{"id":1729,"date":"2025-12-26T17:38:33","date_gmt":"2025-12-26T17:38:33","guid":{"rendered":"https:\/\/trustedagent.cn\/?page_id=1729"},"modified":"2025-12-26T18:55:06","modified_gmt":"2025-12-26T18:55:06","slug":"%e5%8f%af%e9%9d%a0%e6%80%a7%e4%b8%8e%e9%b2%81%e6%a3%92%e6%80%a7","status":"publish","type":"page","link":"https:\/\/trustedagent.cn\/?page_id=1729","title":{"rendered":"\u53ef\u9760\u6027\u4e0e\u9c81\u68d2\u6027"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1729\" class=\"elementor elementor-1729\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-932fd7f e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"932fd7f\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div 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data-id=\"c44e5ae\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad67a16 e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"ad67a16\" data-element_type=\"widget\" data-settings=\"{&quot;horizontal_scroll&quot;:&quot;disable&quot;}\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"181828118\" aria-label=\"\u6807\u7b7e\u9875\u7ec4\u4ef6\u64cd\u4f5c\u63d0\u793a\uff1a\u4f7f\u7528 Enter \u6216 Space \u952e\u6253\u5f00\u9879\u76ee\uff0c\u4f7f\u7528 Escape \u952e\u5173\u95ed\uff0c\u4f7f\u7528\u65b9\u5411\u952e\u8fdb\u884c\u5bfc\u822a\u3002\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-1818281181\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-1818281181\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u7269\u7406\u5e38\u8bc6\u53ef\u9760\u6027\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1818281182\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1818281182\" style=\"--n-tabs-title-order: 2;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u4ee3\u7801\u68c0\u7d22\u53ef\u9760\u6027\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1818281183\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1818281183\" style=\"--n-tabs-title-order: 3;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u667a\u80fd\u4f53\u9c81\u68d2\u6027\u6d4b\u8bd5\u4e0e\u589e\u5f3a\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1818281184\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1818281184\" style=\"--n-tabs-title-order: 4;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u667a\u80fd\u4f53\u7279\u5b9a\u9886\u57df\u4ee3\u7801\u751f\u6210\u80fd\u529b\u63a2\u7a76\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1818281185\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"5\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1818281185\" style=\"--n-tabs-title-order: 5;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u591a\u6a21\u6001\u63a8\u7406\u53ef\u9760\u6027\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1818281186\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"6\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1818281186\" style=\"--n-tabs-title-order: 6;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u4e8b\u5b9e\u53ef\u9760\u6027\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1818281187\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"7\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1818281187\" style=\"--n-tabs-title-order: 7;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u534f\u540c\u63a8\u7406\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1818281188\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"8\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1818281188\" style=\"--n-tabs-title-order: 8;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u591a\u6a21\u6001\u94fe\u63a5\u53ef\u9760\u6027\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1818281189\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"9\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1818281189\" style=\"--n-tabs-title-order: 9;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u6587\u672c\u5904\u7406\u9c81\u68d2\u6027\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-18182811810\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"10\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-18182811810\" style=\"--n-tabs-title-order: 10;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u590d\u6742\u4efb\u52a1\u53ef\u9760\u6027\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-18182811811\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"11\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-18182811811\" style=\"--n-tabs-title-order: 11;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u8f6f\u4ef6\u6f14\u5316\u9c81\u68d2\u6027\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-18182811812\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"12\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-18182811812\" style=\"--n-tabs-title-order: 12;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u5fae\u8c03\u6570\u636e\u53ef\u9760\u6027\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-18182811813\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"13\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-18182811813\" style=\"--n-tabs-title-order: 13;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u903b\u8f91\u63a8\u7406\u7a33\u5b9a\u6027\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div id=\"e-n-tab-content-1818281181\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1818281181\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-6fb6a9b e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"6fb6a9b\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-65d57e3 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"65d57e3\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ea58ced elementor-widget elementor-widget-heading\" data-id=\"ea58ced\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u667a\u80fd\u4f53\u5e38\u8bc6\u7406\u89e3\u8bc4\u6d4b\u4e0e\u589e\u5f3a<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98ee295 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"98ee295\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6ce364 elementor-widget elementor-widget-text-editor\" data-id=\"f6ce364\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u8bc4\u4f30\u667a\u80fd\u4f53\u7684\u7269\u7406\u5e38\u8bc6\u7406\u89e3\u80fd\u529b\uff0c\u63d0\u51fa\u589e\u5f3a\u5e38\u8bc6\u7406\u89e3\u4e0e\u51b3\u7b56\u53ef\u9760\u6027\u7684\u65b9\u6848<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5a8a6f3 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"5a8a6f3\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-a3336cb e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"a3336cb\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b90364b elementor-widget elementor-widget-heading\" data-id=\"b90364b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u8def\u7ebf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-541698a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"541698a\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee1e832 elementor-widget elementor-widget-image\" data-id=\"ee1e832\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"655\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72471-1-1024x655.png\" class=\"attachment-large size-large wp-image-1738\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72471-1-1024x655.png 1024w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72471-1-300x192.png 300w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72471-1-768x491.png 768w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72471-1.png 1467w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7688a14 elementor-widget elementor-widget-text-editor\" data-id=\"7688a14\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u901a\u8fc7\u201c\u63d0\u793a\u751f\u6210-\u56fe\u50cf\u5408\u6210-LoRA\u5fae\u8c03-\u4eba\u5de5\u53cd\u9988\u201d\u7684\u8fed\u4ee3\u6d41\u7a0b\u751f\u6210\u8bc4\u6d4b\u6570\u636e<\/li><li>\u63d0\u51fa\u57fa\u4e8e<strong>SFT<\/strong>\u4e0e<strong>GRPO<\/strong>\u7684\u4e24\u9636\u6bb5\u667a\u80fd\u4f53\u589e\u5f3a\u6846\u67b6PhyDetector<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d9f21c4 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"d9f21c4\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3142a0b elementor-widget elementor-widget-heading\" data-id=\"3142a0b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u7814\u7a76\u6210\u679c\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b64678 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2b64678\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0eb879 elementor-widget elementor-widget-image\" data-id=\"d0eb879\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1094\" height=\"785\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72474.png\" class=\"attachment-2048x2048 