{"id":30102,"date":"2025-04-07T20:26:00","date_gmt":"2025-04-07T12:26:00","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=30102"},"modified":"2025-04-07T20:32:38","modified_gmt":"2025-04-07T12:32:38","slug":"gtr-kuangjiajiyua","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/gtr-kuangjiajiyua\/","title":{"rendered":"GTR \u6846\u67b6\uff1a\u57fa\u4e8e\u5f02\u6784\u56fe\u548c\u5206\u5c42\u68c0\u7d22\u7684\u8de8\u8868\u95ee\u7b54\u65b0\u65b9\u6cd5"},"content":{"rendered":"<h3>1. \u5f15\u8a00<\/h3>\n<p>\u5728\u5f53\u4eca\u4fe1\u606f\u7206\u70b8\u7684\u65f6\u4ee3\uff0c\u5927\u91cf\u77e5\u8bc6\u4ee5\u8868\u683c\u5f62\u5f0f\u5b58\u50a8\u4e8e\u7f51\u9875\u3001\u7ef4\u57fa\u767e\u79d1\u548c\u5173\u7cfb\u578b\u6570\u636e\u5e93\u4e2d\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684\u95ee\u7b54\u7cfb\u7edf\u5f80\u5f80\u96be\u4ee5\u5904\u7406\u8de8\u591a\u4e2a\u8868\u683c\u7684\u590d\u6742\u67e5\u8be2\uff0c\u8fd9\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u4e00\u5927\u6311\u6218\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u96be\u9898\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u00a0<strong>GTR (Graph-Table-RAG)<\/strong>\u00a0\u6846\u67b6\u3002\u8be5\u6846\u67b6\u901a\u8fc7\u5c06\u8868\u683c\u6570\u636e\u7ec4\u7ec7\u6210\u5f02\u6784\u56fe\uff0c\u5e76\u7ed3\u5408\u521b\u65b0\u7684\u68c0\u7d22\u548c\u63a8\u7406\u6280\u672f\uff0c\u5b9e\u73b0\u4e86\u66f4\u9ad8\u6548\u7684\u8de8\u8868\u95ee\u7b54\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u62c6\u89e3 GTR \u6846\u67b6\u7684\u6838\u5fc3\u65b9\u6cd5\uff0c\u5e76\u5c55\u793a\u5176\u5173\u952e\u63d0\u793a\u8bbe\u8ba1\u3002<\/p>\n<h3>2. MUTLITABLEQA\uff1a\u9996\u4e2a\u8de8\u8868\u95ee\u7b54\u57fa\u51c6\u6570\u636e\u96c6<\/h3>\n<p>\u4e3a\u4e86\u8bc4\u4f30\u8de8\u8868\u95ee\u7b54\u6a21\u578b\u7684\u6548\u679c\uff0c\u7814\u7a76\u4eba\u5458\u6784\u5efa\u4e86\u00a0<strong>MUTLITABLEQA<\/strong>\uff0c\u8fd9\u662f\u9996\u4e2a\u4ece\u771f\u5b9e\u4e16\u754c\u8868\u683c\u548c\u7528\u6237\u67e5\u8be2\u4e2d\u6784\u5efa\u7684\u8de8\u8868\u95ee\u7b54\u57fa\u51c6\u6570\u636e\u96c6\u3002\u4ee5\u4e0b\u662f\u6570\u636e\u96c6\u6784\u5efa\u7684\u5173\u952e\u6b65\u9aa4\uff1a<\/p>\n<h4>2.1 \u6570\u636e\u96c6\u6784\u5efa\u65b9\u6cd5<\/h4>\n<ul>\n<li><strong>\u8868\u683c\u6765\u6e90<\/strong>\uff1a\u4ece HybridQA\u3001SQA\u3001Tabfact \u548c WikiTables \u7b49\u771f\u5b9e\u4e16\u754c\u3001\u4eba\u7c7b\u6807\u6ce8\u7684\u6570\u636e\u96c6\u4e2d\u6536\u96c6\u539f\u59cb\u5355\u8868\u6570\u636e\uff0c\u5e76\u8fc7\u6ee4\u6389\u8fc7\u4e8e\u7b80\u5316\u7684\u8868\u683c\uff0c\u6700\u7ec8\u5f97\u5230 20,000 \u4e2a\u8868\u683c\u3002<\/li>\n<li><strong>\u8868\u683c\u5206\u89e3<\/strong>\uff1a\u5bf9\u6536\u96c6\u5230\u7684\u8868\u683c\u8fdb\u884c\u884c\/\u5217\u62c6\u5206\uff0c\u5c06\u5176\u5206\u89e3\u4e3a 60,000 \u4e2a\u5b50\u8868\uff0c\u4f5c\u4e3a\u591a\u8868\u6570\u636e\u3002\u5177\u4f53\u65b9\u6cd5\u5305\u62ec\uff1a\n<ul>\n<li><strong>\u884c\u62c6\u5206<\/strong>\uff1a\u5c06\u8868\u683c\u6761\u76ee\u6cbf\u884c\u7ef4\u5ea6\u5212\u5206\u4e3a\u591a\u4e2a\u4e0d\u76f8\u4ea4\u7684\u5b50\u96c6\uff0c\u6bcf\u4e2a\u5b50\u96c6\u4fdd\u7559\u4e0e\u539f\u59cb\u8868\u683c\u76f8\u540c\u7684\u8868\u6a21\u5f0f\u548c\u5143\u6570\u636e\u3002<\/li>\n<li><strong>\u5217\u62c6\u5206<\/strong>\uff1a\u4fdd\u7559\u7b2c\u4e00\u5217\uff08\u901a\u5e38\u662f\u4e3b\u952e\u6216\u4e3b\u8981\u5c5e\u6027\uff09\uff0c\u5c06\u5269\u4f59\u6761\u76ee\u6cbf\u5217\u7ef4\u5ea6\u5212\u5206\u4e3a\u591a\u4e2a\u4e0d\u76f8\u4ea4\u7684\u5b50\u96c6\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/f57b2b5f89b0a9d.jpg\" alt=\"\" \/><br \/>\n<em>\u56fe 1\uff1aMUTLITABLEQA \u6570\u636e\u96c6\u6784\u5efa\u6d41\u7a0b\u56fe\uff0c\u5c55\u793a\u4e86\u76f4\u63a5\u6784\u5efa\u591a\u8868\u6570\u636e\u96c6\u7684\u65b9\u6cd5\u548c MUTLITABLEQA \u7684\u6784\u5efa\u6d41\u7a0b\u3002<\/em><\/li>\n<li><strong>\u67e5\u8be2\u7ec4\u5408<\/strong>\uff1a\u4e3a\u4e86\u589e\u5f3a\u67e5\u8be2\u68c0\u7d22\u7684\u590d\u6742\u6027\uff0c\u7814\u7a76\u4eba\u5458\u5bf9\u73b0\u6709\u7684\u7b80\u5355\u67e5\u8be2\u8fdb\u884c\u7ec4\u5408\uff0c\u751f\u6210\u9700\u8981\u591a\u6b65\u63a8\u7406\u7684\u590d\u6742\u67e5\u8be2\u3002\u5177\u4f53\u6b65\u9aa4\u5305\u62ec\uff1a\n<ul>\n<li><strong>\u67e5\u8be2\u53bb\u91cd\u548c\u8fc7\u6ee4<\/strong>\uff1a\u4f7f\u7528\u5e38\u89c1\u7684\u8bed\u8a00\u5b66\u548c\u4e0a\u4e0b\u6587\u611f\u77e5\u542f\u53d1\u5f0f\u65b9\u6cd5\uff08\u5982\u505c\u7528\u8bcd\u6bd4\u7387\u5206\u6790\u3001\u6700\u5c0f\u67e5\u8be2\u957f\u5ea6\u9608\u503c\u548c\u57fa\u4e8e\u76f8\u4f3c\u6027\u7684\u5197\u4f59\u68c0\u6d4b\uff09\u8fc7\u6ee4\u6389\u6a21\u7cca\u548c\u4e0a\u4e0b\u6587\u91cd\u590d\u7684\u67e5\u8be2\u3002<\/li>\n<li><strong>\u67e5\u8be2\u5408\u5e76<\/strong>\uff1a\u5bf9\u4e8e\u6765\u81ea\u540c\u4e00\u5355\u8868\u7684\u590d\u6742\u6216\u987a\u5e8f\u67e5\u8be2\uff0c\u4f7f\u7528\u8fde\u63a5\u8bcd\uff08\u5982\u201cAND\u201d\u3001\u201cFurthermore\u201d\u3001\u201cBased