{"id":1134027,"date":"2025-03-11T02:28:35","date_gmt":"2025-03-11T09:28:35","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1134027"},"modified":"2025-03-11T16:58:45","modified_gmt":"2025-03-11T23:58:45","slug":"peace","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/peace\/","title":{"rendered":"PEACE: \u4ee5\u5730\u8d28\u56feGeoMap\u4e3a\u8d77\u70b9\uff0c\u6572\u5f00\u5730\u8d28\u5b66AI\u5e94\u7528\u7814\u7a76\u7684\u5927\u95e8"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u5730\u7403\u4e0a\u6bcf\u5e74\u7ea6\u53d1\u751f500\u591a\u4e07\u6b21\u5730\u9707\uff0c\u5e73\u5747\u6bcf\u5929\u6709\u4e0a\u4e07\u6b21\uff0c\u65e0\u8bba\u5f3a\u5ea6\u5982\u4f55\uff0c\u5730\u9707\u603b\u662f\u4ee4\u4eba\u6050\u60e7\u3002\u90a3\u4e48\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u53d1\u5c55\u662f\u5426\u80fd\u591f\u5728\u5730\u8d28\u707e\u5bb3\u9884\u8b66\u4e2d\u63d0\u4f9b\u9ad8\u6548\u7684\u6570\u636e\u5904\u7406\u548c\u9884\u6d4b\u80fd\u529b\uff1f\u7b54\u6848\u662f\u80af\u5b9a\u7684\uff0c\u4f46\u6700\u6709\u6548\u7684\u65b9\u6848\u662f\u5c06\u4eba\u5de5\u667a\u80fd\u4e0e\u4f20\u7edf\u65b9\u6cd5\u76f8\u7ed3\u5408\u3002<\/p>\n\n\n\n<p>\u5730\u8d28\u56fe\u662f\u4e2d\u957f\u671f\u5730\u9707\u9884\u62a5\u8bc4\u4ef7\u7684\u91cd\u8981\u4f9d\u636e\u4e4b\u4e00\u3002\u5730\u8d28\u5b66\u5bb6\u901a\u8fc7\u5206\u6790\u5730\u8d28\u56fe\uff0c\u53ef\u4ee5\u4e86\u89e3\u7279\u5b9a\u533a\u57df\u7684\u5730\u8d28\u5386\u53f2\u4e0e\u6784\u9020\u7279\u5f81\uff0c\u5e76\u7ed3\u5408\u6d3b\u52a8\u6784\u9020\u56fe\u3001\u5730\u58f3\u7a33\u5b9a\u6027\u7b49\u8d44\u6599\uff0c\u7814\u7a76\u5730\u9707\u7684\u65f6\u7a7a\u5206\u5e03\u89c4\u5f8b\u53ca\u5176\u5730\u8d28\u80cc\u666f\uff0c\u8fdb\u800c\u8bc4\u4f30\u5730\u9707\u98ce\u9669\u3002\u7136\u800c\uff0c\u4eba\u5de5\u89e3\u8bfb\u5730\u8d28\u56fe\u5b58\u5728\u4e00\u5b9a\u5c40\u9650\u6027\uff0c\u4e14\u73b0\u6709\u7684\u5927\u6a21\u578b\u96be\u4ee5\u5145\u5206\u7406\u89e3\u5730\u8d28\u5b66\u7b49\u7279\u5b9a\u9886\u57df\u7684\u4e13\u4e1a\u77e5\u8bc6\u3002\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u4e86\u9996\u4e2a\u7528\u4e8e\u8bc4\u4f30\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u5bf9\u5730\u8d28\u56fe\u7406\u89e3\u7684\u57fa\u51c6\u96c6 GeoMap-Bench\uff0c\u5e76\u63a8\u51fa\u4e86\u4e13\u4e3a\u5730\u8d28\u56fe\u7406\u89e3\u8bbe\u8ba1\u7684\u667a\u80fd\u4ee3\u7406 GeoMap-Agent\u3002\u4e24\u9879\u6210\u679c\u5df2\u5206\u522b\u5728 HuggingFace \u548c GitHub \u4e0a\u5f00\u6e90\u3002\u76f8\u5173\u8bba\u6587\u4e5f\u5df2\u88ab CVPR 2025 \u63a5\u6536\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5730\u8d28\u56fe\u4f5c\u4e3a\u5730\u8d28\u79d1\u5b66\u7684\u6838\u5fc3\u5de5\u5177\uff0c\u4e0d\u4ec5\u63ed\u793a\u4e86\u5730\u7403\u5730\u4e0b\u53ca\u5730\u8868\u7ed3\u6784\u7684\u5173\u952e\u4fe1\u606f\uff0c\u8fd8\u5728\u707e\u5bb3\u9884\u8b66\u3001\u77ff\u4ea7\u8d44\u6e90\u52d8\u63a2\u3001\u5de5\u7a0b\u5efa\u8bbe\u4ee5\u53ca\u73af\u5883\u4fdd\u62a4\u7b49\u591a\u4e2a\u9886\u57df\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u4f8b\u5982\uff0c\u5728\u707e\u5bb3\u9884\u8b66\u4e2d\uff0c\u5730\u8d28\u56fe\u6709\u52a9\u4e8e\u9884\u6d4b\u548c\u9632\u8303\u5982\u5730\u9707\u3001\u6ed1\u5761\u7b49\u5730\u8d28\u707e\u5bb3\uff1b\u5728\u77ff\u4ea7\u8d44\u6e90\u52d8\u63a2\u4e2d\uff0c\u77ff\u4ea7\u5730\u8d28\u56fe\u53ef\u4ee5\u5206\u6790\u7814\u7a76\u77ff\u5e8a\u5f62\u6210\u7684\u5730\u8d28\u80cc\u666f\u3001\u6210\u77ff\u6761\u4ef6\u3001\u77ff\u5e8a\u7c7b\u578b\u548c\u5206\u5e03\u89c4\u5f8b\uff1b\u5728\u5de5\u7a0b\u5efa\u8bbe\u65