size-2048x2048 wp-image-1740\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72474.png 1094w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72474-300x215.png 300w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72474-1024x735.png 1024w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72474-768x551.png 768w\" sizes=\"(max-width: 1094px) 100vw, 1094px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-04d877f elementor-widget elementor-widget-text-editor\" data-id=\"04d877f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u6784\u5efa\u5927\u89c4\u6a21\u8bc4\u6d4b\u6570\u636e\u96c6\uff0c\u542b16000\u5f20\u56fe\u50cf\uff0c\u8986\u76d68\u4e2a\u7269\u7406\u5e38\u8bc6\u8fdd\u80cc\u7c7b\u522b<\/p><\/li><li><p>\u7ecf\u6846\u67b6\u589e\u5f3a\u7684\u667a\u80fd\u4f53\uff0c\u5bf9\u7269\u7406\u5f02\u5e38\u8bc6\u522b\u80fd\u529b\u8d85\u8d8a\u57fa\u7ebf\u65b9\u6cd5<b>\u8fd1<\/b><b>14<\/b><b>\u500d<\/b><\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd60ec elementor-widget elementor-widget-text-editor\" data-id=\"afd60ec\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Detecting Violations of Physical Common Sense in Images: A Challenge Dataset and Effective Model. ACM MM&#8217;25 (CCF-A\u7c7b)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1818281182\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1818281182\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\" elementor-element elementor-element-1d472fb e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"1d472fb\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-0515d2c e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"0515d2c\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7651b68 elementor-widget elementor-widget-heading\" data-id=\"7651b68\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u667a\u80fd\u4f53\u4ee3\u7801\u641c\u7d22<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78c2ca1 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"78c2ca1\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a39472 elementor-widget elementor-widget-text-editor\" data-id=\"9a39472\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u63a2\u7a76\u901a\u8fc7\u4ec5\u89e3\u7801\u5927\u6a21\u578b\u8fdb\u884c\u4ee3\u7801\u68c0\u7d22\u7684\u53ef\u884c\u6027<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-746600d e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"746600d\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-3bd8dd9 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"3bd8dd9\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41fba81 elementor-widget elementor-widget-heading\" data-id=\"41fba81\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u8def\u7ebf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c3c8e2 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6c3c8e2\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bae6472 elementor-widget elementor-widget-image\" data-id=\"bae6472\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"763\" height=\"382\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72475.png\" class=\"attachment-large size-large wp-image-1744\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72475.png 763w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72475-300x150.png 300w\" sizes=\"(max-width: 763px) 100vw, 763px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17a10b8 elementor-widget elementor-widget-text-editor\" data-id=\"17a10b8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u8c03\u781411\u4e2aSOTA\u7684\u4ec5\u89e3\u7801LLMs\u4ee3\u7801\u641c\u7d22\u80fd\u529b<\/p><\/li><li><p>8\u4e2a\u4e0d\u540c\u7ef4\u5ea6\u8fdb\u884c\u5168\u9762\u8003\u5bdf(Zero-shot\u3001\u5fae\u8c03\u3001\u5355\u8bed\u8a00\u5fae\u8c03\u3001\u8bad\u7ec3\u6570\u636e\u3001\u6a21\u578b\u5c3a\u5bf8\u3001\u8fd0\u884c\u5f00\u9500\u3001\u8bad\u7ec3\u6548\u7387&#8230;)<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-589e67e e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"589e67e\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c81feb0 elementor-widget elementor-widget-heading\" data-id=\"c81feb0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u7814\u7a76\u6210\u679c\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b55622c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b55622c\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e6d622 elementor-widget elementor-widget-image\" data-id=\"7e6d622\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"670\" height=\"385\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72476.png\" class=\"attachment-2048x2048 size-2048x2048 wp-image-1745\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72476.png 670w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72476-300x172.png 300w\" sizes=\"(max-width: 670px) 100vw, 670px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db45782 elementor-widget elementor-widget-text-editor\" data-id=\"db45782\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u5fae\u8c03\u540eCodeGemma\u5728\u6d4b\u8bd5\u4ec5\u89e3\u7801LLMs\u4e2d\u8868\u73b0\u6700\u4f73<\/p><\/li><li><p>\u5728\u4ee3\u7801\u641c\u7d22\u9886\u57df\u6a21\u578b\u5c3a\u5bf8\u5e76\u975e\u8d8a\u5927\u8d8a\u597d<\/p><\/li><li><p>\u4e30\u5bcc\u591a\u6837\u7684\u8bad\u7ec3\u6570\u636e\u6709\u52a9\u4e8e\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u6027\u80fd<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9229e08 elementor-widget elementor-widget-text-editor\" data-id=\"9229e08\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Yuxuan Chen, Mingwei Liu et al. Are Decoder-Only Large Language Models the Silver Bullet for Code Search? TSE\u5728\u6295 (CCF-A\u7c7b)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1818281183\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1818281183\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\" elementor-element elementor-element-1ed367f e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"1ed367f\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-bb9c320 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"bb9c320\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-02bc2f1 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"02bc2f1\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d9ed9fd elementor-widget elementor-widget-text-editor\" data-id=\"d9ed9fd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u5982\u4f55\u6d4b\u8bd5\u5e76\u589e\u5f3a\u667a\u80fd\u4f53\u7684\u9c81\u68d2\u6027<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-61d7497 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"61d7497\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-6d33afa e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"6d33afa\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f82f09e elementor-widget elementor-widget-heading\" data-id=\"f82f09e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u8def\u7ebf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-241b3d6 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"241b3d6\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3712e3d elementor-widget elementor-widget-image\" data-id=\"3712e3d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"460\" height=\"209\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72477.jpg\" class=\"attachment-large size-large wp-image-1746\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72477.jpg 460w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72477-300x136.jpg 300w\" sizes=\"(max-width: 460px) 100vw, 460px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-72e1acc elementor-widget elementor-widget-text-editor\" data-id=\"72e1acc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u603b\u7ed311 \u79cd\u771f\u5b9e\u7528\u6237\u89c4\u907f\u624b\u6cd5\uff0c\u5bf9\u5e9411\u79cd\u53d8\u5f02\u5173\u7cfb\uff0c\u6db5\u76d6\u5b57\u7b26\u3001\u8bcd\u6c47\u3001\u53e5\u5b503\u4e2a\u5c42\u7ea7<\/p><\/li><li><p>\u8ba9GPT\u5728\u4e0d\u6539\u53d8\u539f\u610f\u7684\u540c\u65f6\u6da6\u8272\u53e5\u5b50\u6765\u8f85\u52a9\u751f\u6210\u53d8\u5f02\u6d4b\u8bd5\u7528\u4f8b<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3bc4e6f e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"3bc4e6f\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-710eea7 elementor-widget elementor-widget-heading\" data-id=\"710eea7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u7814\u7a76\u6210\u679c\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-553a463 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"553a463\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ffc5cdb elementor-widget elementor-widget-image\" data-id=\"ffc5cdb\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"424\" height=\"265\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72478.png\" class=\"attachment-full