{"id":7298,"date":"2023-05-22T08:47:42","date_gmt":"2023-05-22T08:47:42","guid":{"rendered":"https:\/\/www.sectorplandls.nl\/wordpress\/?p=7298"},"modified":"2023-05-22T09:03:34","modified_gmt":"2023-05-22T09:03:34","slug":"um-researchers-finding-the-law-enhancing-statutory-article-retrieval-via-graph-neural-networks","status":"publish","type":"post","link":"https:\/\/www.sectorplandls.nl\/wordpress\/news\/um-researchers-finding-the-law-enhancing-statutory-article-retrieval-via-graph-neural-networks\/","title":{"rendered":"UM researchers: &#8216;finding the law: enhancing statutory ARTICLE RETRIEVAL VIA GRAPH NEURAL NETWORKS&#8217;"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7298\" class=\"elementor elementor-7298\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7d53409c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7d53409c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7a30cb91\" data-id=\"7a30cb91\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2f8607fc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2f8607fc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7ed32877\" data-id=\"7ed32877\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-61544d9a elementor-widget elementor-widget-spacer\" data-id=\"61544d9a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-615494c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"615494c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6b916a11\" data-id=\"6b916a11\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1e31662c elementor-widget elementor-widget-heading\" data-id=\"1e31662c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-xxl\">UM Researchers propose model to automatically retrieve relevant legal provisions<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-731d8624 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"731d8624\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-25056714\" data-id=\"25056714\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2b203253 elementor-widget elementor-widget-spacer\" data-id=\"2b203253\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b191379 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b191379\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3e2ef13\" data-id=\"3e2ef13\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-64dcf0f elementor-widget elementor-widget-image\" data-id=\"64dcf0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aclanthology.org\/2023.eacl-main.203\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"235\" src=\"https:\/\/www.sectorplandls.nl\/wordpress\/wp-content\/uploads\/2023\/05\/Screenshot-1989-768x235.png\" class=\"attachment-medium_large size-medium_large wp-image-7301\" alt=\"\" srcset=\"https:\/\/www.sectorplandls.nl\/wordpress\/wp-content\/uploads\/2023\/05\/Screenshot-1989-768x235.png 768w, https:\/\/www.sectorplandls.nl\/wordpress\/wp-content\/uploads\/2023\/05\/Screenshot-1989-300x92.png 300w, https:\/\/www.sectorplandls.nl\/wordpress\/wp-content\/uploads\/2023\/05\/Screenshot-1989-1024x313.png 1024w, https:\/\/www.sectorplandls.nl\/wordpress\/wp-content\/uploads\/2023\/05\/Screenshot-1989-600x184.png 600w, https:\/\/www.sectorplandls.nl\/wordpress\/wp-content\/uploads\/2023\/05\/Screenshot-1989.png 1042w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ac80f16 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ac80f16\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-735a50d\" data-id=\"735a50d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-986e420 elementor-widget elementor-widget-spacer\" data-id=\"986e420\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-129045be elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"129045be\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-172bc953\" data-id=\"172bc953\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-1f634be1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1f634be1\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-19e5ee6f\" data-id=\"19e5ee6f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6a3003ea elementor-widget elementor-widget-text-editor\" data-id=\"6a3003ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>DlS researchers <strong>Antoine Louis<\/strong>, <strong>Gijs van Dijck<\/strong> and <strong>Gerasimos Spanakis<\/strong> from Maastricht University analysed how to automatically identify relevant legal provisions for a legal question.<\/p><p>This project forms part of their research on whether and how machines can help providing basic legal assistance to people. Their publication reveals the potential of statutory article retrieval (SAR), the task of retrieving statute law articles relevant to a legal question. It could improve the work efficiency of legal professionals and provide basic legal assistance to citizens in need at no costs.<\/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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2c66da39\" data-id=\"2c66da39\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-72c0473e elementor-widget elementor-widget-text-editor\" data-id=\"72c0473e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: left;\">While traditional approaches to searching for legal articles disregard the way that legal provisions are connected to each other, their approach uses this interconnectedness to significantly improve the search results compared to existing models. For this, they propose a novel graph-augmented dense statute retriever (G-DSR) model that incorporates the structure of legislation via a graph neural network to improve dense retrieval performance.<\/p><p>You can read the paper <a href=\"https:\/\/aclanthology.org\/2023.eacl-main.203\/\">here<\/a>.<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7a76f08 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7a76f08\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-466d3f2\" data-id=\"466d3f2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bba2f25 elementor-widget elementor-widget-image\" data-id=\"bba2f25\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"749\" src=\"https:\/\/www.sectorplandls.nl\/wordpress\/wp-content\/uploads\/2023\/05\/1684218750952.jpg\" class=\"attachment-large size-large wp-image-7300\" alt=\"\" srcset=\"https:\/\/www.sectorplandls.nl\/wordpress\/wp-content\/uploads\/2023\/05\/1684218750952.jpg 800w, https:\/\/www.sectorplandls.nl\/wordpress\/wp-content\/uploads\/2023\/05\/1684218750952-300x281.jpg 300w, https:\/\/www.sectorplandls.nl\/wordpress\/wp-content\/uploads\/2023\/05\/1684218750952-768x719.jpg 768w, https:\/\/www.sectorplandls.nl\/wordpress\/wp-content\/uploads\/2023\/05\/1684218750952-600x562.jpg 600w, https:\/\/www.sectorplandls.nl\/wordpress\/wp-content\/uploads\/2023\/05\/1684218750952-693x649.jpg 693w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-d712007\" data-id=\"d712007\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cda5536 elementor-widget elementor-widget-text-editor\" data-id=\"cda5536\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Antoine Louis presented their work at the <a href=\"https:\/\/2023.eacl.org\/\">17<sup>th<\/sup> Conference of the European Chapter of the association for Computational Linguistics<\/a>, held from May 2-6 in Dubrovnik, Croatia.<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1e416f49 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1e416f49\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-45f9be11\" data-id=\"45f9be11\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>UM Researchers propose model to automatically retrieve relevant legal provisions DlS researchers Antoine Louis, Gijs van Dijck and Gerasimos Spanakis [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":7301,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_canvas","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","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 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