{"id":1840,"date":"2025-05-28T22:33:34","date_gmt":"2025-05-28T14:33:34","guid":{"rendered":"https:\/\/tongjicdi.com\/?p=1840"},"modified":"2025-05-29T22:37:45","modified_gmt":"2025-05-29T14:37:45","slug":"align-with-me-not-to-me-how-people-perceive-concept-alignment-with-llm-powered-conversational-agents","status":"publish","type":"post","link":"https:\/\/tongjicdi.com\/index.php\/2025\/05\/28\/align-with-me-not-to-me-how-people-perceive-concept-alignment-with-llm-powered-conversational-agents\/","title":{"rendered":"Align with Me, Not TO Me: How People Perceive Concept Alignment with LLM-Powered Conversational Agents"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1840\" class=\"elementor elementor-1840\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6b30cf7a e-flex e-con-boxed e-con e-parent\" data-id=\"6b30cf7a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4322b341 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"4322b341\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.22.0 - 24-06-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"291\" src=\"https:\/\/tongjicdi.com\/wp-content\/uploads\/2025\/05\/Capture-2025-05-29-223425-1024x372.png\" class=\"attachment-large size-large wp-image-1845\" alt=\"\" srcset=\"https:\/\/tongjicdi.com\/wp-content\/uploads\/2025\/05\/Capture-2025-05-29-223425-1024x372.png 1024w, https:\/\/tongjicdi.com\/wp-content\/uploads\/2025\/05\/Capture-2025-05-29-223425-300x109.png 300w, https:\/\/tongjicdi.com\/wp-content\/uploads\/2025\/05\/Capture-2025-05-29-223425-768x279.png 768w, https:\/\/tongjicdi.com\/wp-content\/uploads\/2025\/05\/Capture-2025-05-29-223425-1536x558.png 1536w, https:\/\/tongjicdi.com\/wp-content\/uploads\/2025\/05\/Capture-2025-05-29-223425-2048x744.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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<div class=\"elementor-element elementor-element-627a6381 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"627a6381\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.22.0 - 24-06-2024 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h1 class=\"elementor-heading-title elementor-size-default\">Align with Me, Not TO Me: How People Perceive Concept Alignment with LLM-Powered Conversational Agents<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40ed3735 elementor-widget elementor-widget-text-editor\" data-id=\"40ed3735\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.22.0 - 24-06-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span role=\"listitem\"><span class=\"dropBlock\">Shengchen\u00a0Zhang<\/span><\/span>, <span role=\"listitem\"><span class=\"dropBlock\">Weiwei\u00a0Guo<\/span><\/span>, <span role=\"listitem\"><span class=\"dropBlock\">Xiaohua\u00a0Sun<\/span><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-43f5284f elementor-widget elementor-widget-text-editor\" data-id=\"43f5284f\" data-element_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<p>CHI&#8217;25 EA<\/p>\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 class=\"elementor-element elementor-element-46bd195 e-flex e-con-boxed e-con e-parent\" data-id=\"46bd195\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-400e697a elementor-widget elementor-widget-heading\" data-id=\"400e697a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u6458\u8981\/Abstract<\/h2>\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 class=\"elementor-element elementor-element-1ecc8e07 e-flex e-con-boxed e-con e-parent\" data-id=\"1ecc8e07\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5e55938a e-con-full e-flex e-con e-child\" data-id=\"5e55938a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-51c53c0a elementor-widget elementor-widget-text-editor\" data-id=\"51c53c0a\" data-element_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<p>\u6982\u5ff5\u5bf9\u9f50\u2014\u2014\u5efa\u7acb\u6982\u5ff5\u7684\u5171\u540c\u7406\u89e3\u2014\u2014\u5bf9\u4e8e\u4eba\u7c7b\u4e0e\u4ee3\u7406\u4eba\u7684\u6c9f\u901a\u81f3\u5173\u91cd\u8981\u3002\u867d\u7136\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e3a\u5bf9\u8bdd\u4ee3\u7406\u63d0\u4f9b\u4e86\u7c7b\u4f3c\u4eba\u7c7b\u7684\u5bf9\u8bdd\u80fd\u529b\uff0c\u4f46\u7531\u4e8e\u7f3a\u4e4f\u5bf9\u4eba\u4eec\u5173\u4e8e\u6982\u5ff5\u5bf9\u9f50\u611f\u77e5\u548c\u671f\u671b\u7684\u7814\u7a76\uff0c\u963b\u788d\u4e86\u6709\u6548 