on [previous query]\u201d\uff09\u5c06\u5b83\u4eec\u5408\u5e76\u4e3a\u5355\u4e2a\u6269\u5c55\u67e5\u8be2\u3002<\/li>\n<li><strong>\u67e5\u8be2\u53bb\u8bed\u5883\u5316<\/strong>\uff1a\u4e3a\u4e86\u63d0\u9ad8\u6e05\u6670\u5ea6\u548c\u81ea\u5305\u542b\u6027\uff0c\u91c7\u7528\u53bb\u8bed\u5883\u5316\u65b9\u6cd5\uff0c\u7528\u660e\u786e\u7684\u5f15\u7528\u66ff\u6362\u6a21\u7cca\u7684\u6307\u793a\u4ee3\u8bcd\u548c\u8bdd\u8bed\u6807\u8bb0\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4efb\u52a1\u7c7b\u578b\u5b9a\u4e49<\/strong>\uff1a\n<ul>\n<li><strong>\u57fa\u4e8e\u8868\u683c\u7684\u4e8b\u5b9e\u9a8c\u8bc1 (TFV)<\/strong>\uff1a\u5224\u65ad\u7528\u6237\u63d0\u4f9b\u7684\u9648\u8ff0\u662f\u5426\u5f97\u5230\u8868\u683c\u6570\u636e\u7684\u652f\u6301\u3002<\/li>\n<li><strong>\u5355\u8df3\u8868\u683c\u95ee\u7b54 (Single-hop TQA)<\/strong>\uff1a\u95ee\u9898\u7b54\u6848\u4ec5\u9700\u4ece\u4e00\u4e2a\u8868\u683c\u5355\u5143\u683c\u4e2d\u83b7\u53d6\uff0c\u4f46\u9700\u8981\u8de8\u591a\u4e2a\u8868\u683c\u8fdb\u884c\u63a8\u7406\u4ee5\u627e\u5230\u6b63\u786e\u7684\u5355\u5143\u683c\u3002<\/li>\n<li><strong>\u591a\u8df3\u8868\u683c\u95ee\u7b54 (Multi-hop TQA)<\/strong>\uff1a\u95ee\u9898\u7b54\u6848\u9700\u8981\u4ece\u591a\u4e2a\u8868\u683c\u7684\u591a\u4e2a\u5355\u5143\u683c\u4e2d\u83b7\u53d6\uff0c\u5e76\u8fdb\u884c\u590d\u6742\u7684\u63a8\u7406\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/e31705826266357.jpg\" alt=\"\" \/><br \/>\n<em>\u56fe 2\uff1aMUTLITABLEQA \u6570\u636e\u96c6\u4e2d\u4e09\u79cd\u4e0d\u540c\u4efb\u52a1\u7c7b\u578b\u7684\u793a\u4f8b\u3002<\/em><\/li>\n<\/ul>\n<h3>3. GTR \u6846\u67b6\uff1a\u8de8\u8868\u95ee\u7b54\u7684\u521b\u65b0\u65b9\u6cd5<\/h3>\n<p>GTR \u6846\u67b6\u65e8\u5728\u89e3\u51b3\u8de8\u8868\u95ee\u7b54\u4e2d\u7684\u6838\u5fc3\u6311\u6218\uff0c\u5176\u4e3b\u8981\u65b9\u6cd5\u5982\u4e0b\uff1a<\/p>\n<h4>3.1 \u8868\u683c\u5230\u56fe\u7684\u6784\u5efa<\/h4>\n<p>GTR \u7684\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u8868\u683c\u6570\u636e\u8f6c\u6362\u4e3a\u5f02\u6784\u8d85\u56fe\uff0c\u4ee5\u66f4\u597d\u5730\u6355\u6349\u8868\u683c\u4e4b\u95f4\u7684\u5173\u7cfb\u548c\u8bed\u4e49\u4fe1\u606f\u3002<\/p>\n<ul>\n<li><strong>\u8868\u683c\u7ebf\u6027\u5316<\/strong>\uff1a\u5c06\u8868\u683c\u8f6c\u6362\u4e3a\u7ebf\u6027\u5e8f\u5217\uff0c\u4fdd\u7559\u5176\u7ed3\u6784\u4fe1\u606f\u548c\u8bed\u4e49\u5185\u5bb9\u3002\u4f8b\u5982\uff0c\u5c06\u8868\u683c\u7684\u6807\u9898\u548c\u5217\u6807\u9898\u8fde\u63a5\u6210\u4e00\u4e2a\u5e8f\u5217\uff0c\u5e76\u4f7f\u7528\u7279\u6b8a\u6807\u8bb0\u6807\u8bc6\u8868\u683c\u7684\u7ed3\u6784\u4f4d\u7f6e\u3002\n<pre><code>s = [ [Table], \u2295( [Caption], C ), \u2295( [Header], h_k ) ]\r\n<\/code><\/pre>\n<p>\u5176\u4e2d\uff0c\u2295 \u8868\u793a\u5e8f\u5217\u8fde\u63a5\uff0ch_k \u8868\u793a\u7b2c k \u4e2a\u5217\u6807\u9898\u3002<\/li>\n<li><strong>\u591a\u8def\u7279\u5f81\u63d0\u53d6<\/strong>\uff1a\u4e3a\u6bcf\u4e2a\u7ebf\u6027\u5316\u5e8f\u5217\u8ba1\u7b97\u4e09\u79cd\u7279\u5f81\u5411\u91cf\uff1a\n<ul>\n<li><strong>\u8bed\u4e49\u7279\u5f81 (x^(sem))<\/strong>\uff1a\u4f7f\u7528\u5e8f\u5217\u7f16\u7801\u5668\u751f\u6210\uff0c\u6355\u83b7\u8868\u683c\u7684\u8bed\u4e49\u5185\u5bb9\u3002<\/li>\n<li><strong>\u7ed3\u6784\u7279\u5f81 (x^(struct))<\/strong>\uff1a\u4f7f\u7528 spaCy \u63d0\u53d6\u5173\u952e\u683c\u5f0f\u7279\u5f81\uff0c\u5982\u6807\u8bb0\u8ba1\u6570\u3001\u8bcd\u6027\u6807\u7b7e\u9891\u7387\u548c\u6807\u70b9\u7b26\u53f7\u8ba1\u6570\u3002<\/li>\n<li><strong>\u542f\u53d1\u5f0f\u7279\u5f81 (x^(heur))<\/strong>\uff1a\u901a\u8fc7\u542f\u53d1\u5f0f\u65b9\u6cd5\u751f\u6210\uff0c\u4f8b\u5982\u4f7f\u7528 TF-IDF \u5411\u91cf\u5668\u751f\u6210\u8bcd\u888b\u8868\u793a\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8d85\u56fe\u6784\u5efa<\/strong>\uff1a\u901a\u8fc7\u591a\u8def\u805a\u7c7b\u7b97\u6cd5\uff0c\u5c06\u5177\u6709\u76f8\u4f3c\u7279\u5f81\u7684\u8868\u683c\u805a\u7c7b\uff0c\u5e76\u5b9a\u4e49\u6bcf\u4e2a\u805a\u7c7b\u4e3a\u4e00\u4e2a\u8d85\u8fb9\uff0c\u4ece\u800c\u6784\u5efa\u4e00\u4e2a\u5f02\u6784\u8d85\u56fe\u3002 <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/74a504a8fa9cb3f.jpg\" alt=\"\" \/><br \/>\n<em>\u56fe 3\uff1aGTR \u6846\u67b6\u6982\u8ff0\uff0c\u5c55\u793a\u4e86\u8868\u683c\u5230\u56fe\u7684\u6784\u5efa\u8fc7\u7a0b\u3002<\/em><\/li>\n<\/ul>\n<h4>3.2 \u7c97\u7c92\u5ea6\u591a\u8def\u68c0\u7d22<\/h4>\n<ul>\n<li><strong>\u4ee3\u8868\u6027\u8bc4\u5206<\/strong>\uff1a\u5b9a\u4e49\u8282\u70b9\u4e4b\u95f4\u7684\u4ee3\u8868\u6027\u8bc4\u5206\uff0c\u7528\u4e8e\u6bd4\u8f83\u8282\u70b9\u4e0e\u8282\u70b9\u3001\u8282\u70b9\u4e0e\u67e5\u8be2\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u3002<\/li>\n<li><strong>\u67e5\u8be2-\u805a\u7c7b\u5206\u914d<\/strong>\uff