{"id":393,"date":"2026-08-12T14:34:19","date_gmt":"2026-08-12T14:34:19","guid":{"rendered":"https:\/\/classlab.site\/?page_id=393"},"modified":"2026-08-12T14:34:19","modified_gmt":"2026-08-12T14:34:19","slug":"creative","status":"publish","type":"page","link":"https:\/\/classlab.site\/?page_id=393","title":{"rendered":"Creative"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Creative<\/h2>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-alpha-channel-opacity has-background\" style=\"margin-top:30px;margin-bottom:30px;background-color:#e3e9f1;color:#e3e9f1\"\/>\n\n\n<style>.kb-row-layout-id393_4f4312-23 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id393_4f4312-23 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id393_4f4312-23 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:repeat(2, minmax(0, 1fr));}.kb-row-layout-id393_4f4312-23 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id393_4f4312-23 > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id393_4f4312-23 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id393_4f4312-23 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column393_aab139-97 > .kt-inside-inner-col,.kadence-column393_aab139-97 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column393_aab139-97 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column393_aab139-97 > .kt-inside-inner-col{flex-direction:column;}.kadence-column393_aab139-97 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column393_aab139-97 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column393_aab139-97{position:relative;}@media all and (max-width: 1024px){.kadence-column393_aab139-97 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column393_aab139-97 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column393_aab139-97\"><div class=\"kt-inside-inner-col\">\n<p class=\"has-custom-css wp-custom-css-ea0bc683 wp-block-paragraph\">Using large multimodal models to assess creativity and generate game levels in Physics Playground\u2014toward scalable, valid measures of creative production.<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column393_79337f-ec > .kt-inside-inner-col,.kadence-column393_79337f-ec > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column393_79337f-ec > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column393_79337f-ec > .kt-inside-inner-col{flex-direction:column;}.kadence-column393_79337f-ec > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column393_79337f-ec > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column393_79337f-ec{position:relative;}@media all and (max-width: 1024px){.kadence-column393_79337f-ec > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column393_79337f-ec > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column393_79337f-ec\"><div class=\"kt-inside-inner-col\">\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/classlab.site\/wp-content\/uploads\/2026\/08\/Creative-1024x574.png\" alt=\"\" class=\"wp-image-381\" srcset=\"https:\/\/classlab.site\/wp-content\/uploads\/2026\/08\/Creative-1024x574.png 1024w, https:\/\/classlab.site\/wp-content\/uploads\/2026\/08\/Creative-300x168.png 300w, https:\/\/classlab.site\/wp-content\/uploads\/2026\/08\/Creative-768x430.png 768w, https:\/\/classlab.site\/wp-content\/uploads\/2026\/08\/Creative-1536x861.png 1536w, https:\/\/classlab.site\/wp-content\/uploads\/2026\/08\/Creative.png 2016w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div><\/div>\n\n<\/div><\/div>\n\n\n<h2 class=\"wp-block-heading\">Project Description<\/h2>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-alpha-channel-opacity has-background\" style=\"margin-top:30px;margin-bottom:30px;background-color:#e3e9f1;color:#e3e9f1\"\/>\n\n\n<style>.kb-row-layout-id393_5df81e-80 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id393_5df81e-80 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id393_5df81e-80 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:repeat(2, minmax(0, 1fr));}.kb-row-layout-id393_5df81e-80 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id393_5df81e-80 > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id393_5df81e-80 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id393_5df81e-80 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column393_6675b9-85 > .kt-inside-inner-col,.kadence-column393_6675b9-85 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column393_6675b9-85 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column393_6675b9-85 > .kt-inside-inner-col{flex-direction:column;}.kadence-column393_6675b9-85 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column393_6675b9-85 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column393_6675b9-85{position:relative;}@media all and (max-width: 1024px){.kadence-column393_6675b9-85 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column393_6675b9-85 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column393_6675b9-85\"><div class=\"kt-inside-inner-col\">\n<h3 class=\"wp-block-heading\">Overview<\/h3>\n\n\n\n<p class=\"has-custom-css wp-custom-css-11fc941a wp-block-paragraph\">We train and prompt LMMs to rate novelty, usefulness, and surprise of human-authored levels, compare to expert rubrics, and study bias and reliability.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Methods<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Multimodal prompting pipelines (image + text)<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Rater-agreement calibration vs. human experts<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Auto-generation with constraint checks for playability<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n<style>.kadence-column393_8bec2d-85 > .kt-inside-inner-col,.kadence-column393_8bec2d-85 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column393_8bec2d-85 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column393_8bec2d-85 > .kt-inside-inner-col{flex-direction:column;}.kadence-column393_8bec2d-85 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column393_8bec2d-85 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column393_8bec2d-85{position:relative;}@media all and (max-width: 1024px){.kadence-column393_8bec2d-85 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column393_8bec2d-85 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column393_8bec2d-85\"><div class=\"kt-inside-inner-col\"><style>.kadence-column393_0e45bb-12 > .kt-inside-inner-col,.kadence-column393_0e45bb-12 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column393_0e45bb-12 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column393_0e45bb-12 > .kt-inside-inner-col{flex-direction:column;}.kadence-column393_0e45bb-12 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column393_0e45bb-12 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column393_0e45bb-12{position:relative;}@media all and (max-width: 1024px){.kadence-column393_0e45bb-12 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column393_0e45bb-12 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column393_0e45bb-12\"><div class=\"kt-inside-inner-col\">\n<h3 class=\"wp-block-heading\">Project Details<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"margin-bottom:10px\"><strong>Lead<\/strong>: Dr. Seyedahmad Rahimi<\/li>\n\n\n\n<li style=\"margin-bottom:10px\"><strong>Sponsor<\/strong>: UF \/ Internal seed<\/li>\n\n\n\n<li style=\"margin-bottom:10px\"><strong>Funding:<\/strong>\u00a0&#8212;<\/li>\n\n\n\n<li style=\"margin-bottom:10px\"><strong>Duration:<\/strong>\u00a02024<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div><\/div>\n\n<\/div><\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Creative Using large multimodal models to assess creativity and generate game levels in Physics Playground\u2014toward scalable, valid measures of creative production. Project Description Overview We train and prompt LMMs to rate novelty, usefulness, and surprise of human-authored levels, compare to expert rubrics, and study bias and reliability. Methods Project Details<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-393","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/classlab.site\/index.php?rest_route=\/wp\/v2\/pages\/393","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/classlab.site\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/classlab.site\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/classlab.site\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/classlab.site\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=393"}],"version-history":[{"count":1,"href":"https:\/\/classlab.site\/index.php?rest_route=\/wp\/v2\/pages\/393\/revisions"}],"predecessor-version":[{"id":394,"href":"https:\/\/classlab.site\/index.php?rest_route=\/wp\/v2\/pages\/393\/revisions\/394"}],"wp:attachment":[{"href":"https:\/\/classlab.site\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=393"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}