{"id":4180,"date":"2025-10-15T23:51:23","date_gmt":"2025-10-15T15:51:23","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4180"},"modified":"2025-11-17T19:34:11","modified_gmt":"2025-11-17T11:34:11","slug":"202510-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-logic-infused-knowledge-graph-qa-enhancing-large-language-models-for-specialized-domains-through-prolog-integration","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202510-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-logic-infused-knowledge-graph-qa-enhancing-large-language-models-for-specialized-domains-through-prolog-integration\/","title":{"rendered":"202510 \u8bba\u6587\u7814\u8bfb-Logic-infused knowledge graph QA: Enhancing large language models for specialized domains through Prolog integration"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aAneesa Bashir, Rong Peng, Yongchang Ding<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1aWuhan University<\/p>\n\n\n\n<p>\u6765\u6e90\uff1aScienceDirect, Data &amp; Knowledge Engineering<\/p>\n\n\n\n<p>\u65f6\u95f4\uff1a2025.5<\/p>\n\n\n\n<p>\u94fe\u63a5\uff1a<u><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0169023X25000011?via%3Dihub\" target=\"_blank\" rel=\"noreferrer noopener\">[Logic-infused knowledge graph QA: Enhancing large language models for specialized domains through Prolog integration &#8211; ScienceDirect]<\/a><\/u><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"%E4%B8%80.-%E7%A0%94%E7%A9%B6%E8%83%8C%E6%99%AF\">\u4e00. \u7814\u7a76\u80cc\u666f<\/h3>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u7684\u7814\u7a76\u80cc\u666f\u6e90\u4e8e\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u76ee\u524d\u62e5\u6709\u5f3a\u5927\u7684\u77e5\u8bc6\u56fe\u8c31\uff08\u7ed3\u6784\u5316\u77e5\u8bc6\uff09\u548c\u5f3a\u5927\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08\u8bed\u8a00\u7406\u89e3\uff09\uff0c\u4f46\u7f3a\u4e4f\u4e00\u5ea7\u6709\u6548\u7684\u6865\u6881\u6765\u8fde\u63a5\u4e24\u8005\uff0c\u4ee5\u89e3\u51b3\u4e13\u4e1a\u9886\u57df\u4e2d\u9700\u8981\u590d\u6742\u903b\u8f91\u63a8\u7406\u7684\u95ee\u7b54\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u73b0\u6709\u65b9\u6cd5\u65e0\u6cd5\u6709\u6548\u878d\u5408LLMs\u7684\u611f\u77e5\u80fd\u529b\u4e0e\u7b26\u53f7\u903b\u8f91\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5bfc\u81f4\u5728\u5173\u952e\u5e94\u7528\u573a\u666f\u4e0b\u8868\u73b0\u4e0d\u4f73\u3002\u8fd9\u4e3a\u672c\u8bba\u6587\u63d0\u51fa\u7684\u201c\u5c06LLM\u4e0e\u903b\u8f91\u7f16\u7a0b\uff08Prolog\uff09\u96c6\u6210\u201d\u7684\u521b\u65b0\u65b9\u6848\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u52a8\u673a\u548c\u7814\u7a76\u8d77\u70b9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"892\" height=\"753\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-35.png\" alt=\"\" class=\"wp-image-4211\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-35.png 892w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-35-300x253.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-35-768x648.png 768w\" sizes=\"auto, (max-width: 892px) 100vw, 892px\" \/><\/figure>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Data Preprocessing\uff1a\u5c06\u539f\u59cb\u95ee\u7b54\u6570\u636e\uff08MetaQA \u6570\u636e\u96c6\uff09\u8f6c\u5316\u4e3a\u6a21\u578b\u53ef\u7406\u89e3\u7684\u5f62\u5f0f\uff0c\u7279\u522b\u662f\u53bb\u9664\u4eba\u5de5\u6807\u8bb0\u6a21\u5f0f\u3001\u589e\u5f3a\u6a21\u578b\u7684\u5b9e\u4f53\u8bc6\u522b\u4e0e\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n\n\n\n<li>Feature Extraction &amp; Encoder\uff1a\u7279\u5f81\u63d0\u53d6\u7684\u6838\u5fc3\u4efb\u52a1\u662f\u5c06\u9884\u5904\u7406\u540e\u7684\u6587\u672c\u548c\u56fe\u7ed3\u6784\u6570\u636e\uff0c\u8f6c\u5316\u4e3a\u5bcc\u542b\u8bed\u4e49\u4fe1\u606f\u7684\u6570\u503c\u5411\u91cf\u5d4c\u5165\u3002\u8ba9\u6a21\u578b\u540c\u65f6\u7406\u89e3\u201c\u95ee\u9898\u8bed\u4e49\u201d\u548c\u201c\u77e5\u8bc6\u56fe\u8c31\u7ed3\u6784\u201d\uff0c\u4e3a\u540e\u7eed\u903b\u8f91\u751f\u6210\u63d0\u4f9b\u53ef\u8ba1\u7b97\u7684\u7279\u5f81\u3002<\/li>\n\n\n\n<li>Grammar-Guided Decoding + Prolog Execution\uff1a\u5c06\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u8f6c\u5316\u4e3a\u53ef\u89e3\u91ca\u3001\u53ef\u6267\u884c\u7684\u903b\u8f91\u67e5\u8be2\uff08Prolog Query\uff09\uff0c\u5e76\u901a\u8fc7\u903b\u8f91\u63a8\u7406\u4ece\u77e5\u8bc6\u56fe\u8c31\u4e2d\u83b7\u53d6\u7b54\u6848\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u672c\u6587\u7684\u65b9\u6cd5\u521b\u65b0\u70b9\u4e3b\u8981\u5728\u4e8e\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8303\u5f0f\u521b\u65b0\uff1a\u5c06\u7b26\u53f7\u903b\u8f91\u7f16\u7a0b\u4e0e Transformer \u76f8\u7ed3\u5408\uff0c\u5c5e\u4e8e\u5178\u578b\u7684 Neuro-Symbolic QA \u6846\u67b6\u3002<\/li>\n\n\n\n<li>\u53ef\u89e3\u91ca\u6027\u63d0\u5347\uff1a\u8f93\u51fa\u7684 Prolog \u67e5\u8be2\u5f62\u5f0f\u8ba9\u6bcf\u4e00\u6b65\u63a8\u7406\u53ef\u8ffd\u8e2a\u3001\u53ef\u9a8c\u8bc1\u3002<\/li>\n\n\n\n<li>\u4f4e\u6837\u672c\u4f18\u52bf\uff1a\u903b\u8f91\u89c4\u5219\u53ef\u8fc1\u79fb\uff0c\u4e0d\u4f9d\u8d56\u5927\u89c4\u6a21\u6807\u6ce8\u95ee\u7b54\u5bf9\uff0c\u5728\u5c0f\u6837\u672c\u4e0b\u4f9d\u7136\u6709\u6548\u3002<\/li>\n\n\n\n<li>\u9762\u5411\u4e13\u4e1a\u9886\u57df\uff1a\u9762\u5411\u98df\u54c1\u3001\u533b\u7597\u3001\u91d1\u878d\u3001\u6cd5\u5f8b\u7b49\u9700\u8981\u903b\u8f91\u4e00\u81f4\u6027\u4e0e\u7ed3\u679c\u53ef\u8ffd\u6eaf\u6027\u7684\u5e94\u7528\u573a\u666f\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"%E4%BA%8C.-%E8%AE%BA%E6%96%87%E6%A6%82%E8%A6%81\">\u4e8c. \u8bba\u6587\u6982\u8981<\/h3>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u540d\u4e3aBERTlex-QA\u7684\u521b\u65b0\u6846\u67b6\uff0c\u628aProlog\u903b\u8f91\u7f16\u7a0b\u878d\u5165Transformer\u7f16\u7801\u2013\u89e3\u7801\u67b6\u6784\uff0c\u901a\u8fc7\u96c6\u6210\u903b\u8f91\u7f16\u7a0b\u8bed\u8a00\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u56fe\u8c31\u95ee\u7b54\u4e2d\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u6574\u4e2a\u65b9\u6cd5\u6d41\u7a0b\u53ef\u4ee5\u6982\u62ec\u4e3a\u4e09\u4e2a\u6838\u5fc3\u6a21\u5757\uff1a<\/p>\n\n\n\n<p>\u00b7 Data Preprocessing<\/p>\n\n\n\n<p>\u00b7 Feature Extraction &amp; Encoder<\/p>\n\n\n\n<p>\u00b7 Grammar-Guided Decoding + Prolog Execution<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"942\" height=\"918\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-36.png\" alt=\"\" class=\"wp-image-4214\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-36.png 942w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-36-300x292.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-36-768x748.png 768w\" sizes=\"auto, (max-width: 942px) 100vw, 942px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"%E4%B8%89.-%E8%AE%BA%E6%96%87%E5%B0%8F%E7%BB%93\">\u4e09. \u6838\u5fc3\u601d\u60f3<\/h3>\n\n\n\n<p>\u6ce8\u610f\u529b\u673a\u5236\u4e0e\u7a00\u758f\u6fc0\u6d3b\uff08Attention Mechanism with ReLU Activation\uff09\uff1a\u6a21\u578b\u4f7f\u7528\u6539\u8fdb\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u901a\u8fc7 ReLU \u6fc0\u6d3b\u51fd\u6570 \u66ff\u4ee3\u4f20\u7edf\u7684 softmax\uff0c\u4f7f\u6ce8\u610f\u529b\u6743\u91cd\u7a00\u758f\u5316\uff0c\u4ece\u800c\u589e\u5f3a\u89e3\u91ca\u6027\u4e0e\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"75\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-37-1024x75.png\" alt=\"\" class=\"wp-image-4239\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-37-1024x75.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-37-300x22.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-37-768x57.