1a\u5c06\u67e5\u8be2\u5d4c\u5165\u540e\uff0c\u8ba1\u7b97\u5176\u4e0e\u6bcf\u4e2a\u8282\u70b9\u4e4b\u95f4\u7684\u4ee3\u8868\u6027\u8bc4\u5206\uff0c\u4e3a\u6bcf\u4e2a\u7279\u5f81\u7c7b\u578b\u9009\u62e9\u6700\u76f8\u5173\u7684\u805a\u7c7b\u3002<\/li>\n<li><strong>\u5178\u578b\u8282\u70b9\u9009\u62e9<\/strong>\uff1a\u9009\u62e9\u6700\u80fd\u4ee3\u8868\u6bcf\u4e2a\u805a\u7c7b\u7684\u5c11\u91cf\u8282\u70b9\uff0c\u6700\u7ec8\u7684\u591a\u8def\u6700\u4f73\u805a\u7c7b\u662f\u6240\u6709\u7279\u5f81\u7c7b\u578b\u7684\u5e76\u96c6\u3002<\/li>\n<\/ul>\n<h4>3.3 \u7ec6\u7c92\u5ea6\u5b50\u56fe\u68c0\u7d22<\/h4>\n<ul>\n<li><strong>\u5c40\u90e8\u5b50\u56fe\u6784\u5efa<\/strong>\uff1a\u57fa\u4e8e\u7c97\u7c92\u5ea6\u68c0\u7d22\u7ed3\u679c\uff0c\u6784\u5efa\u4e00\u4e2a\u5bc6\u96c6\u8fde\u63a5\u7684\u5c40\u90e8\u5b50\u56fe\uff0c\u5e76\u4f7f\u7528\u8bed\u4e49\u7279\u5f81\u8ba1\u7b97\u8282\u70b9\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u77e9\u9635\u3002<\/li>\n<li><strong>\u8fed\u4ee3\u5f0f\u4e2a\u6027\u5316 PageRank<\/strong>\uff1a\u8ba1\u7b97\u5019\u9009\u8282\u70b9\u7684\u76f8\u4f3c\u5ea6\u77e9\u9635\uff0c\u5e76\u8fdb\u884c\u884c\u5f52\u4e00\u5316\u5f97\u5230\u8f6c\u79fb\u77e9\u9635\u3002\u901a\u8fc7\u8fed\u4ee3\u5f0f\u8ba1\u7b97\u4e2a\u6027\u5316 PageRank \u5411\u91cf\uff0c\u5bf9\u8282\u70b9\u8fdb\u884c\u6392\u5e8f\uff0c\u6700\u7ec8\u9009\u62e9\u6392\u540d\u9760\u524d\u7684\u8282\u70b9\u4f5c\u4e3a\u6700\u7ec8\u68c0\u7d22\u7684\u8868\u683c\u8282\u70b9\u3002<\/li>\n<\/ul>\n<h4>3.4 \u56fe\u611f\u77e5\u63d0\u793a<\/h4>\n<p>\u4e3a\u4e86\u4f7f\u4e0b\u6e38\u7684 LLM \u80fd\u591f\u6709\u6548\u89e3\u91ca\u68c0\u7d22\u5230\u7684\u8868\u683c\u5e76\u8fdb\u884c\u63a8\u7406\uff0cGTR \u91c7\u7528\u4e86\u4e00\u79cd\u56fe\u611f\u77e5\u63d0\u793a\u65b9\u6cd5\u3002\u4ee5\u4e0b\u662f GTR \u6846\u67b6\u4e2d\u4f7f\u7528\u7684\u8be6\u7ec6\u63d0\u793a\u8bbe\u8ba1\uff1a<\/p>\n<h5>3.4.1 \u56fe\u4fe1\u606f\u63d2\u5165<\/h5>\n<ul>\n<li><strong>\u8282\u70b9\u7d22\u5f15\u4e0e\u5173\u7cfb\u5d4c\u5165<\/strong>\uff1a\u5c06\u68c0\u7d22\u5230\u7684\u8868\u683c\u8282\u70b9\u7f16\u53f7\uff0c\u5e76\u5c06\u5176\u5d4c\u5165\u63d0\u793a\u4e2d\uff0c\u4ee5\u4fbf LLM \u80fd\u591f\u8bc6\u522b\u4e0d\u540c\u7684\u8868\u683c\u6765\u6e90\u3002\u540c\u65f6\uff0c\u5c06\u8282\u70b9\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u5173\u7cfb\u4ee5\u7ed3\u6784\u5316 JSON \u683c\u5f0f\u5d4c\u5165\u63d0\u793a\u4e2d\uff0c\u63cf\u8ff0\u4e0d\u540c\u8868\u683c\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\u6216\u5176\u4ed6\u5173\u7cfb\u3002\n<pre><code>## Retrieved Tables:\r\n&lt;table1&gt;Table 1: ...