size-full wp-image-1747\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72478.png 424w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72478-300x188.png 300w\" sizes=\"(max-width: 424px) 100vw, 424px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08ef894 elementor-widget elementor-widget-text-editor\" data-id=\"08ef894\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u4f7f\u7528\u53d8\u5f02\u6d4b\u8bd5\u7528\u4f8b\u5bf9\u667a\u80fd\u4f53\u8fdb\u884c\u6d4b\u8bd5\uff0c<b>\u653b\u51fb\u6210\u529f\u7387\u9ad8\u8fbe<\/b><b>81.4%<\/b><\/p><\/li><li><p><b><\/b>\u901a\u8fc7\u5bf9\u6297\u8bad\u7ec3\u4f18\u5316\u667a\u80fd\u4f53\uff0c<b>\u9c81\u68d2\u6027\u5e73\u5747\u63d0\u534796.7%<\/b><\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aad64ff elementor-widget elementor-widget-text-editor\" data-id=\"aad64ff\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>MTTM: Metamorphic Testing for Textual Content Moderation Software. ICSE&#8217;23 (CCF-A\u7c7b)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1818281184\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1818281184\" data-tab-index=\"4\" style=\"--n-tabs-title-order: 4;\" class=\" elementor-element elementor-element-ea5d141 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"ea5d141\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4ae80ae e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"4ae80ae\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6253956 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6253956\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5be5e74 elementor-widget elementor-widget-text-editor\" data-id=\"5be5e74\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u5206\u6790\u901a\u7528\u8bc4\u6d4b\u80fd\u5426\u771f\u5b9e\u53cd\u6620\u667a\u80fd\u4f53\u5728\u771f\u5b9e\u573a\u666f\u4e0b\u7684\u4ee3\u7801\u751f\u6210\u6c34\u5e73<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-27eb103 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"27eb103\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-97ee15d e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"97ee15d\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b3430e0 elementor-widget elementor-widget-heading\" data-id=\"b3430e0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u8def\u7ebf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3670dc elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c3670dc\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f5b7f70 elementor-widget elementor-widget-image\" data-id=\"f5b7f70\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"794\" height=\"358\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72479.png\" class=\"attachment-large size-large wp-image-1748\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72479.png 794w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72479-300x135.png 300w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u72479-768x346.png 768w\" sizes=\"(max-width: 794px) 100vw, 794px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f95a739 elementor-widget elementor-widget-text-editor\" data-id=\"f95a739\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u786e\u5b9a 12 \u4e2a\u9886\u57df\uff0c\u6309\u5e38\u7528\u6846\u67b6\/\u5e73\u53f0\u5206\u5c42\u7ec4\u7ec7\u4efb\u52a1<\/p><\/li><li><p>GitHub \u91c7\u6837\u9898\u76ee\uff0c\u4eba\u5de5\u6539\u5199\u4e0e\u6838\u9a8c\uff0c\u964d\u4f4e\u6cc4\u6f0f\u4e0e\u566a\u58f0<\/p><\/li><li><p>\u9759\u6001\u4f9d\u8d56\u89e3\u6790\uff0c\u6784\u5efa\u4f9d\u8d56\u589e\u5f3a\u4e0a\u4e0b\u6587\u5e76\u505a\u7cfb\u7edf\u8bc4\u6d4b<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b8c7e56 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"b8c7e56\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-348b7ae elementor-widget elementor-widget-heading\" data-id=\"348b7ae\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u7814\u7a76\u6210\u679c\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7425b7f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"7425b7f\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5c22d2 elementor-widget elementor-widget-image\" data-id=\"d5c22d2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"826\" height=\"250\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724710.png\" class=\"attachment-2048x2048 size-2048x2048 wp-image-1749\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724710.png 826w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724710-300x91.png 300w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724710-768x232.png 768w\" sizes=\"(max-width: 826px) 100vw, 826px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff0066b elementor-widget elementor-widget-text-editor\" data-id=\"ff0066b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>2400 \u4efb\u52a1\uff1b\u8986\u76d6 12 \u57df\/15 \u8bed\u8a00\uff1b\u542b\u6ce8\u91ca\u4e0e\u4f9d\u8d56\u4fe1\u606f<\/p><\/li><li><p>\u53d1\u73b0\u201c\u6027\u80fd\u89e3\u8026\u201d\uff1a\u901a\u7528\u5f3a \u2260 \u5404\u9886\u57df\u90fd\u5f3a<\/p><\/li><li><p>\u4e3b\u8981\u9519\u8bef\u6765\u81ea\u9886\u57df\u77e5\u8bc6\u4e0e\u5e93\/API<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77528cb elementor-widget elementor-widget-text-editor\" data-id=\"77528cb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Dewu Zheng et al. Top General Performance = Top Domain Performance? DomainCodeBench: A Multi-domain Code Generation Benchmark. ICSE\u201926 (CCF-A\u7c7b)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1818281185\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1818281185\" data-tab-index=\"5\" style=\"--n-tabs-title-order: 5;\" class=\" elementor-element elementor-element-4a15ae2 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"4a15ae2\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-48d9cc7 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"48d9cc7\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ee61ef elementor-widget elementor-widget-heading\" data-id=\"2ee61ef\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u7a7a\u95f4\u5173\u7cfb\u63a8\u7406\u8bc4\u6d4b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed8d751 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ed8d751\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c585ce0 elementor-widget elementor-widget-text-editor\" data-id=\"c585ce0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u8bc4\u4f30\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLMs\uff09\u5728\u7406\u89e3\u5ba2\u89c2\u4e16\u754c\u7684\u7a7a\u95f4\u5173\u7cfb\u63a8\u7406\u80fd\u529b\u4e0a\u7684\u53ef\u9760\u6027\u8868\u73b0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dcac0de e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"dcac0de\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-d9c8798 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"d9c8798\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-735fd6e elementor-widget elementor-widget-heading\" data-id=\"735fd6e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u8def\u7ebf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9d0d88 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"e9d0d88\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22b49f7 elementor-widget elementor-widget-image\" data-id=\"22b49f7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"417\" height=\"249\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724712.png\" class=\"attachment-large size-large wp-image-1750\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724712.png 417w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724712-300x179.png 300w\" sizes=\"(max-width: 417px) 100vw, 417px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff5bdc6 elementor-widget elementor-widget-text-editor\" data-id=\"ff5bdc6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u6784\u5efa\u4e86\u4e00\u4e2a\u591a\u9879\u9009\u62e9\u95ee\u7b54\u57fa\u51c6SpatialMQA<\/p><\/li><li><p>\u8bbe\u8ba1\u4e86\u4e09\u8f6e\u4eba\u5de5\u6807\u6ce8\u7a0b\u5e8f\uff0c\u786e\u4fdd\u4e865392\u4e2a\u9ad8\u8d28\u91cf\u6837\u672c<\/p><\/li><li><p>\u57fa\u4e8e\u5ba2\u89c2\u4e16\u754c\u7684\u900f\u89c6\u66ff\u6362\uff0c\u6392\u9664\u53ef\u5355\u51ed\u5148\u9a8c\u77e5\u8bc6\u56de\u7b54\u7684\u95ee\u9898<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dbf7000 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"dbf7000\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4088fcc elementor-widget elementor-widget-heading\" data-id=\"4088fcc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u7814\u7a76\u6210\u679c\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a1e6b0 