f6\uff0c\u5de5\u7a0b\u5730\u8d28\u56fe\u5bf9\u4e8e\u5224\u65ad\u533a\u57df\u7a33\u5b9a\u6027\u81f3\u5173\u91cd\u8981\uff0c\u80fd\u591f\u4fdd\u969c\u5efa\u7b51\u7269\u7684\u5b89\u5168\u6027\uff1b\u800c\u5728\u73af\u5883\u4fdd\u62a4\u65b9\u9762\uff0c\u6c34\u6587\u5730\u8d28\u56fe\u5219\u6709\u52a9\u4e8e\u5206\u6790\u6c34\u6587\u6761\u4ef6\u548c\u6c61\u67d3\u6e90\u5206\u5e03\u3002<\/p>\n\n\n\n<p>\u5730\u8d28\u56fe\u7684\u7406\u89e3\u5177\u6709\u6781\u9ad8\u7684\u95e8\u69db\u3002\u5730\u8d28\u56fe\u4e2d\u5305\u542b\u5927\u91cf\u7684\u7a7a\u95f4\u4fe1\u606f\u548c\u590d\u6742\u7684\u5730\u8d28\u73b0\u8c61\uff0c\u8fd9\u5c31\u8981\u6c42\u89e3\u8bfb\u8005\u5177\u5907\u6df1\u539a\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u4e30\u5bcc\u7684\u5b9e\u8df5\u7ecf\u9a8c\u3002\u6b64\u5916\uff0c\u5730\u8d28\u6570\u636e\u590d\u6742\u4e14\u6d89\u53ca\u5927\u91cf\u7684\u5916\u90e8\u77e5\u8bc6\uff0c\u5373\u4fbf\u662f\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5730\u8d28\u5b66\u5bb6\u4e5f\u53ef\u80fd\u9700\u8981\u8017\u8d39\u5927\u91cf\u65f6\u95f4\u548c\u4eba\u529b\u6765\u5168\u9762\u5173\u8054\u5730\u8d28\u3001\u5730\u7406\u548c\u5730\u9707\u7b49\u76f8\u5173\u6570\u636e\u3002\u800c\u4e14\u4eba\u5de5\u5206\u6790\u8fd8\u53ef\u80fd\u51fa\u73b0\u9057\u6f0f\u6216\u9519\u8bef\uff0c\u4e3b\u89c2\u504f\u5dee\u4e5f\u53ef\u80fd\u4f1a\u5f71\u54cd\u5224\u65ad\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p>\u5c3d\u7ba1\u73b0\u6709\u7684\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u5728\u901a\u7528\u56fe\u50cf\u8bc6\u522b\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u7279\u5b9a\u9886\u57df\u7684\u5e94\u7528\u5982\u5730\u8d28\u56fe\u7684\u7406\u89e3\u4e0a\uff0c\u5219\u9047\u5230\u4e86\u8bf8\u5982\u56fe\u7247\u5206\u8fa8\u7387\u8fc7\u9ad8\u3001\u4f9d\u8d56\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u3001\u533a\u57df\u7e41\u591a\u4e14\u76f8\u4e92\u5173\u8054\u7b49\u6311\u6218\uff0c\u5bfc\u81f4\u5b83\u4eec\u7684\u8868\u73b0\u8fdc\u672a\u8fbe\u5230\u4e13\u4e1a\u6807\u51c6\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5e2e\u52a9\u5730\u8d28\u5b66\u9886\u57df\u66f4\u597d\u5730\u89e3\u8bfb\u5730\u8d28\u56fe\uff0c<strong>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86\u9996\u4e2a\u7528\u4e8e\u8bc4\u4f30\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5730\u8d28\u56fe\u7406\u89e3\u65b9\u9762\u7684\u57fa\u51c6\u96c6 GeoMap-Bench\u3002\u540c\u65f6\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u501f\u52a9\u5fae\u8f6f Azure OpenAI \u670d\u52a1\u4e2d\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u6280\u672f\uff0c\u8bbe\u8ba1\u5e76\u5f00\u53d1\u4e86\u4e00\u4e2a\u4e13\u95e8\u7684\u667a\u80fd\u4f53 GeoMap-Agent\uff0c\u4ee5\u63d0\u9ad8\u5730\u8d28\u56fe\u7406\u89e3\u7684\u51c6\u786e\u7387\u548c\u6548\u7387<\/strong><strong>\u3002<\/strong>\u901a\u8fc7\u4f7f\u7528 MLLMs \u589e\u5f3a\u5bf9\u5730\u8d28\u56fe\u6574\u4f53\u7406\u89e3\uff08empowering geologic map holistic understanding\uff0cPEACE\uff09\u7684\u80fd\u529b\uff0c\u7814\u7a76\u5458\u4eec\u4e3a\u4eba\u5de5\u667a\u80fd\u5728\u5730\u8d28\u5b66\u9886\u57df\u7684\u5e94\u7528\u6253\u5f00\u4e86\u4e00\u6247\u65b0\u7684\u5927\u95e8\u3002\u76ee\u524d\u4e24\u9879\u6210\u679c\u5747\u5df2\u5728 GitHub \u4e0a\u5f00\u6e90\u3002\u76f8\u5173\u8bba\u6587\u5df2\u88ab CVPR 2025 \u63a5\u6536\u3002<\/p>\n\n\n\n<p>PEACE \u8bba\u6587\u5730\u5740\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/arxiv.org\/pdf\/2501.06184\">https:\/\/arxiv.org\/pdf\/2501.06184<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>GeoMap-Bench \u6570\u636e\u5730\u5740\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/huggingface.co\/datasets\/microsoft\/PEACE\">https:\/\/huggingface.co\/datasets\/microsoft\/PEACE<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>GeoMap-Agent \u4ee3\u7801\u5730\u5740\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/github.com\/microsoft\/PEACE\">https:\/\/github.com\/microsoft\/PEACE<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"geomap-bench-\u5b9a\u4e49\u5730\u8d28\u56fe\u7406\u89e3\u7684\u57fa\u51c6\u4e0e\u6311\u6218\">GeoMap-Bench\uff1a\u5b9a\u4e49\u5730\u8d28\u56fe\u7406\u89e3\u7684\u57fa\u51c6\u4e0e\u6311\u6218<\/h2>\n\n\n\n<p>\u5728\u5730\u8d28\u5b66\u9886\u57df\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u5e94\u7528\u7814\u7a76\u5c1a\u5904\u4e8e\u8d77\u6b65\u9636\u6bb5\u3002\u4e3a\u4e86\u4f7f\u4eba\u5de5\u667a\u80fd\u66f4\u597d\u5730\u670d\u52a1\u4e8e\u5730\u8d28\u56fe\u7684\u89e3\u8bfb\uff0c\u9996\u5148\u9700\u8981\u660e\u786e\u5b9a\u4e49\u5730\u8d28\u56fe\u7406\u89e3\u7684\u95ee\u9898\u3002\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4e0e\u4e2d\u56fd\u5730\u8d28\u79d1\u5b66\u9662\u548c\u6b66\u6c49\u5927\u5b66\u9065\u611f\u4fe1\u606f\u5de5\u7a0b\u5b66\u9662\u5730\u7406\u4fe1\u606f\u5de5\u7a0b\u7cfb\u7684\u9886\u57df\u4e13\u5bb6\u8fdb\u884c\u4e86\u6df1\u5165\u4ea4\u6d41\uff0c\u57fa\u4e8e\u4e13\u5bb6\u7684\u7ecf\u9a8c\uff0c<strong>\u786e\u7acb\u4e86\u5730\u8d28\u56fe\u7406\u89e3\u6240\u9700\u7684\u4e94\u5927\u5173\u952e\u80fd\u529b\uff1a\u63d0\u53d6\u3001\u5b9a\u4f4d\u3001\u6307\u4ee3\u3001\u63a8\u7406\u548c\u5206\u6790<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u63d0\u53d6<\/strong>\uff1a\u8bc4\u4f30\u6a21\u578b\u4ece\u5730\u8d28\u56fe\u4e2d\u51c6\u786e\u83b7\u53d6\u57fa\u672c\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u5982\u6807\u9898\u3001\u6bd4\u4f8b\u5c3a\u548c\u5730\u7406\u5750\u6807\u3002<\/li>\n\n\n\n<li><strong>\u5b9a\u4f4d<\/strong>\uff1a\u8861\u91cf\u6a21\u578b\u6839\u636e\u7ec4\u4ef6\u540d\u79f0\u6216\u610f\u56fe\uff0c\u7cbe\u786e\u5b9a\u4f4d\u5730\u56fe\u4e0a\u7279\u5b9a\u5143\u7d20\u7684\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u6307\u4ee3<\/strong>\uff1a\u8bc4\u4f30\u6a21\u578b\u5c06\u540d\u79f0\u4e0e\u5176\u5bf9\u5e94\u5c5e\u6027\u5173\u8054\u8d77\u6765\u7684\u6280\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u7406<\/strong>\uff1a\u8bc4\u4f30\u6267\u884c\u9700\u8981\u8de8\u7ec4\u4ef6\u8fde\u63a5\u4fe1\u606f\u6216\u878d\u5408\u5916\u90e8\u77e5\u8bc6\u7684\u9ad8\u7ea7\u903b\u8f91\u4efb\u52a1\u7684\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u5206\u6790<\/strong>\uff1a\u8bc4\u4f30\u6a21\u578b\u5bf9\u5730\u8d28\u56fe\u4e0a\u7ed9\u5b9a\u4e3b\u9898\u8fdb\u884c\u5168\u9762\u7406\u89e3\uff0c\u5e76\u80fd\u4ece\u4e0d\u540c\u89d2\u5ea6\u63d0\u4f9b\u8be6\u7ec6\u4e14\u6709\u610f\u4e49\u89c1\u89e3\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u4e00\u7cfb\u5217\u8ba8\u8bba\uff0c\u7814\u7a76\u5458\u4eec\u57fa\u4e8e\u4e2d\u56fd\u5730\u8d28\u8c03\u67e5\u5c40\uff08CGS\uff09\u76841,000\u591a\u5e45\u5730\u56fe\uff0c\u4ee5\u53ca\u7f8e\u56fd\u5730\u8d28\u52d8\u63a2\u5c40\uff08USGS\uff09\u76846,000\u591a\u5e45\u5730\u56fe\uff0c\u5b9a\u4e49\u4e86\u4e94\u4e2a\u5173\u952e\u80fd\u529b\u4e0b\u768425\u79cd\u4e0d\u540c\u4efb\u52a1\uff0c\u5e76\u6311\u9009\u4e86100\u4f59\u5f20\u6709\u4ee3\u8868\u6027\u7684\u5730\u8d28\u56fe\uff0c\u521b\u5efa\u4e863,000\u591a\u4e2a\u5e26\u6709\u6807\u51c6\u7b54\u6848\u7684\u95ee\u9898\u7684\u57fa\u51c6\u96c6 GeoMap-Bench\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"735\" height=\"615\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-1.png\" alt=\"chart, sunburst chart\" class=\"wp-image-1134028\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-1.png 735w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-1-300x251.