LLM \u4ee3\u7406\u7684\u8bbe\u8ba1\u3002\u672c\u6587\u4ecb\u7ecd\u4e86\u4e24\u9879\u5b9e\u9a8c\u5ba4\u7814\u7a76\u7684\u7ed3\u679c\uff0c\u5206\u522b\u6d89\u53ca\u4eba\u4e0e\u4eba\u4ee5\u53ca\u4eba\u4e0e\u4ee3\u7406\u4eba\u7684\u914d\u5bf9\uff0c\u5e76\u4f7f\u7528\u4e86\u6982\u5ff5\u5bf9\u9f50\u4efb\u52a1\u3002\u5b9a\u91cf\u548c\u5b9a\u6027\u5206\u6790\u63ed\u793a\u4e86\u53ef\u80fd\uff08\u4e0d\uff09\u6709\u52a9\u4e8e\u5bf9\u8bdd\u7684\u884c\u4e3a\uff0c\u4eba\u4eec\u5982\u4f55\u611f\u77e5\u548c\u9002\u5e94\u4ee3\u7406\uff0c\u4ee5\u53ca\u4ed6\u4eec\u7684\u5148\u5165\u4e4b\u89c1\u548c\u671f\u671b\u3002\u901a\u8fc7\u8fd9\u9879\u5de5\u4f5c\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u6982\u5ff5\u5bf9\u9f50\u7684\u534f\u540c\u9002\u5e94\u6027\u548c\u534f\u4f5c\u6027\uff0c\u5e76\u786e\u5b9a\u4e86\u6f5c\u5728\u7684\u8bbe\u8ba1\u56e0\u7d20\u53ca\u5176\u6743\u8861\uff0c\u52fe\u52d2\u51fa\u6982\u5ff5\u5bf9\u9f50\u5bf9\u8bdd\u7684\u8bbe\u8ba1\u7a7a\u95f4\u3002\u6700\u540e\uff0c\u6211\u4eec\u547c\u5401\u5728\u4e0a\u4e0b\u6587\u4e2d\u7406\u89e3 LLMs \u7684\u6982\u5ff5\u5bf9\u9f50\u7684\u8bbe\u8ba1\u5e08\u52aa\u529b\uff0c\u5e76\u63d0\u51fa\u7ed3\u5408\u7406\u8bba\u6307\u5bfc\u548c LLM \u9a71\u52a8\u65b9\u6cd5\u7684\u6280\u672f\u52aa\u529b\u3002<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-70aae67c e-con-full e-flex e-con e-child\" data-id=\"70aae67c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-15f8ec36 elementor-widget elementor-widget-text-editor\" data-id=\"15f8ec36\" data-element_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\tConcept alignment\u2014building a shared understanding of concepts\u2014is essential for human and human-agent communication. While large language models (LLMs) promise human-like dialogue capabilities for conversational agents, the lack of studies to understand people\u2019s perceptions and expectations of concept alignment hinders the design of effective LLM agents. This paper presents results from two lab studies with human-human and human-agent pairs using a concept alignment task. Quantitative and qualitative analysis reveals and contextualizes potentially (un)helpful dialogue behaviors, how people perceived and adapted to the agent, as well as their preconceptions and expectations. Through this work, we demonstrate the co-adaptive and collaborative nature of concept alignment and identify potential design factors and their trade-offs, sketching the design space of concept alignment dialogues. We conclude by calling for designerly endeavors on understanding concept alignment with LLMs in context, as well as technical efforts to combine theory-informed and LLM-driven approaches.  \t\t\t\t\t\t<\/div>\n\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 class=\"elementor-element elementor-element-207147b3 e-flex e-con-boxed e-con e-parent\" data-id=\"207147b3\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac4d025 elementor-widget elementor-widget-spacer\" data-id=\"ac4d025\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.22.0 - 24-06-2024 *\/\n.elementor-column 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elementor-size-default\">\u76f8\u5173\u4fe1\u606f\/Info<\/h2>\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 class=\"elementor-element elementor-element-14526d0 e-flex e-con-boxed e-con e-parent\" data-id=\"14526d0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-17f0d7d9 e-con-full e-flex e-con e-child\" data-id=\"17f0d7d9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6b8f1da8 elementor-widget elementor-widget-heading\" data-id=\"6b8f1da8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u4f5c\u8005\/Authors<br><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-615e4686 elementor-widget elementor-widget-heading\" data-id=\"615e4686\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u94fe\u63a5\/Link<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-43ce3594 e-con-full e-flex e-con e-child\" data-id=\"43ce3594\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-46f519a elementor-widget elementor-widget-text-editor\" data-id=\"46f519a\" data-element_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<p><span role=\"listitem\"><span class=\"dropBlock\">Shengchen\u00a0Zhang<\/span><\/span>, <span role=\"listitem\"><span class=\"dropBlock\">Weiwei\u00a0Guo<\/span><\/span>, <span role=\"listitem\"><span