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"1a1e6b0\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11dd3e9 elementor-widget elementor-widget-image\" data-id=\"11dd3e9\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"467\" height=\"253\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724713-1.png\" class=\"attachment-2048x2048 size-2048x2048 wp-image-1751\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724713-1.png 467w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724713-1-300x163.png 300w\" sizes=\"(max-width: 467px) 100vw, 467px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d75535b elementor-widget elementor-widget-text-editor\" data-id=\"d75535b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>SOTA MLLM\u7684\u51c6\u786e\u7387\u4ec5\u4e3a<b>48.14%<\/b>\uff0c\u8fdc\u4f4e\u4e8e\u4eba\u7c7b\u7684<b>98.40%<\/b><\/p><\/li><li><p><b><\/b>\u6a21\u578b\u5728\u65e0\u56fe\u50cf\u8f93\u5165\u4e0b\u7684\u51c6\u786e\u7387\u4e0e\u968f\u673a\u76f8\u5f53\uff08\u7ea6<b>24.40%<\/b>\uff09\uff0c\u8bc1\u660e\u57fa\u51c6\u9ad8\u5ea6\u4f9d\u8d56\u56fe\u50cf\u7406\u89e3 \u3002<\/p><\/li><li><p>\u57fa\u51c6\u805a\u7126\u4e86MLLMs\u6700\u4e3b\u8981\u7684\u9519\u8bef\u7c7b\u578b\uff1a\u900f\u89c6\u66ff\u6362\u5931\u8d25\uff08FRS\uff09\u3002<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95d378a elementor-widget elementor-widget-text-editor\" data-id=\"95d378a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Jingping Liu et al. Can Multimodal Large Language Models Understand Spatial Relations? ACL&#8217; 25 (CCF-A\u7c7b)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1818281186\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1818281186\" data-tab-index=\"6\" style=\"--n-tabs-title-order: 6;\" class=\" elementor-element elementor-element-b236210 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"b236210\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8ccf609 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"8ccf609\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dae9440 elementor-widget elementor-widget-heading\" data-id=\"dae9440\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u667a\u80fd\u4f53\u5e7b\u89c9\u68c0\u6d4b\u4e0e\u4fee\u6b63<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bcfff9d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"bcfff9d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7daa9a3 elementor-widget elementor-widget-text-editor\" data-id=\"7daa9a3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u68c0\u6d4b\u667a\u80fd\u4f53\u662f\u5426\u51fa\u73b0\u5e7b\u89c9\u4ee5\u53ca\u5982\u4f55\u7ea0\u6b63\uff0c\u786e\u4fdd\u667a\u80fd\u4f53\u751f\u6210\u5185\u5bb9\u7684\u5ba2\u89c2\u4e8b\u5b9e\u53ef\u9760\u6027\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-78cce77 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"78cce77\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-de40e9b e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"de40e9b\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-42049fc elementor-widget elementor-widget-heading\" data-id=\"42049fc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u8def\u7ebf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ef6d2ce elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ef6d2ce\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d55e3ef elementor-widget elementor-widget-image\" data-id=\"d55e3ef\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"539\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724714-1-1024x539.png\" class=\"attachment-large size-large wp-image-1752\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724714-1-1024x539.png 1024w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724714-1-300x158.png 300w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724714-1-768x404.png 768w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724714-1-1536x809.png 1536w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724714-1.png 1763w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e83989a elementor-widget elementor-widget-text-editor\" data-id=\"e83989a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u57fa\u4e8e<b>\u8715\u53d8\u6d4b\u8bd5<\/b>\uff0c\u63d0\u51fa\u4e86\u9ed1\u76d2\u573a\u666f\u4e0b\u7684\u5b9e\u65f6\u667a\u80fd\u4f53\u5e7b\u89c9\u68c0\u6d4b\u673a\u5236<\/p><\/li><li><p>\u57fa\u4e8e\u5b9e\u65f6\u5e7b\u89c9\u68c0\u6d4b\u7ed3\u679c\uff0c\u5728\u667a\u80fd\u4f53\u51fa\u73b0\u5e7b\u89c9\u65f6\uff0c\u57fa\u4e8e\u8715\u53d8\u56de\u7b54\u5b9e\u65f6\u4fee\u6b63\u667a\u80fd\u4f53\u5e7b\u89c9<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1a8eb24 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"1a8eb24\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d3d4644 elementor-widget elementor-widget-heading\" data-id=\"d3d4644\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u7814\u7a76\u6210\u679c\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e317265 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"e317265\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8eb11f7 elementor-widget elementor-widget-image\" data-id=\"8eb11f7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"486\" height=\"251\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724715-1.png\" class=\"attachment-2048x2048 size-2048x2048 wp-image-1753\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724715-1.png 486w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724715-1-300x155.png 300w\" sizes=\"(max-width: 486px) 100vw, 486px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-957a4bf elementor-widget elementor-widget-text-editor\" data-id=\"957a4bf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u6784\u5efa\u4e86\u68c0\u6d4b\u6570\u636e\u96c6FactHalluQA\u4e0e\u68c0\u6d4b\u6846\u67b6DrHall\uff0c\u540e\u8005\u5728\u68c0\u6d4b\u4efb\u52a1\u4e2d\u83b7\u5f97<b>\u8d85\u8fc7<\/b><b>0.856<\/b><b>\u7684\u5e73\u5747<\/b><b>F1<\/b><b>\u5206\u6570\uff0c\u8d85\u8d8a<\/b><b>SOTA<\/b><\/p><\/li><li><p><b><\/b>\u5728\u9ed1\u76d2\u573a\u666f\u4e0b\uff0c\u5b9e\u73b0<b>53%\u7684\u5e7b\u89c9\u7ea0\u6b63\u6210\u529f\u7387<\/b><\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a9fc24 elementor-widget elementor-widget-text-editor\" data-id=\"3a9fc24\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Detecting and Reducing the Factual Hallucinations of Large Language Models with Metamorphic Testing. FSE&#8217;25 (CCF-A\u7c7b)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1818281187\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1818281187\" data-tab-index=\"7\" style=\"--n-tabs-title-order: 7;\" class=\" elementor-element elementor-element-e4d1b9b e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"e4d1b9b\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3bf9e9a e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"3bf9e9a\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-185bafe elementor-widget elementor-widget-heading\" data-id=\"185bafe\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u591aLLM\u7684\u53ef\u9760\u534f\u4f5c\u589e\u5f3a<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d04babe elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"d04babe\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6010bf5 elementor-widget elementor-widget-text-editor\" data-id=\"6010bf5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u5b9e\u73b0\u591a\u4e2a\u5206\u8bcd\u7b56\u7565\u4e0d\u540c\u4e14\u8f83\u5f31\u7684LLMs\u5728Token\u7ea7\u4e0a\u7684\u6709\u6548\u534f\u4f5c\u5e76\u589e\u5f3a\u590d\u6742\u63a8\u7406\u80fd\u529b<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c2f418e e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"c2f418e\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-25e6c30 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"25e6c30\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-43f84b4 elementor-widget elementor-widget-heading\" data-id=\"43f84b4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u8def\u7ebf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d6772f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"1d6772f\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b285afd elementor-widget elementor-widget-image\" data-id=\"b285afd\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"473\" height=\"253\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724716.png\" class=\"attachment-large size-large wp-image-1754\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724716.png 473w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724716-300x160.png 300w\" sizes=\"(max-width: 473px) 100vw, 473px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f0ef34 elementor-widget