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-1-215x180.png 215w\" sizes=\"auto, (max-width: 735px) 100vw, 735px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aGeoMap-Bench \u4e2d25\u79cd\u4efb\u52a1\u7c7b\u578b\u7684\u95ee\u9898\u5206\u5e03\u56fe<\/figcaption><\/figure>\n\n\n\n<p>GeoMap-Bench \u4e3a\u5730\u8d28\u5b66\u9886\u57df\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7814\u7a76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8d77\u70b9\uff0c\u6709\u52a9\u4e8e\u63a8\u52a8\u8be5\u9886\u57df\u66f4\u6df1\u5165\u7684\u7814\u7a76\u548c\u53d1\u5c55\u3002\u6b66\u6c49\u5927\u5b66\u9065\u611f\u4fe1\u606f\u5de5\u7a0b\u5b66\u9662\u5730\u7406\u4fe1\u606f\u5de5\u7a0b\u7cfb\u4e3b\u4efb\u6842\u5fd7\u9e4f\u8868\u793a\uff1a\u201c\u5982\u679c\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u80fd\u591f\u5b9e\u73b0\u66f4\u7cbe\u51c6\u7684\u5730\u8d28\u56fe\u89e3\u8bfb\uff0c\u5c06\u5bf9\u6d4b\u7ed8\u5730\u7406\u4fe1\u606f\u3001\u5730\u56fe\u5b66\u3001\u5bfc\u822a\u4f4d\u7f6e\u670d\u52a1\u4e43\u81f3\u65e0\u4eba\u9a7e\u9a76\u9886\u57df\u4ea7\u751f\u91cd\u5927\u5f71\u54cd\u3002\u8fd9\u610f\u5473\u7740\uff0c\u90a3\u4e9b\u8fc7\u53bb\u53ea\u6709\u4e13\u4e1a\u4eba\u58eb\u624d\u80fd\u89e3\u8bfb\u7684\u56fe\u8868\u5c06\u4e0d\u518d\u662f\u4e13\u4e1a\u4eba\u5458\u7279\u6709\u7684\u6280\u80fd\u3002\u540c\u65f6\uff0c\u8fd9\u8fd8\u5c06\u6709\u52a9\u4e8e\u63d0\u5347\u5730\u8d28\u5b66\u9886\u57df\u7684\u81ea\u52a8\u5316\u548c\u667a\u80fd\u5316\u6c34\u5e73\uff0c\u4ece\u800c\u66f4\u597d\u5730\u4fdd\u5b58\u5927\u91cf\u7eb8\u8d28\u548c\u7535\u5b50\u5730\u56fe\u4e2d\u7684\u5730\u8d28\u4fe1\u606f\uff0c\u4fc3\u8fdb\u5b83\u4eec\u7684\u96c6\u6210\u5e94\u7528\uff0c\u4f8b\u5982\u77e5\u8bc6\u53d1\u73b0\uff0c\u751a\u81f3\u6fc0\u53d1\u65b0\u65f6\u4ee3\u7684\u5730\u7406\u5927\u53d1\u73b0\u3002\u201d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"geomap-agent-\u52a0\u901f\u5730\u8d28\u56fe\u667a\u80fd\u89e3\u6790\u4e0e\u7cbe\u51c6\u5206\u6790\">GeoMap-Agent\uff1a\u52a0\u901f\u5730\u8d28\u56fe\u667a\u80fd\u89e3\u6790\u4e0e\u7cbe\u51c6\u5206\u6790<\/h2>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5728 GeoMap-Bench \u57fa\u51c6\u96c6\u4e0a\u6d4b\u8bd5\u4e86\u73b0\u6709\u4e3b\u6d41\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u8fdb\u4e00\u6b65\u660e\u786e\u4e86\u8fd9\u4e9b\u6a21\u578b\u5728\u5730\u8d28\u56fe\u7406\u89e3\u4e0e\u5206\u6790\u4e2d\u7684\u5c40\u9650\u6027\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u5206\u8fa8\u7387\u9700\u6c42<\/strong>\uff1a\u5730\u8d28\u56fe\u901a\u5e38\u5177\u6709\u5f88\u9ad8\u7684\u5206\u8fa8\u7387\uff0c\u6709\u7684\u751a\u81f3\u8fbe\u523010,000\u00d710,000\u50cf\u7d20\uff0c\u56fe\u50cf\u4e2d\u8fd8\u5305\u542b\u5927\u91cf\u7ec6\u8282\u4fe1\u606f\uff0c\u90e8\u5206\u5c40\u90e8\u4fe1\u606f\u9700\u8981\u653e\u5927\u89e3\u8bfb\u3002\u56e0\u6b64\uff0c\u8981\u4ece\u5168\u5c40\u6765\u89e3\u8bfb\u5730\u8d28\u56fe\uff0c\u5bf9\u6a21\u578b\u7684\u6027\u80fd\u63d0\u51fa\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\u3002<\/li>\n\n\n\n<li><strong>\u9886\u57df\u77e5\u8bc6\u5bc6\u96c6<\/strong>\uff1a\u5730\u8d28\u56fe\u7531\u590d\u6742\u4e14\u7b26\u53f7\u5316\u7684\u5730\u8d28\u4f53\u5bf9\u8c61\u6784\u6210\uff0