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-37-1536x113.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-37.png 1914w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\uff08Multi-Head Attention\uff09\uff1a\u5c06 Q\u3001K\u3001V \u5212\u5206\u4e3a h \u4e2a\u5b50\u7a7a\u95f4\uff08heads\uff09\uff0c\u5b9e\u73b0\u5e76\u884c\u6ce8\u610f\u529b\u8ba1\u7b97\uff0c\u589e\u5f3a\u6a21\u578b\u6355\u83b7\u4e0d\u540c\u8bed\u4e49\u7279\u5f81\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"49\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-40-1024x49.png\" alt=\"\" class=\"wp-image-4242\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-40-1024x49.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-40-300x14.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-40-768x37.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-40-1536x73.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-40.png 1824w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"59\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-41-1024x59.png\" alt=\"\" class=\"wp-image-4243\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-41-1024x59.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-41-300x17.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-41-768x44.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-41-1536x88.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-41.png 1795w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u63a9\u7801\u591a\u5934\u6ce8\u610f\u529b\uff08Masked Multi-Head Attention\uff09\uff1a\u5728\u89e3\u7801\u9636\u6bb5\u5f15\u5165\u63a9\u7801\u77e9\u9635\uff08Mask\uff09\uff0c\u4ec5\u5173\u6ce8\u4e0e\u5f53\u524d\u751f\u6210\u76f8\u5173\u7684\u8f93\u5165\uff0c\u9632\u6b62\u4fe1\u606f\u6cc4\u6f0f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"72\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-42-1024x72.png\" alt=\"\" class=\"wp-image-4244\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-42-1024x72.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-42-300x21.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-42-768x54.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-42-1536x108.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-42.png 1839w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5d4c\u5165\u4e0e\u4f4d\u7f6e\u7f16\u7801\uff08Embedding &amp; Positional Encoding\uff09\uff1a\u8f93\u5165\u8bcd\u7ecf\u8fc7\u8bcd\u5411\u91cf\u4e0e\u4f4d\u7f6e\u7f16\u7801\u7ec4\u5408\uff0c\u4f7f\u6a21\u578b\u80fd\u6355\u6349\u987a\u5e8f\u8bed\u4e49\uff1b\u540c\u65f6\u52a0\u5165 \u77e5\u8bc6\u56fe\u8c31\u7279\u5b9a\u5d4c\u5165\uff08KG-specific embeddings\uff09\uff0c\u4ee5\u5bf9\u9f50\u5b9e\u4f53\u548c\u5173\u7cfb\u7684\u7ed3\u6784\u4fe1\u606f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"107\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-44-1024x107.png\" alt=\"\" class=\"wp-image-4246\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-44-1024x107.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-44-300x31.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-44-768x80.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-44-1536x160.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-44.png 1831w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff08Feed-Forward Network, FFNN\uff09\uff1a\u6bcf\u4e2a Transformer \u5c42\u540e\u63a5\u4e00\u4e2a\u4e24\u5c42\u524d\u9988\u7f51\u7edc\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"50\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-45-1024x50.png\" alt=\"\" class=\"wp-image-4247\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-45-1024x50.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-45-300x15.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-45-768x38.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-45-1536x75.