elementor-widget-text-editor\" data-id=\"0f0ef34\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u63d0\u51fa\u4e86\u4e0d\u4f9d\u8d56\u76f8\u540c\u5206\u8bcd\u5668\u7684\u534f\u4f5c\u6846\u67b6\uff0c\u4f7f\u4e0d\u540c\u6a21\u578b\u8fdb\u884cToken\u6982\u7387\u878d\u5408<\/p><\/li><li><p>\u901a\u8fc7\u57fa\u4e8e\u524d\u7f00\u5173\u7cfb\u7684\u5f02\u6784\u5bf9\u9f50\u7b97\u6cd5\u805a\u5408Token\u4ee5\u8bc6\u522b\u4e0d\u540c\u8f93\u51fa\u4e2d\u7684\u5171\u8bc6<\/p><\/li><li><p>\u8bbe\u8ba1\u4e86\u57fa\u4e8e\u9884\u6d4b\u68c0\u67e5\u7684\u8fed\u4ee3\u89e3\u7801\u6d41\u7a0b\uff0c\u81ea\u52a8\u5904\u7406\u4e0a\u4e0b\u6587\u9519\u4f4d\u95ee\u9898<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d3e8b4 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"1d3e8b4\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8742172 elementor-widget elementor-widget-heading\" data-id=\"8742172\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u7814\u7a76\u6210\u679c\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-41c761b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"41c761b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ac641cd elementor-widget elementor-widget-image\" data-id=\"ac641cd\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"525\" height=\"136\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724717-1.png\" class=\"attachment-2048x2048 size-2048x2048 wp-image-1755\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724717-1.png 525w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724717-1-300x78.png 300w\" sizes=\"(max-width: 525px) 100vw, 525px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0529d7d elementor-widget elementor-widget-text-editor\" data-id=\"0529d7d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u591a\u4e2a\u5c0f\u53c2\u6570\u6a21\u578b\u96c6\u6210\u5728\u6570\u5b66\u548c\u7b26\u53f7\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u663e\u8457\u4f18\u4e8e\u5355\u4f53\u6a21\u578b<\/p><\/li><li><p>\u5728\u4e0d\u540c\u6570\u91cf\u7684\u53c2\u4e0e\u6a21\u578b\u7ec4\u5408\u4e0b\uff0c\u8be5\u65b9\u6cd5\u5747\u80fd\u4fdd\u6301\u7a33\u5065\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p><\/li><li><p>\u9a8c\u8bc1\u4e86\u5f31\u6a21\u578b\u8f85\u52a9\u5f3a\u6a21\u578b\u7684\u53ef\u884c\u6027\uff0c\u4f8b\u59827B\u6a21\u578b\u80fd\u8f85\u52a970B\u6a21\u578b\u5728\u7b97\u672f\u4efb\u52a1\u4e0a\u8fdb\u4e00\u6b65\u63d0\u5347\u51c6\u786e\u7387<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c67f58d elementor-widget elementor-widget-text-editor\" data-id=\"c67f58d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Yuang Bian, Jingping Liu* et al. PToco: Prefix-based Token-level Collaboration Enhances Reasoning for Multi-LLMs. COLING&#8217;25 (CCF-B\u7c7b)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1818281188\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1818281188\" data-tab-index=\"8\" style=\"--n-tabs-title-order: 8;\" class=\" elementor-element elementor-element-ebb2a84 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"ebb2a84\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-10d62bf e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"10d62bf\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b953df0 elementor-widget elementor-widget-heading\" data-id=\"b953df0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5927\u5c0f\u6a21\u578b\u534f\u540c\u7684\u56fe\u50cf\u964d\u566a\u589e\u5f3a<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4df8f3c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"4df8f3c\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64c92b2 elementor-widget elementor-widget-text-editor\" data-id=\"64c92b2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u57fa\u4e8eLLM\u7684\u591a\u6a21\u6001\u5b9e\u4f53\u94fe\u63a5\u65b9\u6cd5\u4e2d\u975e\u5fc5\u8981\u56fe\u50cf\u5bfc\u81f4\u566a\u58f0\u53ca\u5355\u6b21\u89c6\u89c9\u7279\u5f81\u63d0\u53d6\u4fe1\u606f\u4e0d\u5168<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ac031d0 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"ac031d0\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-d966042 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"d966042\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd2ecf7 elementor-widget elementor-widget-heading\" data-id=\"cd2ecf7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u8def\u7ebf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-90e6730 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"90e6730\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ea22c2 elementor-widget elementor-widget-image\" data-id=\"4ea22c2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"507\" height=\"213\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724718.png\" class=\"attachment-large size-large wp-image-1756\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724718.png 507w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724718-300x126.png 300w\" sizes=\"(max-width: 507px) 100vw, 507px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd4dbec elementor-widget elementor-widget-text-editor\" data-id=\"bd4dbec\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u63d0\u51fa\u4e86\u4e00\u79cd\u4f18\u5148\u4f9d\u8d56\u6587\u672c\u4fe1\u606f\u8fdb\u884c\u63a8\u7406\uff0c\u5fc5\u8981\u65f6\u901a\u8fc7\u591a\u8f6e\u8fed\u4ee3\u5f15\u5165\u89c6\u89c9\u7ebf\u7d22\u7684\u534f\u540c\u53cd\u601d\u6846\u67b6<\/p><\/li><li><p>\u8bbe\u8ba1\u4e86\u6a21\u6001\u5185\u4e00\u81f4\u6027\u53cd\u601d\uff08ICR\uff09\u4e0e\u6a21\u6001\u95f4\u5bf9\u9f50\u9a8c\u8bc1\uff08IAV\uff09\u6a21\u5757\uff0c\u5206\u522b\u4ece\u6587\u672c\u8bed\u4e49\u7c92\u5ea6\u548c\u56fe\u6587\u5339\u914d\u5ea6\u4e24\u4e2a\u7ef4\u5ea6\u9a8c\u8bc1\u5019\u9009\u5b9e\u4f53\u7684\u51c6\u786e\u6027 \u3002<\/p><\/li><li><p>\u5728\u6821\u9a8c\u5931\u8d25\u65f6\u542f\u52a8\u89c6\u89c9\u8fed\u4ee3\u53cd\u9988\uff08VIF\uff09\uff0c\u5229\u7528OCR\u3001\u56fe\u50cf\u63cf\u8ff0\u7b49\u591a\u79cd\u5de5\u5177\u5206\u8f6e\u6b21\u63d0\u53d6\u89c6\u89c9\u7ebf\u7d22\u8f85\u52a9\u63a8\u7406\uff0c\u907f\u514d\u4fe1\u606f\u8fc7\u8f7d<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ac0ea2b e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"ac0ea2b\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-87dc3b2 elementor-widget elementor-widget-heading\" data-id=\"87dc3b2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u7814\u7a76\u6210\u679c\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e5a841 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2e5a841\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7ecefa elementor-widget elementor-widget-image\" data-id=\"a7ecefa\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"509\" height=\"199\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724719-1.png\" class=\"attachment-2048x2048 size-2048x2048 wp-image-1757\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724719-1.png 509w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724719-1-300x117.png 300w\" sizes=\"(max-width: 509px) 100vw, 509px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f68306f elementor-widget elementor-widget-text-editor\" data-id=\"f68306f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u5728\u4e09\u4e2a\u4e3b\u6d41\u516c\u5f00\u6570\u636e\u96c6\u4e0a\u5747\u53d6\u5f97\u4e86\u6700\u4f73\u6027\u80fd\uff0cTop-1\u51c6\u786e\u7387\u5206\u522b\u63d0\u5347\u4e863.2%\u30015.1%\u548c1.6%<\/p><\/li><li><p>\u76f8\u6bd4\u5176\u4ed6 LLM \u65b9\u6cd5\uff0c\u8be5\u6846\u67b6\u5728\u63d0\u5347\u51c6\u786e\u7387\u7684\u540c\u65f6\u663e\u8457\u964d\u4f4e\u4e86\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\uff0c\u5e76\u5728\u4e0d\u540c\u89c4\u6a21\u7684\u57fa\u5ea7\u6a21\u578b\u4e0a\u5747\u8868\u73b0\u51fa\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b<\/p><\/li><li><p>\u6d88\u878d\u5b9e\u9a8c\u8bc1\u660e\u4e86\u5404\u4e2a\u53cd\u601d\u6a21\u5757\u53ca\u4e0d\u540c\u89c6\u89c9\u7ebf\u7d22\u5bf9\u63d0\u5347\u6700\u7ec8\u94fe\u63a5\u51c6\u786e\u7387\u5747\u5177\u6709\u4e0d\u53ef\u6216\u7f3a\u7684\u8d21\u732e<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9c0ffd elementor-widget elementor-widget-text-editor\" data-id=\"b9c0ffd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Z Liu, J Liu* et al. I2CR: Intra- and Inter-modal Collaborative Reflections for Multimodal Entity Linking. ACM MM&#8217;25 (CCF-A\u7c7b)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1818281189\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1818281189\" data-tab-index=\"9\" style=\"--n-tabs-title-order: 9;\" class=\" elementor-element elementor-element-6bcbde8 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"6bcbde8\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-038ba52 