c\u4f17\u591a\u5143\u7d20\u548c\u7ec4\u4ef6\u76f8\u4e92\u5173\u8054\uff0c\u7406\u89e3\u5b83\u4eec\u9700\u8981\u4e30\u5bcc\u7684\u4e13\u4e1a\u77e5\u8bc6\u3002\u4f8b\u5982\uff0c\u8981\u8bfb\u61c2\u4e00\u5e45\u5730\u8d28\u56fe\uff0c\u9996\u5148\u8981\u7406\u89e3\u5176\u56fe\u4f8b\uff0c\u77e5\u9053\u6bcf\u79cd\u989c\u8272\u3001\u6bcf\u79cd\u7eb9\u7406\u6240\u4ee3\u8868\u7684\u5177\u4f53\u542b\u4e49\u3002<\/li>\n\n\n\n<li><strong>\u591a\u6837\u5316\u89c6\u89c9\u8868\u73b0<\/strong>\uff1a\u5730\u8d28\u56fe\u4e0d\u4ec5\u5305\u542b\u6587\u672c\u4fe1\u606f\uff0c\u8fd8\u6d89\u53ca\u591a\u6837\u5316\u7684\u89c6\u89c9\u5143\u7d20\uff0c\u5982\u4e0d\u540c\u7c7b\u578b\u7684\u56fe\u5f62\u7b26\u53f7\u3002\u8fd9\u8981\u6c42\u4eba\u5de5\u667a\u80fd\u5177\u5907\u4e00\u7cfb\u5217\u80fd\u529b\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u68c0\u6d4b\u3001\u5206\u7c7b\u3001\u5206\u5272\u3001\u5149\u5b66\u5b57\u7b26\u8bc6\u522b\uff08OCR\uff09\u3001\u7406\u89e3\u548c\u63a8\u7406\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u201c\u5730\u8d28\u5b66\u5bb6\u4eec\u8feb\u5207\u9700\u8981\u7684\u662f\u6570\u5b57\u5316\u5730\u8d28\u56fe\uff0c\u8fd9\u662f\u4e00\u4e2a\u4fa7\u91cd\u4e8e\u4ea7\u54c1\u5f00\u53d1\u7684\u76ee\u6807\uff0c\u6280\u672f\u5b9e\u73b0\u76f8\u5bf9\u5bb9\u6613\u3002\u4f46\u6211\u4eec\u5e0c\u671b\u66f4\u8fdb\u4e00\u6b65\uff0c\u8ba9\u5927\u6a21\u578b\u4e0d\u4ec5\u80fd\u89e3\u6790\u5730\u8d28\u56fe\u4e0a\u7684\u5df2\u6709\u5730\u8d28\u4fe1\u606f\uff0c\u8fd8\u80fd\u5bf9\u4e0e\u5730\u8d28\u56fe\u76f8\u5173\u7684\u4e0b\u6e38\u5e94\u7528\u95ee\u9898\u8fdb\u884c\u5206\u6790\uff0c\u4f8b\u5982\u8bc4\u4f30\u7279\u5b9a\u5730\u8d28\u533a\u57df\u7684\u5730\u9707\u707e\u5bb3\u98ce\u9669\u7b49\u3002\u4e3a\u4e86\u63d0\u4f9b\u7efc\u5408\u3001\u5168\u9762\u4e14\u51c6\u786e\u7684\u95ee\u9898\u89e3\u7b54\uff0c\u6211\u4eec\u9700\u8981\u5c06\u5730\u8d28\u56fe\u4f5c\u4e3a\u5a92\u4ecb\uff0c\u8054\u7cfb\u5e76\u6574\u5408\u4e0d\u540c\u7684\u77e5\u8bc6\u9886\u57df\u3002\u201d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u53d1\u5de5\u7a0b\u5e08\u9ec4\u6768\u6631\u8bf4\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86 GeoMap-Agent\uff0c\u8fd9\u662f\u9996\u4e2a\u4e13\u95e8\u7528\u4e8e\u5730\u8d28\u56fe\u7406\u89e3\u548c\u5206\u6790\u7684\u667a\u80fd\u4f53\u3002GeoMap-Agent \u4e0d\u4ec5\u6ee1\u8db3\u4e86\u5730\u8d28\u5b66\u5bb6\u5bf9\u4e8e\u5730\u8d28\u56fe\u6570\u5b57\u5316\u7684\u9700\u6c42\uff0c\u8fd8\u5728\u5904\u7406\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u3001\u590d\u6742\u5173\u8054\u7ec4\u4ef6\u4ee5\u53ca\u9886\u57df\u77e5\u8bc6\u65b9\u9762\u505a\u51fa\u4e86\u663e\u8457\u6539\u8fdb\uff0c\u4ece\u800c\u80fd\u591f\u9ad8\u6548\u5168\u9762\u5730\u5206\u6790\u5927\u91cf\u5730\u8d28\u56fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"588\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-2-1024x588.png\" alt=\"GeoMap-Agent \u6846\u67b6\u56fe\" class=\"wp-image-1134029\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-2-1024x588.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-2-300x172.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-2-768x441.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-2-1536x882.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-2-240x138.