&lt;\/table1&gt;\r\n&lt;table2&gt;Table 2: ...&lt;\/table2&gt;\r\n...\r\n## Graph-Related Information:\r\n{\r\n    \"source_node\": \"Table 1\",\r\n\"target_node\": \"Table 2\",\r\n\"relationship\": {\r\n\"type\": \"similarity\",\r\n\"score\": 0.674\r\n}\r\n}\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h5>3.4.2 \u5206\u5c42\u957f\u94fe\u5f0f\u601d\u7ef4 (CoT) \u751f\u6210<\/h5>\n<ul>\n<li><strong>\u8bc6\u522b\u76f8\u5173\u8868\u683c<\/strong>\uff1a\u63d0\u793a LLM \u4ece\u63d0\u4f9b\u7684\u8868\u683c\u96c6\u4e2d\u8bc6\u522b\u4e0e\u67e5\u8be2\u6700\u76f8\u5173\u7684\u8868\u683c\u3002\n<pre><code>1. Identify the most relevant tables from the provided table set &lt;V_final^*&gt;.\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u9610\u660e\u67e5\u8be2\u4e0e\u8868\u683c\u4e4b\u95f4\u7684\u8054\u7cfb<\/strong>\uff1a\u63d0\u793a LLM \u89e3\u91ca\u67e5\u8be2\u4e0e\u6240\u9009\u8868\u683c\u4e4b\u95f4\u7684\u8054\u7cfb\uff0c\u8bf4\u660e\u4e3a\u4ec0\u4e48\u8fd9\u4e9b\u8868\u683c\u5bf9\u56de\u7b54\u67e5\u8be2\u81f3\u5173\u91cd\u8981\u3002\n<pre><code>2. Elucidate the connection between the query and the selected tables.\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8be6\u7ec6\u63a8\u7406\u8fc7\u7a0b<\/strong>\uff1a\u63d0\u793a LLM \u8be6\u7ec6\u68c0\u67e5\u6bcf\u4e2a\u884c\u548c\u5217\u6761\u76ee\uff0c\u63d0\u53d6\u4e0e\u67e5\u8be2\u6700\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u5e76\u9010\u6b65\u63a8\u7406\u4ee5\u5f97\u51fa\u6700\u7ec8\u7b54\u6848\u3002\n<pre><code>3. Conduct a detailed examination of each row and column entry to extract the information most pertinent to the query.\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6700\u7ec8\u7b54\u6848\u8f93\u51fa<\/strong>\uff1a\u63d0\u793a LLM \u5c06\u63a8\u7406\u8fc7\u7a0b\u548c\u6700\u7ec8\u7b54\u6848\u5206\u522b\u7528\u00a0<code>&lt;reasoning&gt;<\/code>\u00a0\u548c\u00a0<code>&lt;\/reasoning&gt;<\/code>\u3001<code>&lt;answer&gt;<\/code>\u00a0\u548c\u00a0<code>&lt;\/answer&gt;<\/code>\u00a0\u6807\u7b7e\u5305\u88f9\u8d77\u6765\u3002\n<pre><code># Now Output Your response below:\r\n&lt;reasoning&gt;\r\n[Detailed reasoning steps]\r\n&lt;\/reasoning&gt;\r\n&lt;answer&gt;\r\n[Final answer]\r\n&lt;\/answer&gt;\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h5>3.4.3 \u793a\u4f8b\u8f93\u51fa<\/h5>\n<p>\u4ee5\u4e0b\u662f GTR \u6846\u67b6\u751f\u6210\u7684\u793a\u4f8b\u8f93\u51fa\uff1a<\/p>\n<pre><code>&lt;reasoning&gt;\r\n1. The query asks for the release date of a game called \"Mario Kart Advance\".