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"038ba52\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eb7b0d8 elementor-widget elementor-widget-heading\" data-id=\"eb7b0d8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5927\u5c0f\u6a21\u578b\u534f\u540c\u7684\u4e2d\u6587\u7f29\u7565\u8bcd\u9884\u6d4b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-039c2bd elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"039c2bd\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-868aead elementor-widget elementor-widget-text-editor\" data-id=\"868aead\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u89e3\u51b3\u6a21\u578b\u5728\u4e2d\u6587\u7f29\u5199\u9884\u6d4b\u4e2d\u96be\u4ee5\u751f\u6210\u9ad8\u8d28\u91cf\u7ed3\u679c\u4e14\u6392\u5e8f\u4e0d\u51c6\uff0c\u4f18\u5316\u6587\u672c\u5904\u7406\u7684\u9c81\u68d2\u6027<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-07cf790 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"07cf790\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-cb07609 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"cb07609\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7aa3ab6 elementor-widget elementor-widget-heading\" data-id=\"7aa3ab6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u8def\u7ebf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9b38c3 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"a9b38c3\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ecb8b7 elementor-widget elementor-widget-image\" data-id=\"6ecb8b7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"528\" height=\"209\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724720-1.png\" class=\"attachment-large size-large wp-image-1758\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724720-1.png 528w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724720-1-300x119.png 300w\" sizes=\"(max-width: 528px) 100vw, 528px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c527b40 elementor-widget elementor-widget-text-editor\" data-id=\"c527b40\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u63d0\u51fa\u4e86\u5305\u542b\u4e0a\u4e0b\u6587\u6536\u96c6\u3001<b>LLM<\/b><b>\u751f\u6210<\/b>\u548c<b>\u5c0f\u6a21\u578b\u5bf9\u6bd4\u8bc4\u4f30<\/b>\u7684\u4e24\u9636\u6bb5\u6846\u67b6<\/p><\/li><li><p>\u8bbe\u8ba1\u7c7b\u578b\u5224\u522b\u5668\u786e\u5b9a\u7f29\u5199\u7c7b\u578b\uff0c\u5e76\u5f15\u5bfc\u6301\u7eed\u9884\u8bad\u7ec3\u53ca\u5fae\u8c03\u540e\u7684\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u9ad8\u53ec\u56de\u7387\u7684\u5019\u9009\u7f29\u5199<\/p><\/li><li><p>\u63d0\u51fa\u7ed3\u5408\u7f29\u5199\u8bc4\u5206\u5668\u4e0e\u77ed\u8bed\u8bc4\u5206\u5668\u7684\u5bf9\u6bd4\u8bc4\u4f30\u6a21\u578b\uff0c\u901a\u8fc7\u8054\u5408\u5b66\u4e60\u7b56\u7565\u5bf9\u5019\u9009\u7ed3\u679c\u8fdb\u884c\u7cbe\u51c6\u6253\u5206\u4e0e\u91cd\u6392\u5e8f<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0fdf274 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"0fdf274\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4133431 elementor-widget elementor-widget-heading\" data-id=\"4133431\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u7814\u7a76\u6210\u679c\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-baa49de elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"baa49de\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d09ddc elementor-widget elementor-widget-image\" data-id=\"1d09ddc\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"548\" height=\"232\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724721.png\" class=\"attachment-2048x2048 size-2048x2048 wp-image-1759\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724721.png 548w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724721-300x127.png 300w\" sizes=\"(max-width: 548px) 100vw, 548px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0eb3f55 elementor-widget elementor-widget-text-editor\" data-id=\"0eb3f55\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u8be5\u65b9\u6cd5\u5728Hit@1\u6307\u6807\u4e0a\u5206\u522b\u6bd4SOTA\u65b9\u6cd5\u63d0\u5347\u4e863.32% \u548c1.73%<\/p><\/li><li><p>\u7c7b\u578b\u5224\u522b\u5668\u3001\u4e0a\u4e0b\u6587\u4fe1\u606f\u53ca\u77ed\u8bed\u8bc4\u5206\u5668\u7b49\u7ec4\u4ef6\u63d0\u5347\u4e86\u6a21\u578b\u6574\u4f53\u6027\u80fd<\/p><\/li><li><p>\u5728\u98de\u732aAPP\u7684\u5728\u7ebfA\/B\u6d4b\u8bd5\u4e2d\uff0c\u5e94\u7528\u8be5\u65b9\u6cd5\u9884\u6d4b\u7684\u7f29\u5199\u4f7f<b>\u5174\u8da3\u70b9\u8bc6\u522b\u7387\u548c\u70b9\u51fb\u7387\u5206\u522b\u63d0\u5347\u4e86<\/b><b>0.65%<\/b><b>\u548c<\/b><b>1.37% <\/b><\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e96617f elementor-widget elementor-widget-text-editor\" data-id=\"e96617f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Jingping Liu et al. Enhancing Chinese abbreviation prediction with LLM generation and contrastive evaluation. IPM 2024 (CCF-B\u7c7b)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-18182811810\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-18182811810\" data-tab-index=\"10\" style=\"--n-tabs-title-order: 10;\" class=\" elementor-element elementor-element-dede92b e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"dede92b\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-71cb6ea e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"71cb6ea\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6b89afa elementor-widget elementor-widget-heading\" data-id=\"6b89afa\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u4ed3\u5e93\u7ea7\u4ee3\u7801\u7ffb\u8bd1<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2006c27 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2006c27\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62a6da5 elementor-widget elementor-widget-text-editor\" data-id=\"62a6da5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u7814\u7a76\u5de5\u4e1a\u7ea7\u4ee3\u7801\u7ffb\u8bd1\uff0c\u57fa\u4e8eKnowledge-driven \u5b9e\u73b0\u4ed3\u5e93\u7ea7\u4ee3\u7801\u7ffb\u8bd1\u667a\u80fd\u4f53<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9e59a5b e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"9e59a5b\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-45e5177 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"45e5177\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bfc2f6c elementor-widget elementor-widget-heading\" data-id=\"bfc2f6c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u80cc\u666f\u75db\u70b9\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8dd49ce elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"8dd49ce\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-43038ae elementor-widget elementor-widget-image\" data-id=\"43038ae\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"643\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724723-1024x643.png\" class=\"attachment-large size-large wp-image-1760\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724723-1024x643.png 1024w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724723-300x188.png 300w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724723-768x482.png 768w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724723.png 1267w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf2ca40 elementor-widget elementor-widget-text-editor\" data-id=\"cf2ca40\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u7ffb\u8bd1\u573a\u666f\u4e2d\u4ed3\u5e93\u7ea7\u522b\u4e0a\u4e0b\u6587\u5e26\u6765\u7684\u6311\u6218\u4ecd\u662f\u672a\u77e5<\/li><li>\u5982\u4f55\u6709\u6548\u89e3\u51b3\u4ed3\u5e93\u7ea7\u522b\u4e0a\u4e0b\u6587\u5e26\u6765\u7684\u95ee\u9898\u4e0e\u6311\u6218\u4ecd\u662f\u672a\u77e5<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-56bc61b e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"56bc61b\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-52fec39 elementor-widget elementor-widget-heading\" data-id=\"52fec39\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u89e3\u51b3\u65b9\u6848\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3233be6 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"3233be6\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f100ad elementor-widget elementor-widget-image\" data-id=\"0f100ad\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1197\" height=\"927\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724724.png\" class=\"attachment-2048x2048 size-2048x2048 wp-image-1761\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724724.png 1197w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724724-300x232.png 300w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724724-1024x793.png 1024w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724724-768x595.png 768w\" sizes=\"(max-width: 1197px) 100vw, 1197px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-33e47a1 