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-2.png 1900w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aGeoMap-Agent \u6846\u67b6\u56fe<\/figcaption><\/figure>\n\n\n\n<p>GeoMap-Agent \u7684\u4e3b\u8981\u67b6\u6784\u5982\u56fe2\u6240\u793a\uff0c\u7531\u4e09\u4e2a\u6838\u5fc3\u6a21\u5757\u7ec4\u6210\uff1a\u5c42\u7ea7\u4fe1\u606f\u63d0\u53d6\uff08HIE\uff09\u3001\u9886\u57df\u77e5\u8bc6\u6ce8\u5165\uff08DKI\uff09\u548c\u589e\u5f3a\u63d0\u793a\u95ee\u7b54\uff08PEOA\uff09\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5c42\u7ea7\u4fe1\u606f\u63d0\u53d6\uff08Hierarchical Information Extraction, HIE\uff09<\/strong>\uff1a\u4e3a\u4e86\u5145\u5206\u7406\u89e3\u5730\u8d28\u56fe\u4e0a\u7684\u8bed\u4e49\u4fe1\u606f\u5e76\u5c06\u5176\u6570\u5b57\u5316\uff0c\u5c42\u7ea7\u4fe1\u606f\u63d0\u53d6\u6a21\u5757\u91c7\u7528\u4e86\u201c\u5206\u800c\u6cbb\u4e4b\u201d\u7684\u7b56\u7565\u3002\u5177\u4f53\u6765\u8bf4\uff0cHIE \u6a21\u5757\u5c06\u6574\u4e2a\u5730\u8d28\u56fe\u6309\u7167\u5c42\u6b21\u7ed3\u6784\u5212\u5206\u4e3a\u591a\u4e2a\u5b50\u56fe\u50cf\uff0c\u7136\u540e\u5e94\u7528\u57fa\u7840\u6a21\u578b\u9010\u4e2a\u5904\u7406\u8fd9\u4e9b\u5b50\u56fe\u50cf\uff0c\u4ece\u4e2d\u63d0\u53d6\u5c40\u90e8\u4fe1\u606f\u5e76\u6574\u5408\u4e3a\u5168\u5c40\u6570\u5b57\u5316\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u9886\u57df\u77e5\u8bc6\u6ce8\u5165\uff08Domain Knowledge Injection, DKI\uff09<\/strong>\uff1aDKI \u6a21\u5757\u8d1f\u8d23\u4e3a GeoMap-Agent \u6ce8\u5165\u5916\u90e8\u5173\u8054\u7684\u77e5\u8bc6\uff0c\u7279\u522b\u662f\u5730\u8d28\u5b66\u5bb6\u7684\u7ecf\u9a8c\u77e5\u8bc6\uff0c\u8fd9\u5bf9\u4e8e\u9700\u8981\u63a8\u7406\u548c\u5206\u6790\u7684\u95ee\u9898\u5c24\u4e3a\u5173\u952e\u3002\u8be5\u8fc7\u7a0b\u5206\u4e3a\u4e24\u6b65\uff1a\u9996\u5148\uff0c\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u95ee\u9898\uff0c\u57fa\u7840\u6a21\u578b\u4f1a\u4e0e\u4e13\u5bb6\u7ec4\u4e2d\u7684\u6bcf\u4f4d AI \u4e13\u5bb6\u786e\u5b9a\u662f\u5426\u9700\u8981\u7279\u5b9a\u7c7b\u578b\u7684\u9886\u57df\u77e5\u8bc6\uff1b\u4e00\u65e6\u786e\u5b9a\u4e86\u6240\u9700\u7684\u77e5\u8bc6\u7c7b\u578b\uff0c\u57fa\u7840\u6a21\u578b\u4f1a\u67e5\u8be2\u5e76\u8fde\u63a5\u5de5\u5177\u6c60\u4e2d\u7684 AI \u5de5\u5177\u6765\u83b7\u53d6\u76f8\u5173\u77e5\u8bc6\u3002\u6b64\u5916\uff0c\u53e6\u4e00\u4e9b\u77e5\u8bc6\u4f1a\u901a\u8fc7 HIE \u6a21\u5757\u4e2d\u63d0\u53d6\u7684\u7ecf\u7eac\u5ea6\u8303\u56f4\u8fdb\u884c\u5173\u8054\u3002<\/li>\n\n\n\n<li><strong>\u589e\u5f3a\u63d0\u793a\u95ee\u7b54\uff08Prompt Enhanced Question Answering, PEOA\uff09<\/strong>\uff1a\u9664\u4e86\u4e0a\u8ff0\u4e24\u4e2a\u6a21\u5757\u63d0\u4f9b\u7684\u6587\u672c\u77e5\u8bc6\u5916\uff0c\u5730\u8d28\u56fe\u8fd8\u5305\u542b\u5927\u91cf\u89c6\u89c9\u5c42\u9762\u7684\u4fe1\u606f\u3002PEOA \u6a21\u5757\u4f1a\u878d\u5408\u6587\u672c\u4e0e\u89c6\u89c9\u4fe1\u606f\u4f5c\u4e3a\u63d0\u793a\uff0c\u4ee5\u63d0\u5347\u5927\u6a21\u578b\u5bf9\u95ee\u9898\u7684\u7406\u89e3\u3002\u8fd9\u662f\u4e00\u4e2a\u52a8\u6001\u9009\u62e9\u7684\u8fc7\u7a0b\uff0c\u5b83\u5141\u8bb8 GeoMap-Agent \u9488\u5bf9\u4e0d\u540c\u95ee\u9898\u9009\u62e9\u5730\u8d28\u56fe\u4e2d\u7279\u5b9a\u90e8\u5206\u7684\u6587\u672c\u548c\u89c6\u89c9\u4fe1\u606f\u4f5c\u4e3a\u63d0\u793a\uff0c\u4ece\u800c\u6709\u9488\u5bf9\u6027\u5730\u751f\u6210\u7b54\u6848\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"686\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-3-1024x686.png\" alt=\"table\" class=\"wp-image-1134030\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-3-1024x686.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-3-300x201.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-3-768x514.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-3-1536x1029.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-3-240x161.