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-45.png 1820w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u53cc\u635f\u5931\u51fd\u6570\u8bbe\u8ba1\uff08Dual Loss Optimization\uff09\uff1a<br>\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u635f\u5931\uff08NER Loss\uff09\u7528\u4e8e\u8861\u91cf\u5b9e\u4f53\u6807\u7b7e\u9884\u6d4b\u4e0e\u771f\u5b9e\u6807\u7b7e\u4e4b\u95f4\u7684\u5dee\u5f02\uff1b\u672c\u8d28\u4e3a\u8d1f\u5bf9\u6570\u4f3c\u7136\uff08\u4ea4\u53c9\u71b5\u635f\u5931\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"81\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-47-1024x81.png\" alt=\"\" class=\"wp-image-4249\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-47-1024x81.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-47-300x24.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-47-768x60.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-47-1536x121.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-47.png 1841w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u77e5\u8bc6\u56fe\u8c31\u95ee\u7b54\u635f\u5931\uff08KGQA Loss\uff09\u8bc4\u4f30\u9884\u6d4b\u7b54\u6848\u5b9e\u4f53 \ud835\udc5d\ud835\udc56 \u4e0e\u771f\u5b9e\u7b54\u6848\u7684\u5339\u914d\u7a0b\u5ea6\uff1b\u4fdd\u8bc1\u903b\u8f91\u63a8\u7406\u4e0e\u7b54\u6848\u751f\u6210\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"74\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-48-1024x74.png\" alt=\"\" class=\"wp-image-4250\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-48-1024x74.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-48-300x22.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-48-768x55.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-48-1536x110.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-48.png 1851w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u603b\u635f\u5931\u4e3a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"60\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-49-1024x60.png\" alt=\"\" class=\"wp-image-4251\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-49-1024x60.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-49-300x18.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-49-768x45.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-49-1536x90.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-49.png 1821w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db. \u5b9e\u9a8c\u7ed3\u679c<\/h3>\n\n\n\n<p>Accuracy\u6307\u6807\u4f7f\u7528MetaQA\u6570\u636e\u96c6\u8bc4\u4f30\u4e86\u6bcf\u4e2a\u6a21\u578b\u53d8\u4f53\u7684\u6027\u80fd\u3002\u88687\u5c55\u793a\u4e86\u6240\u6709\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u7684\u7efc\u5408\u7ed3\u679c\u3002\u6027\u80fd\u4e0b\u964d\u7684\u8ba1\u7b97\u516c\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"997\" height=\"74\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-62.png\" alt=\"\" class=\"wp-image-4307\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-62.png 997w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-62-300x22.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-62-768x57.png 768w\" sizes=\"auto, (max-width: 997px) 100vw, 997px\" \/><\/figure>\n\n\n\n<p>BERTLex-QA\u4e2d\u6a21\u5757\u6d88\u878d\u5728\u4e0d\u540c\u6837\u672c\u91cf\u4e0b\u7684\u6027\u80fd\u6307\u6807\u51c6\u786e\u6027\u5bf9\u6bd4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"321\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-61-1024x321.png\" alt=\"\" class=\"wp-image-4304\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-61-1024x321.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/10\/image-61-300x94.png 300w, 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Bashir, Rong Peng, Yongchang Ding \u5355\u4f4d\uff1aWuhan Un 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