elementor-widget elementor-widget-text-editor\" data-id=\"33e47a1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u6784\u5efa\u5168\u9762\u4e14\u7ec6\u7c92\u5ea6\u7684\u8bc4\u4f30\u6846\u67b6\u548c\u51c6\u5219<\/p><\/li><li><p>\u6784\u5efa\u57fa\u4e8e\u81ea\u6f14\u5316\u7684\u4e09\u91cd\u77e5\u8bc6\u9a71\u52a8\u7684\u4ee3\u7801\u7ffb\u8bd1\u667a\u80fd\u4f53<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7cb9c2d e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"7cb9c2d\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2a1d27a elementor-widget elementor-widget-heading\" data-id=\"2a1d27a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u7814\u7a76\u6210\u679c\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-04354ea elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"04354ea\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39031c2 elementor-widget elementor-widget-image\" data-id=\"39031c2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"553\" height=\"251\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724725.png\" class=\"attachment-2048x2048 size-2048x2048 wp-image-1762\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724725.png 553w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724725-300x136.png 300w\" sizes=\"(max-width: 553px) 100vw, 553px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bfdcaa elementor-widget elementor-widget-text-editor\" data-id=\"6bfdcaa\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u76f8\u6bd4\u4e8e\u73b0\u6709\u65b9\u6cd5\u76f8\u5bf9\u63d0\u5347\u7387\u6700\u9ad8\u8fbe\u5230 <b>135.9%<\/b>\uff0c\u7ffb\u8bd1\u6210\u529f\u7387\u4e3a<b>82.1%<\/b><\/p><\/li><li><p><b><\/b>\u4ec5\u57281\u6b21\u4eba\u5de5\u4ecb\u5165\u7684\u6761\u4ef6\u4e0b\uff0c\u5bf9Open Harmony\u7684\u5b50\u6a21\u5757\u7ffb\u8bd1\u6210\u529f\u7387\u8fbe\u5230<b>85%<\/b><\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1885bb elementor-widget elementor-widget-text-editor\" data-id=\"e1885bb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>RustRepoTrans: Repository-level Context Code Translation Benchmark Targeting Rust\uff0cASE2025<\/p><p>K3Trans: Evolving Triple Knowledge-Augmented LLMs for Code Translation in Repository Context, Arxiv<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-18182811811\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-18182811811\" data-tab-index=\"11\" style=\"--n-tabs-title-order: 11;\" class=\" elementor-element elementor-element-7f8469a e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"7f8469a\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0f0638d e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"0f0638d\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c4a2509 elementor-widget elementor-widget-heading\" data-id=\"c4a2509\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u591a\u6a21\u6001\u4ee3\u7801\u6ce8\u91ca\u81ea\u52a8\u66f4\u65b0\u667a\u80fd\u4f53<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f8f91a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"1f8f91a\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e4488a7 elementor-widget elementor-widget-text-editor\" data-id=\"e4488a7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u5229\u7528\u6f14\u5316\u4fe1\u606f\u5b9e\u73b0\u6ce8\u91ca\u81ea\u52a8\u66f4\u65b0\uff0c\u786e\u4fdd\u667a\u80fd\u4f53\u5728\u8f6f\u4ef6\u957f\u671f\u7ef4\u62a4\u4e2d\u7684\u6280\u672f\u9c81\u68d2\u6027<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b751ce9 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"b751ce9\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-e9808b7 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"e9808b7\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3cc81ac elementor-widget elementor-widget-heading\" data-id=\"3cc81ac\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u8def\u7ebf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-995fe89 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"995fe89\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bbf8923 elementor-widget elementor-widget-image\" data-id=\"bbf8923\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"719\" height=\"347\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724726.png\" class=\"attachment-large size-large wp-image-1763\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724726.png 719w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724726-300x145.png 300w\" sizes=\"(max-width: 719px) 100vw, 719px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d54eef elementor-widget elementor-widget-text-editor\" data-id=\"5d54eef\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u6784\u5efa AST \u5dee\u5206\u56fe\u523b\u753b\u4ee3\u7801\u7ed3\u6784\u53d8\u5316<\/p><\/li><li><p>Transformer \u7f16\u7801\u6ce8\u91ca\u4e0e\u4ee3\u7801\u7f16\u8f91\u5e8f\u5217<\/p><\/li><li><p>\u878d\u5408\u7ed3\u6784\u4e0e\u5e8f\u5217\u4fe1\u606f\u751f\u6210\u65b0\u6ce8\u91ca<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5099c56 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"5099c56\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2830024 elementor-widget elementor-widget-heading\" data-id=\"2830024\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u7814\u7a76\u6210\u679c\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ecb80a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2ecb80a\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92b0c12 elementor-widget elementor-widget-image\" data-id=\"92b0c12\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"833\" height=\"322\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724727.png\" class=\"attachment-2048x2048 size-2048x2048 wp-image-1764\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724727.png 833w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724727-300x116.png 300w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724727-768x297.png 768w\" sizes=\"(max-width: 833px) 100vw, 833px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7844db8 elementor-widget elementor-widget-text-editor\" data-id=\"7844db8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u5728 Accuracy \u4e0e Recall@5 \u4e0a\u8fbe\u5230\u6700\u4f18\u6027\u80fd<\/p><\/li><li><p>\u663e\u8457\u63d0\u5347\u975e\u4ee3\u7801\u6307\u793a\u578b\u66f4\u65b0\uff08NCIU\uff09\u6548\u679c<\/p><\/li><li><p>\u4ee3\u7801\u7ed3\u6784\u5efa\u6a21\u5e26\u6765\u7a33\u5b9a\u4e14\u53ef\u89e3\u91ca\u7684\u6027\u80fd\u589e\u76ca<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f85c12 elementor-widget elementor-widget-text-editor\" data-id=\"7f85c12\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Yinan Chen et al. TG-CUP: A Transformer and GNN-Based Multi-Modal Comment Updating Method. TOSEM (CCF-A\u7c7b)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-18182811812\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-18182811812\" data-tab-index=\"12\" style=\"--n-tabs-title-order: 12;\" class=\" elementor-element elementor-element-43eb8d2 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"43eb8d2\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2245004 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"2245004\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d880690 elementor-widget elementor-widget-heading\" data-id=\"d880690\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u9762\u5411\u4ee3\u7801\u7f16\u8f91\u7684\u6307\u4ee4\u6570\u636e\u5408\u6210<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f0e594 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5f0e594\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5d1cac elementor-widget elementor-widget-text-editor\" data-id=\"e5d1cac\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u901a\u8fc7\u9ad8\u8d28\u91cf\u5408\u6210\u6570\u636e\u63d0\u5347\u5fae\u8c03\u8d28\u91cf\u667a\u80fd\u4f53\uff0c\u5f3a\u5316\u667a\u80fd\u4f53\u7684\u4efb\u52a1\u53ef\u9760\u6027<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-488775e e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"488775e\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-275c231 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"275c231\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-94b511f elementor-widget elementor-widget-heading\" data-id=\"94b511f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u8def\u7ebf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68b1ffb elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"68b1ffb\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c7f925d elementor-widget elementor-widget-image\" data-id=\"c7f925d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"491\" height=\"209\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724728.png\" class=\"attachment-large