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-3.png 1841w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1a\u4e0d\u540c\u65b9\u6cd5\u5728 GeoMap-Bench \u4e0a\u7684\u8bc4\u4f30\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p>\u88681\u5c55\u793a\u4e86 GeoMap-Agent \u5728 GeoMap-Bench \u4e0a\u7684\u8bc4\u4f30\u7ed3\u679c\uff0c\u76f8\u8f83\u4e8e\u5176\u5b83\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLMs\uff09\uff0cGeoMap-Agent \u7684\u5f97\u5206\u66f4\u9ad8\uff0c\u5176\u5728\u5730\u8d28\u56fe\u7406\u89e3\u4e0a\u7684\u8868\u73b0\u66f4\u4e3a\u51fa\u8272\u3002\u4ee5\u5730\u9707\u98ce\u9669\u5206\u6790\u4e3a\u4f8b\uff0cGeoMap-Agent \u4f1a\u57fa\u4e8e\u7ed9\u5b9a\u5730\u8d28\u56fe\u63d0\u53d6\u4e0e\u5730\u9707\u98ce\u9669\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u7ed3\u5408\u4e0d\u540c\u7c7b\u578b\u4e13\u5bb6\u7684\u77e5\u8bc6\uff08\u5982\u5730\u8d28\u5b66\u5bb6\u3001\u5730\u7406\u4e13\u5bb6\u3001\u5730\u9707\u5b66\u4e13\u5bb6\u7b49\uff09\uff0c\u5e76\u5728\u89c6\u89c9\u4e0a\u9009\u62e9\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u7279\u5b9a\u533a\u57df\uff0c\u5c06\u4e09\u8005\u878d\u5408\u5f62\u6210\u589e\u5f3a\u7684\u63d0\u793a\u6765\u63a8\u7406\u3001\u89e3\u7b54\u95ee\u9898\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0cGeoMap-Agent \u4e0d\u9700\u8981\u7406\u89e3\u5168\u90e8\u5730\u8d28\u56fe\u4fe1\u606f\uff0c\u53ea\u9700\u5173\u6ce8\u4e3b\u56fe\u548c\u56fe\u4f8b\uff0c\u4ee5\u53ca\u5ca9\u6027\u8868\u8fd9\u4e00\u5916\u90e8\u77e5\u8bc6\uff0c\u800c\u65e0\u9700\u5730\u9707\u76f8\u5173\u7684\u77e5\u8bc6\uff0c\u5c55\u73b0\u4e86\u667a\u80fd\u4ee3\u7406\u52a8\u6001\u5206\u6790\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1019\" height=\"278\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-4.png\" alt=\"text\" class=\"wp-image-1134031\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-4.png 1019w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-4-300x82.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-4-768x210.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/03\/peace-4-240x65.png 240w\" sizes=\"auto, (max-width: 1019px) 100vw, 1019px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aGeoMap-Agent\uff08\u53f3\uff09\u548c GPT-4o\uff08\u4e2d\uff09\u5bf9\u5730\u9707\u98ce\u9669\u5206\u6790\uff08\u5de6\uff09\u5206\u522b\u7ed9\u51fa\u7684\u7b54\u6848\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cGeoMap-Agent \u7684\u56de\u7b54\u66f4\u6e05\u6670\u3001\u5168\u9762\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u201cGeoMap-Agent \u901a\u8fc7\u81ea\u52a8\u5316\u8bfb\u53d6\u3001\u5206\u6790\u548c\u89e3\u8bfb\u5730\u8d28\u56fe\uff0c\u5927\u5e45\u63d0\u9ad8\u4e86\u89e3\u8bfb\u6548\u7387\u548c\u51c6\u786e\u6027\uff0c\u7ed9\u5730\u8d28\u9886\u57df\u76f8\u5173\u4eba\u5458\u5e26\u6765\u4e86\u5de8\u5927\u4fbf\u5229\u3002\u501f\u52a9 GeoMap-Agent\uff0c\u5730\u8d28\u5b66\u5bb6\u5c06\u53ef\u4ee5\u5feb\u901f\u8bc6\u522b\u5730\u8d28\u56fe\u4e2d\u7684\u5173\u952e\u5730\u8d28\u5355\u5143\uff0c\u5982\u5ca9\u5c42\u3001\u5ca9\u6027\u3001\u65ad\u5c42\u7b49\uff0c\u5e76\u63d0\u4f9b\u76f8\u5e94\u7684\u6570\u636e\u652f\u6301\uff1b\u77ff\u4ea7\u52d8\u63a2\u4eba\u5458\u5c06\u80fd\u591f\u8fc5\u901f\u63d0\u53d6\u77ff\u85cf\u5206\u5e03\u4fe1\u606f\uff0c\u964d\u4f4e\u4eba\u5de5\u5224\u65ad\u7684\u8bef\u5dee\uff0c\u63d0\u5347\u52d8\u63a2\u6548\u7387\u548c\u51c6\u786e\u6027\uff1b\u5de5\u7a0b\u5e08\u5c06\u53ef\u4ee5\u66f4\u9ad8\u6548\u5730\u8bc4\u4f30\u5730\u8d28\u98ce\u9669\uff0c\u652f\u6301\u51b3\u7b56\u8005\u66f4\