{"id":8471,"date":"2026-05-23T20:09:11","date_gmt":"2026-05-23T12:09:11","guid":{"rendered":"https:\/\/infernews.com\/blog\/a-large-scale-dataset-and-benchmark-for-map-free-transit-route-generation\/"},"modified":"2026-05-23T20:09:11","modified_gmt":"2026-05-23T12:09:11","slug":"a-large-scale-dataset-and-benchmark-for-map-free-transit-route-generation","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/a-large-scale-dataset-and-benchmark-for-map-free-transit-route-generation\/","title":{"rendered":"TransitLM\uff1a\u9ede\u6a23\u8a55\u4f30\u751f\u6210\u5df4\u58eb\u5730\u9435\u8def\u7dda"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/pasted-3913b6c08d23.jpg\" alt=\"Repository image for HotTricker\/TransitLM\"><\/figure>\n<p>TransitLM \u91cd\u9ede\u4e0d\u662f\u76f4\u63a5\u5e6b\u4f60\u627e\u8eca\u7a0b\uff0c\u800c\u662f\u63d0\u4f9b\u4e00\u5957\u8a55\u4f30\u6d41\u7a0b\uff0c\u5c08\u9580\u91cf\u5ea6\u6a21\u578b\u751f\u6210\u516c\u5171\u4ea4\u901a\u8def\u7dda\u7684\u8868\u73fe\u3002\u5b83\u914d\u5408\u540c\u540d\u8ad6\u6587\u8207\u8cc7\u6599\u96c6\u4f7f\u7528\uff0c\u4e3b\u8981\u670d\u52d9\u300c\u4e0d\u9760\u5730\u5716\u5f15\u64ce\u3001\u76f4\u63a5\u7531\u8cc7\u6599\u5b78\u51fa\u8def\u7dda\u300d\u9019\u985e\u7814\u7a76\u65b9\u5411\u3002<\/p>\n<p>\u9805\u76ee\u5df2\u7d93\u9644\u4e0a\u793a\u4f8b CSV\uff0c\u4e26\u6309\u4e0d\u540c\u60c5\u5883\u5206\u6210\u5e7e\u500b\u8a55\u4f30\u8173\u672c\uff0c\u5305\u62ec\u55ae\u4e00\u8def\u7dda\u3001\u504f\u597d\u8def\u7dda\u3001\u591a\u8def\u7dda\u591a\u6a23\u6027\uff0c\u4ee5\u53ca\u900f\u904e\u9060\u7aef API \u8a55\u4f30\u4e00\u822c\u5927\u8a9e\u8a00\u6a21\u578b\u8f38\u51fa\u3002\u56e0\u70ba\u53ea\u4f9d\u8cf4 Python \u6a19\u6e96\u51fd\u5f0f\u5eab\uff0c\u74b0\u5883\u8981\u6c42\u76f8\u5c0d\u8f15\u5de7\uff0c\u60f3\u91cd\u73fe\u8ad6\u6587\u8a55\u4f30\u6d41\u7a0b\u7684\u4eba\u6703\u8f03\u5bb9\u6613\u958b\u59cb\u3002<\/p>\n<p>\u9019\u500b\u9805\u76ee\u6700\u503c\u5f97\u7559\u610f\u7684\u5730\u65b9\uff0c\u662f\u5b83\u4e0d\u53ea\u7d66\u4e00\u500b\u7e3d\u5206\uff0c\u800c\u662f\u628a\u7d50\u679c\u62c6\u6210\u591a\u5c64\u4f86\u770b\uff0c\u4f8b\u5982\u8def\u7dda\u662f\u5426\u53ef\u9054\u3001\u7ad9\u9ede\u662f\u5426\u5c0d\u61c9\u5f97\u4e0a\u3001\u6574\u9ad4\u7d50\u69cb\u662f\u5426\u4e00\u81f4\uff0c\u4ee5\u53ca\u6642\u9593\u3001\u8ddd\u96e2\u3001\u7968\u50f9\u4f30\u7b97\u662f\u5426\u53ef\u4fe1\u3002\u5c0d\u6bd4\u53ea\u770b\u300c\u7b54\u5f97\u4f3c\u5514\u4f3c\u300d\uff0c\u9019\u7a2e\u5206\u5c64\u505a\u6cd5\u66f4\u5bb9\u6613\u627e\u51fa\u6a21\u578b\u5230\u5e95\u662f\u8a8d\u932f\u7ad9\u3001\u63a5\u932f\u7dda\uff0c\u9084\u662f\u53ea\u5728\u6578\u503c\u4f30\u7b97\u4e0a\u5931\u6e96\u3002<\/p>\n<ul>\n<li>\u652f\u63f4\u56db\u985e\u8a55\u4f30\u60c5\u5883\uff0c\u8986\u84cb\u8ad6\u6587\u57fa\u6e96\u8207\u4e00\u822c LLM \u8f38\u51fa<\/li>\n<li>\u8a55\u5206\u62c6\u6210\u591a\u500b\u7dad\u5ea6\uff0c\u6bd4\u55ae\u4e00\u7e3d\u5206\u66f4\u6709\u8a3a\u65b7\u50f9\u503c<\/li>\n<li>\u53ef\u6aa2\u67e5\u504f\u597d\u662f\u5426\u7b26\u5408\uff0c\u4f8b\u5982\u5c11\u8f49\u8eca\u3001\u907f\u958b\u5730\u9435\u7b49<\/li>\n<li>\u591a\u8def\u7dda\u6a21\u5f0f\u6703\u984d\u5916\u6bd4\u8f03\u66ff\u4ee3\u8def\u7dda\u8207\u591a\u6a23\u6027<\/li>\n<li>\u5b89\u88dd\u8ca0\u64d4\u4f4e\uff0c\u9069\u5408\u91cd\u73fe\u8207\u5feb\u901f\u9a57\u8b49<\/li>\n<\/ul>\n<p>\u5f9e\u8ad6\u6587\u8cc7\u8a0a\u770b\uff0cTransitLM \u80cc\u5f8c\u8cc7\u6599\u898f\u6a21\u76f8\u7576\u5927\uff0c\u6db5\u84cb\u8d85\u904e 1,300 \u842c\u7b46\u516c\u5171\u4ea4\u901a\u898f\u5283\u7d00\u9304\u3001\u56db\u500b\u4e2d\u570b\u57ce\u5e02\u3001120,845 \u500b\u7ad9\u8207 13,666 \u689d\u8def\u7dda\uff1b\u76f8\u95dc\u7814\u7a76\u4ea6\u63d0\u5230\u6a21\u578b\u53ef\u5728\u6c92\u6709\u660e\u78ba\u5730\u5716\u5c0d\u63a5\u4e0b\uff0c\u5b78\u5230\u7ad9\u9ede\u5c0d\u61c9\u8207\u8def\u7dda\u7d50\u69cb\u3002\u4e0d\u904e\u9019\u500b\u5132\u5b58\u5eab\u672c\u8eab\u504f\u91cd\u300c\u8a55\u4f30\u300d\u800c\u975e\u300c\u8a13\u7df4\u300d\uff0c\u6240\u4ee5\u8f03\u9069\u5408\u7814\u7a76\u4eba\u54e1\u3001\u505a\u4ea4\u901a\u8def\u7dda\u751f\u6210\u7684\u6a21\u578b\u958b\u767c\u8005\uff0c\u6216\u8005\u60f3\u6bd4\u8f03 GPT\u3001Qwen \u9019\u985e\u4e00\u822c\u6a21\u578b\u5728\u8def\u7dda\u4efb\u52d9\u4e0a\u8868\u73fe\u7684\u4eba\u3002<\/p>\n<p>\u6574\u9ad4\u4f86\u770b\uff0cTransitLM \u7684\u50f9\u503c\u5728\u65bc\u628a\u4e00\u500b\u5f88\u6613\u6d41\u65bc\u4e3b\u89c0\u7684\u4efb\u52d9\uff0c\u6574\u7406\u6210\u53ef\u91cd\u73fe\u3001\u53ef\u5206\u89e3\u3001\u53ef\u6bd4\u8f03\u7684\u8a55\u4f30\u9805\u76ee\u3002\u5c0d\u975e\u5c08\u696d\u8b80\u8005\u4f86\u8aaa\uff0c\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u4e00\u628a\u8f03\u7cbe\u7d30\u7684\u5c3a\uff1a\u4e0d\u662f\u5e6b\u4f60\u76f4\u63a5\u756b\u8def\u7dda\uff0c\u800c\u662f\u5e6b\u4f60\u5224\u65b7\u6a21\u578b\u756b\u51fa\u4f86\u7684\u8def\u7dda\uff0c\u5230\u5e95\u6709\u5e7e\u53ef\u4fe1\u3002<\/p>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/HotTricker\/TransitLM\" rel=\"noopener noreferrer\">https:\/\/github.com\/HotTricker\/TransitLM<\/a><\/p>\n<p><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2605.22355\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2605.22355<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u9805\u76ee\u4e0d\u662f\u7528\u4f86\u898f\u5283\u8def\u7dda\uff0c\u800c\u662f\u5c08\u9580\u6aa2\u67e5\u6a21\u578b\u751f\u6210\u7684\u8def\u7dda\u662f\u5426\u5408\u7406\u3002\u5b83\u628a\u8a55\u5206\u62c6\u7d30\uff0c\u8f03\u6613\u770b\u6e05\u6a21\u578b\u932f\u5728\u908a\u4e00\u5c64\u3002<\/p>\n","protected":false},"author":8,"featured_media":8470,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[133,171,189,197,199],"tags":[],"class_list":["post-8471","post","type-post","status-publish","format-standard","hentry","category-133","category-171","category-189","category-framework","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8471","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=8471"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8471\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8470"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8471"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8471"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8471"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}