size-large wp-image-1765\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724728.png 491w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724728-300x128.png 300w\" sizes=\"(max-width: 491px) 100vw, 491px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c4e41e elementor-widget elementor-widget-text-editor\" data-id=\"0c4e41e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u4ece\u4e24\u4e2a\u4e0d\u540c\u7684\u4ee3\u7801\u6587\u4ef6\u4e2d\u968f\u673a\u62bd\u53d6\u4ee3\u7801\u7247\u6bb5<\/p><\/li><li><p>\u4f7f\u7528\u4e24\u4e2a\u5f00\u6e90\u5927\u6a21\u578b\u7531\u4ee3\u7801\u7247\u6bb5\u751f\u6210\u4fee\u6539\u524d\/\u540e\u4ee3\u7801\u548c\u6307\u4ee4<\/p><\/li><li><p>\u901a\u8fc7diff\u548ctopic filtering\u63d0\u5347\u6570\u636e\u6574\u4f53\u8d28\u91cf<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-56973d3 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"56973d3\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3bcef6c elementor-widget elementor-widget-heading\" data-id=\"3bcef6c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u7814\u7a76\u6210\u679c\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e4ceea elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"3e4ceea\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a2c6594 elementor-widget elementor-widget-image\" data-id=\"a2c6594\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"527\" height=\"251\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724729.png\" class=\"attachment-2048x2048 size-2048x2048 wp-image-1766\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724729.png 527w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724729-300x143.png 300w\" sizes=\"(max-width: 527px) 100vw, 527px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b06c3e elementor-widget elementor-widget-text-editor\" data-id=\"6b06c3e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>\u5fae\u8c03\u6570\u636e\u53ef\u5e94\u7528\u4e8e\u4efb\u4f55\u57fa\u5ea7\u6a21\u578b\u7684\u6307\u4ee4\u5fae\u8c03<\/p><\/li><li><p>\u5fae\u8c03\u540e\u7684\u6a21\u578b\u4ee3\u7801\u7f16\u8f91\u6027\u80fd\u5f97\u5230\u660e\u663e\u63d0\u5347<\/p><\/li><li><p>\u57fa\u4e8e\u8f83\u65b0\u57fa\u5ea7\u6a21\u578b\u5fae\u8c03\u540e\uff0c\u4ee3\u7801\u7f16\u8f91\u6027\u80fd\u63a5\u8fd1GPT-4<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7859896 elementor-widget elementor-widget-text-editor\" data-id=\"7859896\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Zekai Zhang et al. OpenCodeEdit: Synthesizing Instruction-Tuning Data for Code Editing with Open-Source LLMs. FSE&#8217;26 \u5728\u6295 (CCF-A\u7c7b)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-18182811813\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-18182811813\" data-tab-index=\"13\" style=\"--n-tabs-title-order: 13;\" class=\" elementor-element elementor-element-86362b6 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"86362b6\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4632ca7 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"4632ca7\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a6e3cfc elementor-widget elementor-widget-heading\" data-id=\"a6e3cfc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">LLM\u5728\u4fe1\u606f\u62bd\u53d6\u4e2d\u7684\u4f2a\u5173\u8054\u73b0\u8c61<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae456a9 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ae456a9\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4310cc9 elementor-widget elementor-widget-text-editor\" data-id=\"4310cc9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u7814\u7a76\u95ee\u9898<\/strong>\uff1a\u8bc6\u522b\u5e76\u6d88\u9664\u4fe1\u606f\u62bd\u53d6\u4e2d\u7684\u4f2a\u5173\u8054\uff0c\u589e\u5f3a\u667a\u80fd\u4f53\u5728\u590d\u6742\u73af\u5883\u4e0b\u62bd\u53d6\u7684\u53ef\u9760\u6027<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1901d7e e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"1901d7e\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-4b2f3a2 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"4b2f3a2\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fdd19b5 elementor-widget elementor-widget-heading\" data-id=\"fdd19b5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6280\u672f\u8def\u7ebf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d4f55f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"4d4f55f\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2836313 elementor-widget elementor-widget-image\" data-id=\"2836313\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"546\" height=\"158\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724730.png\" class=\"attachment-full size-full wp-image-1767\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724730.png 546w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724730-300x87.png 300w\" sizes=\"(max-width: 546px) 100vw, 546px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b2cc47 elementor-widget elementor-widget-text-editor\" data-id=\"5b2cc47\" data-element_type=\"widget\" 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data-id=\"beaf4e4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"412\" height=\"271\" src=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724731.png\" class=\"attachment-full size-full wp-image-1768\" alt=\"\" srcset=\"https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724731.png 412w, https:\/\/trustedagent.cn\/wp-content\/uploads\/2025\/12\/\u56fe\u724731-300x197.png 300w\" sizes=\"(max-width: 412px) 100vw, 412px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d1673b3 elementor-widget elementor-widget-text-editor\" data-id=\"d1673b3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><p>LLM\u5728\u4e2d\u82f1\u6587\u6570\u636e\u96c6\u7684RE\u3001NER\u548cED\u4efb\u52a1\u4e2d\u5747\u666e\u904d\u5b58\u5728\u4f2a\u5173\u8054\u73b0\u8c61<\/p><\/li><li><p>\u4f2a\u5173\u8054\u73b0\u8c61\u975e\u5e38\u663e\u8457\uff0cChatGPT\u4e2d\u8d85\u8fc760%\u7684\u6709\u6548\u6269\u5c55\u6807\u7b7e\u4e0e\u539f\u59cb\u6807\u7b7e\u5728\u8bed\u4e49\u4e0a\u662f\u65e0\u5173\u7684\u3002<\/p><\/li><li><p>\u5229\u7528\u6269\u5c55\u6807\u7b7e\u663e\u8457\u589e\u5f3a\u4e86LLM\u7684\u4fe1\u606f\u62bd\u53d6\u6027\u80fd<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7f4119 elementor-widget elementor-widget-text-editor\" data-id=\"a7f4119\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>W Zhang, J Liu* et al. Unexpected phenomenon: LLMs&#8217; spurious associations in information extraction. 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ACM MM&#8217;25 (CCF-A\u7c7b) \u667a\u80fd\u4f53\u4ee3\u7801\u641c\u7d22 \u7814\u7a76\u95ee\u9898\uff1a\u63a2\u7a76\u901a\u8fc7\u4ec5\u89e3\u7801\u5927\u6a21\u578b\u8fdb\u884c\u4ee3\u7801\u68c0\u7d22\u7684\u53ef\u884c\u6027 \u6280\u672f\u8def\u7ebf \u8c03\u781411\u4e2aSOTA\u7684\u4ec5\u89e3\u7801LLMs\u4ee3\u7801\u641c\u7d22\u80fd\u529b 8\u4e2a\u4e0d\u540c\u7ef4\u5ea6\u8fdb\u884c\u5168\u9762\u8003\u5bdf(Zero-shot\u3001\u5fae\u8c03\u3001\u5355\u8bed\u8a00\u5fae\u8c03\u3001\u8bad\u7ec3\u6570\u636e\u3001\u6a21\u578b\u5c3a\u5bf8\u3001\u8fd0\u884c\u5f00\u9500\u3001\u8bad\u7ec3\u6548\u7387&#8230;) \u7814\u7a76\u6210\u679c \u5fae\u8c03\u540eCodeGemma\u5728\u6d4b\u8bd5\u4ec5\u89e3\u7801LLMs\u4e2d\u8868\u73b0\u6700\u4f73 \u5728\u4ee3\u7801\u641c\u7d22\u9886\u57df\u6a21\u578b\u5c3a\u5bf8\u5e76\u975e\u8d8a\u5927\u8d8a\u597d \u4e30\u5bcc\u591a\u6837\u7684\u8bad\u7ec3\u6570\u636e\u6709\u52a9\u4e8e\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u6027\u80fd Yuxuan Chen, Mingwei Liu et al. 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ICSE&#8217;23 (CCF-A\u7c7b<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"disabled","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"enabled","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-1729","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/trustedagent.cn\/index.php?rest_route=\/wp\/v2\/pages\/1729","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/trustedagent.cn\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/trustedagent.cn\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/trustedagent.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/trustedagent.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1729"}],"version-history":[{"count":10,"href":"https:\/\/trustedagent.cn\/index.php?rest_route=\/wp\/v2\/pages\/1729\/revisions"}],"predecessor-version":[{"id":1771,"href":"https:\/\/trustedagent.cn\/index.php?rest_route=\/wp\/v2\/pages\/1729\/revisions\/1771"}],"wp:attachment":[{"href":"https:\/\/trustedagent.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1729"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}