u597d\u5730\u7406\u89e3\u5730\u8d28\u6761\u4ef6\uff0c\u786e\u4fdd\u5de5\u7a0b\u5efa\u8bbe\u7684\u5b89\u5168\u6027\u3002\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u5927\u5927\u7f29\u77ed\u4e86\u4eba\u5de5\u5206\u6790\u7684\u65f6\u95f4\uff0c\u51cf\u5c11\u4e86\u4eba\u4e3a\u8bef\u5dee\uff0c\u53ef\u4ee5\u66f4\u5168\u9762\u5730\u5206\u6790\u95ee\u9898\uff0c\u4f7f\u5730\u8d28\u56fe\u7684\u5e94\u7528\u53d8\u5f97\u66f4\u52a0\u9ad8\u6548\u3001\u51c6\u786e\u548c\u7efc\u5408\u3002\u201d\u4e2d\u56fd\u5730\u8d28\u79d1\u5b66\u9662\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u5b8b\u6d0b\u8868\u793a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5f00\u6e90geomap-bench\u548cgeomap-agent-\u6784\u5efa\u5730\u8d28\u9886\u57dfai\u5e94\u7528\u7684\u901a\u7528\u8303\u5f0f\">\u5f00\u6e90GeoMap-Bench\u548cGeoMap-Agent\uff0c\u6784\u5efa\u5730\u8d28\u9886\u57dfAI\u5e94\u7528\u7684\u901a\u7528\u8303\u5f0f<\/h2>\n\n\n\n<p>\u4e13\u9898\u5730\u56fe\u5982\u5730\u8d28\u56fe\u3001\u6c14\u8c61\u56fe\u3001\u964d\u96e8\u5206\u5e03\u56fe\u7b49\uff0c\u662f\u5730\u7406\u4e8b\u4ef6\u3001\u73b0\u8c61\u53ca\u89c4\u5f8b\u7684\u56fe\u5f62\u5316\u3001\u62bd\u8c61\u5316\u8868\u8fbe\uff0c\u7b26\u53f7\u5316\u3001\u7efc\u5408\u5316\u4e0e\u5c3a\u5ea6\u76f8\u5173\u662f\u8fd9\u7c7b\u56fe\u5171\u6709\u7684\u7279\u6027\u3002GeoMap-Agent 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GeoMap-Bench \u7684\u4efb\u52a1\u7c7b\u578b\uff0c\u5e76\u63d0\u5347 GeoMap-Agent \u7684\u6027\u80fd\uff0c\u4f7f\u4e4b\u6210\u4e3a\u89e3\u8bfb\u5404\u7c7b\u4e13\u9898\u5730\u56fe\u7684\u901a\u7528\u8303\u5f0f\u3002GeoMap-Bench \u548c GeoMap-Agent \u5df2\u5206\u522b\u5728 HuggingFace \u548c GitHub \u4e0a\u5f00\u6e90\uff0c\u6b22\u8fce\u5168\u7403\u79d1\u7814\u4eba\u5458\u3001\u5f00\u53d1\u8005\u548c\u7231\u597d\u8005\u5171\u540c\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u5728\u5730\u8d28\u5b66\u9886\u57df\u7684\u5e94\u7528\u3002\u82e5\u5bf9\u672c\u9879\u76ee\u611f\u5174\u8da3\uff0c\u6b22\u8fce\u90ae\u4ef6\u81f3 yanghuan@microsoft.com\uff0c\u8fdb\u884c\u6df1\u5165\u4ea4\u6d41\u3002<\/p>\n\n\n\n<p><strong>\u76f8\u5173\u94fe\u63a5\uff1a<\/strong><\/p>\n\n\n\n<p>PEACE \u8bba\u6587\u5730\u5740\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/arxiv.org\/pdf\/2501.06184\">https:\/\/arxiv.org\/pdf\/2501.06184<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>GeoMap-Bench \u6570\u636e\u5730\u5740\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/huggingface.co\/datasets\/microsoft\/PEACE\">https:\/\/huggingface.co\/datasets\/microsoft\/PEACE<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>GeoMap-Agent \u4ee3\u7801\u5730\u5740\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/github.com\/microsoft\/PEACE\">https:\/\/github.com\/microsoft\/PEACE<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u5730\u7403\u4e0a\u6bcf\u5e74\u7ea6\u53d1\u751f500\u591a\u4e07\u6b21\u5730\u9707\uff0c\u5e73\u5747\u6bcf\u5929\u6709\u4e0a\u4e07\u6b21\uff0c\u65e0\u8bba\u5f3a\u5ea6\u5982\u4f55\uff0c\u5730\u9707\u603b\u662f\u4ee4\u4eba\u6050\u60e7\u3002\u90a3\u4e48\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u53d1\u5c55\u662f\u5426\u80fd\u591f\u5728\u5730\u8d28\u707e\u5bb3\u9884\u8b66\u4e2d\u63d0\u4f9b\u9ad8\u6548\u7684\u6570\u636e\u5904\u7406\u548c\u9884\u6d4b\u80fd\u529b\uff1f\u7b54\u6848\u662f\u80af\u5b9a\u7684\uff0c\u4f46\u6700\u6709\u6548\u7684\u65b9\u6848\u662f\u5c06\u4eba\u5de5\u667a\u80fd\u4e0e\u4f20\u7edf\u65b9\u6cd5\u76f8\u7ed3\u5408\u3002 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