\r\n2. From Table 1, we can find that \"Mario Kart Advance\" is listed under the \"Game Title\" column.\r\n3. The corresponding entry in the \"Release Date\" column is \"December 16, 2011\".\r\n4. Therefore, the release date of \"Mario Kart Advance\" is December 16, 2011.\r\n&lt;\/reasoning&gt;\r\n&lt;answer&gt;\r\nDecember 16, 2011\r\n&lt;\/answer&gt;\r\n<\/code><\/pre>\n<h3>4. \u5b9e\u9a8c\u7ed3\u679c<\/h3>\n<p>\u5728 MUTLITABLEQA \u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cGTR \u5728\u68c0\u7d22\u548c\u4e0b\u6e38\u751f\u6210\u4e0e\u63a8\u7406\u65b9\u9762\u5747\u8868\u73b0\u51fa\u8272\u3002\u4e0e\u4f20\u7edf\u8868\u683c\u68c0\u7d22\u65b9\u6cd5\u76f8\u6bd4\uff0cGTR \u5728\u51c6\u786e\u6027\u548c\u53ec\u56de\u7387\u65b9\u9762\u5747\u6709\u663e\u8457\u63d0\u5347\u3002\u4f8b\u5982\uff0c\u5728 TFV \u4efb\u52a1\u4e2d\uff0cGTR \u7684\u53ec\u56de\u7387 @50 \u63d0\u9ad8\u4e86\u00a0<strong>9.4%<\/strong>\uff0c\u5728\u591a\u8df3 TQA \u4efb\u52a1\u4e2d\uff0c\u53ec\u56de\u7387 @10 \u63d0\u9ad8\u4e86\u00a0<strong>8.2%<\/strong>\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f GTR \u4e0e\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\u5728 MUTLITABLEQA \u6570\u636e\u96c6\u4e0a\u7684\u4e3b\u8981\u5b9e\u9a8c\u7ed3\u679c\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u7c7b\u522b<\/th>\n<th>\u65b9\u6cd5<\/th>\n<th>TFV \u51c6\u786e\u7387 @10<\/th>\n<th>TFV \u51c6\u786e\u7387 @20<\/th>\n<th>TFV \u51c6\u786e\u7387 @50<\/th>\n<th>&#8230;<\/th>\n<th>\u591a\u8df3 TQA \u53ec\u56de\u7387 @50<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u8868\u68c0\u7d22<\/td>\n<td>DTR<\/td>\n<td>21.1<\/td>\n<td>27.8<\/td>\n<td>36.2<\/td>\n<td>&#8230;<\/td>\n<td>62.0<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>Table-Contriever<\/td>\n<td>23.4<\/td>\n<td>30.1<\/td>\n<td>40.1<\/td>\n<td>&#8230;<\/td>\n<td>68.9<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>&#8230;<\/td>\n<td>&#8230;<\/td>\n<td>&#8230;<\/td>\n<td>&#8230;<\/td>\n<td>&#8230;<\/td>\n<td>&#8230;<\/td>\n<\/tr>\n<tr>\n<td>GTR<\/td>\n<td>GTR<\/td>\n<td>36.1<\/td>\n<td>47.9<\/td>\n<td>59.4<\/td>\n<td>&#8230;<\/td>\n<td>76.8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>5. \u7ed3\u8bba<\/h3>\n<p>GTR \u6846\u67b6\u901a\u8fc7\u5c06\u8868\u683c\u6570\u636e\u7ec4\u7ec7\u6210\u5f02\u6784\u56fe\uff0c\u5e76\u7ed3\u5408\u521b\u65b0\u7684\u591a\u8def\u68c0\u7d22\u548c\u56fe\u611f\u77e5\u63d0\u793a\u65b9\u6cd5\uff0c\u5c55\u793a\u4e86\u5176\u5728\u5904\u7406\u590d\u6742\u8de8\u8868\u67e5\u8be2\u65b9\u9762\u7684\u5f3a\u5927\u80fd\u529b\u3002\u8fd9\u4e00\u65b0\u65b9\u6cd5\u4e3a\u8de8\u8868\u95ee\u7b54\u9886\u57df\u5e26\u6765\u4e86\u65b0\u7684\u601d\u8def\u548c\u53ef\u80fd\u6027\u3002<\/p>\n<h3>6. \u672a\u6765\u5c55\u671b<\/h3>\n<p>\u7814\u7a76\u4eba\u5458\u8ba1\u5212\u8fdb\u4e00\u6b65\u6269\u5c55 MUTLITABLEQA \u6570\u636e\u96c6\uff0c\u5e76\u63a2\u7d22\u66f4\u5148\u8fdb\u7684\u56fe\u795e\u7ecf\u7f51\u7edc (GNN) \u548c LLM \u4f18\u5316\u6280\u672f\uff0c\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u8de8\u8868\u95ee\u7b54\u6a21\u578b\u7684\u6027\u80fd\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u8ba1\u5212\u5c06 GTR \u6846\u67b6\u5e94\u7528\u4e8e\u5176\u4ed6\u9886\u57df\uff0c\u4f8b\u5982\u77e5\u8bc6\u56fe\u8c31\u63a8\u7406\u548c\u8de8\u6a21\u6001\u95ee\u7b54\u7b49\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2504.01346<\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \u5f15\u8a00 \u5728\u5f53\u4eca\u4fe1\u606f\u7206\u70b8\u7684\u65f6\u4ee3\uff0c\u5927\u91cf\u77e5\u8bc6\u4ee5\u8868\u683c\u5f62\u5f0f\u5b58\u50a8\u4e8e\u7f51\u9875\u3001\u7ef4\u57fa\u767e\u79d1\u548c\u5173\u7cfb\u578b\u6570\u636e\u5e93\u4e2d\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684\u95ee\u7b54\u7cfb\u7edf\u5f80\u5f80\u96be\u4ee5\u5904\u7406\u8de8\u591a\u4e2a\u8868\u683c\u7684\u590d\u6742\u67e5\u8be2\uff0c\u8fd9\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u4e00\u5927\u6311\u6218\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u96be\u9898\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u00a0GTR (Graph-Table&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-30102","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/30102","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=30102"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/30102\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=30102"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=30102"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=30102"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}