class=\"dropBlock\">Xiaohua\u00a0Sun<\/span><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fb6ea65 elementor-widget elementor-widget-text-editor\" data-id=\"5fb6ea65\" data-element_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<p>https:\/\/dl.acm.org\/doi\/10.1145\/3706599.3720126<\/p>\t\t\t\t\t\t<\/div>\n\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 class=\"elementor-element elementor-element-6986dfc4 e-flex e-con-boxed e-con e-parent\" data-id=\"6986dfc4\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-53dea571 elementor-widget elementor-widget-spacer\" data-id=\"53dea571\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1ce1697d e-flex e-con-boxed e-con e-parent\" data-id=\"1ce1697d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-193623b elementor-widget elementor-widget-spacer\" data-id=\"193623b\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4c96aaab e-flex e-con-boxed e-con e-parent\" data-id=\"4c96aaab\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element 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><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item elementor-animated-content\" href=\"https:\/\/tongjicdi.com\/wp-content\/uploads\/2025\/05\/Capture-2025-05-29-223416.png\" data-elementor-open-lightbox=\"no\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/tongjicdi.com\/wp-content\/uploads\/2025\/05\/Capture-2025-05-29-223416.png\" data-width=\"1033\" data-height=\"895\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item elementor-animated-content\" href=\"https:\/\/tongjicdi.com\/wp-content\/uploads\/2025\/05\/Capture-2025-05-29-223453.png\" data-elementor-open-lightbox=\"no\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/tongjicdi.com\/wp-content\/uploads\/2025\/05\/Capture-2025-05-29-223453.png\" data-width=\"1007\" data-height=\"423\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Concept alignment\u2014building a shared understanding of concepts\u2014is essential for human and human-agent communication. While large language models (LLMs) promise human-like dialogue capabilities for conversational agents, the lack of studies to understand people\u2019s perceptions and expectations of concept alignment hinders the design of effective LLM agents. This paper presents results from two lab studies with human-human and human-agent pairs using a concept alignment task. Quantitative and qualitative analysis reveals and contextualizes potentially (un)helpful dialogue behaviors, how people perceived and adapted to the agent, as well as their preconceptions and expectations. Through this work, we demonstrate the co-adaptive and collaborative nature of concept alignment and identify potential design factors and their trade-offs, sketching the design space of concept alignment dialogues. We conclude by calling for designerly endeavors on understanding concept alignment with LLMs in context, as well as technical efforts to combine theory-informed and LLM-driven approaches.  <\/p>\n","protected":false},"author":1,"featured_media":1845,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[28,13],"tags":[],"class_list":["post-1840","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-13"],"_links":{"self":[{"href":"https:\/\/tongjicdi.com\/index.php\/wp-json\/wp\/v2\/posts\/1840","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tongjicdi.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tongjicdi.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tongjicdi.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tongjicdi.com\/index.php\/wp-json\/wp\/v2\/comments?post=1840"}],"version-history":[{"count":7,"href":"https:\/\/tongjicdi.com\/index.php\/wp-json\/wp\/v2\/posts\/1840\/revisions"}],"predecessor-version":[{"id":1855,"href":"https:\/\/tongjicdi.com\/index.php\/wp-json\/wp\/v2\/posts\/1840\/revisions\/1855"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tongjicdi.com\/index.php\/wp-json\/wp\/v2\/media\/1845"}],"wp:attachment":[{"href":"https:\/\/tongjicdi.com\/index.php\/wp-json\/wp\/v2\/media?parent=1840"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tongjicdi.com\/index.php\/wp-json\/wp\/v2\/categories?post=1840"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tongjicdi.com\/index.php\/wp-json\/wp\/v2\/tags?post=1840"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}