u7ed3\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"325\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-23.png\" alt=\"\" class=\"wp-image-4898\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-23.png 723w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-23-300x135.png 300w\" sizes=\"auto, (max-width: 723px) 100vw, 723px\" \/><\/figure>\n\n\n\n<p>\u8be5\u56fe\u5206\u6790\u4e86\u4e24\u4e2a\u5173\u952e\u53c2\u6570\u7684\u5f71\u54cd\uff0c\u63ed\u793a\u4e86\u6700\u4f73\u914d\u7f6e\uff1a\u5b50\u95ee\u9898\u6570\u91cf\uff1a\u4e0d\u662f\u8d8a\u591a\u8d8a\u597d\u3002\u5206\u89e3\u8fc7\u591a\u4f1a\u5f15\u5165\u566a\u58f0\uff0c\u5bfc\u81f4\u6027\u80fd\u5148\u5347\u540e\u964d\u3002\u68c0\u7d22\u6b65\u6570\uff1a\u589e\u52a0\u68c0\u7d22\u6b65\u6570\u6536\u76ca\u9012\u51cf\u4f46\u4e0d\u4f1a\u635f\u5bb3\u6027\u80fd\u3002\u8868\u660e\u7cfb\u7edf\u5177\u6709\u201c\u6309\u9700\u68c0\u7d22\u201d\u80fd\u529b\uff0c\u80fd\u5728\u83b7\u5f97\u8db3\u591f\u4fe1\u606f\u540e\u81ea\u52a8\u505c\u6b62\uff0c\u907f\u514d\u65e0\u6548\u8ba1\u7b97\u3002<\/p>\n\n\n\n<p>\u8be5\u56fe\u5206\u6790\u4e86\u4e24\u4e2a\u5173\u952e\u53c2\u6570\u7684\u5f71\u54cd\uff0c\u63ed\u793a\u4e86\u6700\u4f73\u914d\u7f6e\uff1a\u5b50\u95ee\u9898\u6570\u91cf\uff1a\u4e0d\u662f\u8d8a\u591a\u8d8a\u597d\u3002\u5206\u89e3\u8fc7\u591a\u4f1a\u5f15\u5165\u566a\u58f0\uff0c\u5bfc\u81f4\u6027\u80fd\u5148\u5347\u540e\u964d\u3002\u68c0\u7d22\u6b65\u6570\uff1a\u589e\u52a0\u68c0\u7d22\u6b65\u6570\u6536\u76ca\u9012\u51cf\u4f46\u4e0d\u4f1a\u635f\u5bb3\u6027\u80fd\u3002\u8868\u660e\u7cfb\u7edf\u5177\u6709\u201c\u6309\u9700\u68c0\u7d22\u201d\u80fd\u529b\uff0c\u80fd\u5728\u83b7\u5f97\u8db3\u591f\u4fe1\u606f\u540e\u81ea\u52a8\u505c\u6b62\uff0c\u907f\u514d\u65e0\u6548\u8ba1\u7b97\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"767\" height=\"331\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-25.png\" alt=\"\" class=\"wp-image-4900\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-25.png 767w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-25-300x129.png 300w\" sizes=\"auto, (max-width: 767px) 100vw, 767px\" \/><\/figure>\n\n\n\n<p>\u901a\u8fc7\u67f1\u72b6\u56fe\u5c55\u793a\u4e86\u4eba\u7c7b\u4e13\u5bb6\u5bf9\u4e0d\u540c\u6a21\u578b\u7b54\u6848\u7684\u504f\u597d\u3002\u7ed3\u679c\u663e\u793a\uff0cMIRAGE \u5728\u5bf9\u6bd4\u4e2d\u83b7\u5f97\u4e86\u6700\u9ad8\u7684\u201c\u80dc\u51fa\u201d\u6bd4\u4f8b\uff08\u7eff\u8272\u90e8\u5206\uff09\uff0c\u4e14\u201c\u5931\u8d25\u201d\u6bd4\u4f8b\u6781\u4f4e\u3002\u8fd9\u8bc1\u660e\u4e86 MIRAGE \u4e0d\u4ec5\u5728\u81ea\u52a8\u6307\u6807\u4e0a\u9886\u5148\uff0c\u5728\u5b9e\u9645\u4eba\u7c7b\u8bc4\u4f30\u4e2d\u4e5f\u56e0\u4e3a\u63a8\u7406\u6e05\u6670\u3001\u51c6\u786e\u800c\u66f4\u53d7\u9752\u7750\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"619\" height=\"393\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-26.png\" alt=\"\" class=\"wp-image-4901\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-26.png 619w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-26-300x190.png 300w\" sizes=\"auto, (max-width: 619px) 100vw, 619px\" \/><\/figure>\n\n\n\n<p>\u901a\u8fc7\u79fb\u9664\u5173\u952e\u7ec4\u4ef6\uff08\u5206\u89e3\u5668\u6216\u9a8c\u8bc1\u5668\uff09\u6765\u6d4b\u8bd5\u5176\u5bf9\u6027\u80fd\u7684\u8d21\u732e\u3002\u7ed3\u679c\u663e\u793a\uff0c\u79fb\u9664\u4efb\u4e00\u7ec4\u4ef6\u540e\uff0c\u6a21\u578b\u7684\u201c\u80dc\u51fa\u7387\u201d\u5747\u663e\u8457\u4e0b\u964d\u3002\u8fd9\u6709\u529b\u8bc1\u660e\u4e86 \u201c\u95ee\u9898\u5206\u89e3\u201d\u548c\u201c\u8de8\u94fe\u9a8c\u8bc1\u201d\u662f MIRAGE \u63d0\u5347\u63a8\u7406\u51c6\u786e\u6027\u7684\u5173\u952e\u521b\u65b0\u70b9\uff0c\u7f3a\u4e00\u4e0d\u53ef\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"775\" height=\"135\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-27.png\" alt=\"\" class=\"wp-image-4902\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-27.png 775w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-27-300x52.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-27-768x134.png 768w\" sizes=\"auto, (max-width: 775px) 100vw, 775px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u8bba\u6587\u603b\u7ed3<\/h2>\n\n\n\n<p>\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u9762\u5411\u533b\u7597\u95ee\u7b54\u7684\u6d4b\u8bd5\u65f6\u53ef\u6269\u5c55\u63a8\u7406\u6846\u67b6MIRAGE\uff1a<br>(1) \u5e76\u884c\u591a\u94fe\u63a8\u7406\u8303\u5f0f\uff1a\u7a81\u7834\u4f20\u7edf\u7ebf\u6027\u63a8\u7406\u94fe\u6613\u7d2f\u79ef\u9519\u8bef\u7684\u5c40\u9650\uff0c\u5c06\u590d\u6742\u67e5\u8be2\u5206\u89e3\u4e3a\u5b9e\u4f53\u5173\u8054\u7684\u5b50\u95ee\u9898\u5e76\u884c\u63a8\u7406\uff0c\u901a\u8fc7\u8de8\u94fe\u9a8c\u8bc1\u673a\u5236\u5b9e\u73b0\u8bef\u5dee\u7ea0\u6b63\u4e0e\u7ed3\u679c\u6574\u5408\uff1b<br>(2) \u7ed3\u6784\u5316\u56fe\u8c31\u81ea\u9002\u5e94\u68c0\u7d22\uff1a\u6452\u5f03\u6241\u5e73\u6587\u672c\u68c0\u7d22\u65b9\u5f0f\uff0c\u8bbe\u8ba1\u951a\u70b9\u6a21\u5f0f\u4e0e\u6865\u63a5\u6a21\u5f0f\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u8fdb\u884c\u90bb\u5c45\u6269\u5c55\u4e0e\u591a\u8df3\u904d\u5386\uff0c\u52a8\u6001\u6355\u83b7\u5b9e\u4f53\u95f4\u7684\u7ed3\u6784\u5316\u8bed\u4e49\u8bc1\u636e\uff1b<br>(3) \u8de8\u94fe\u9a8c\u8bc1\u4e0e\u4e00\u81f4\u6027\u751f\u6210\uff1a\u5f15\u5165\u7b54\u6848\u5408\u6210\u5668\u5bf9\u591a\u94fe\u63a8\u7406\u7ed3\u679c\u8fdb\u884c\u4e00\u81f4\u6027\u4e0e\u77db\u76fe\u68c0\u6d4b\uff0c\u57fa\u4e8e\u9a8c\u8bc1\u540e\u7684\u8bc1\u636e\u94fe\u751f\u6210\u6700\u7ec8\u7b54\u6848\uff0c\u663e\u8457\u63d0\u5347\u63a8\u7406\u7684\u53ef\u8ffd\u6eaf\u6027\u4e0e\u4e34\u5e8a\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p>\u542f\u53d1\uff1a<\/p>\n\n\n\n<p>\u6280\u672f\u521b\u65b0\u2014\u2014\u903b\u8f91\u601d\u7ef4\u63a8\u7406\u6846\u67b6\uff1a\u501f\u9274 MIRAGE 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Zou\u7b49 \u5355\u4f4d\uff1a\u91cd\u5e86\u5927\u5b66 [&hellip;]<\/p>\n","protected":false},"author":61,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4893","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4893","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/61"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4893"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4893\/revisions"}],"predecessor-version":[{"id":4903,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4893\/revisions\/4903"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4893"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4893"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4893"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}