{"id":243882,"date":"2026-04-18T00:00:00","date_gmt":"2026-04-18T00:00:00","guid":{"rendered":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/?publications=from-natural-language-to-silicon-the-representation-bottleneck-in-llm-hardware-design"},"modified":"2026-04-18T00:00:00","modified_gmt":"2026-04-18T00:00:00","slug":"from-natural-language-to-silicon-the-representation-bottleneck-in-llm-hardware-design","status":"publish","type":"publications","link":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/?publications=from-natural-language-to-silicon-the-representation-bottleneck-in-llm-hardware-design","title":{"rendered":"From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design"},"content":{"rendered":"<p>Authors: W. Fu, Z. Wang, M. Shao, J. Knechtel, O. Sinanoglu, R. Karri, M. Shafique, X. Guo<\/p>\n<p><em>arXiv preprint arXiv:2604.17097; Apr. 2026<\/em><\/p>\n<div class=\"pub-meta\">\n  <span class=\"pub-badge badge-preprint\">Preprint<\/span><br \/>\n  <a href=\"https:\/\/arxiv.org\/pdf\/2604.17097.pdf\" target=\"_blank\">View Paper \u2197<\/a>\n<\/div>\n","protected":false},"featured_media":0,"template":"","categories":[1],"pub-type":[],"research-area":[],"pub-year":[29],"class_list":["post-243882","publications","type-publications","status-publish","hentry","category-uncategorized","pub-year-29"],"_links":{"self":[{"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=\/wp\/v2\/publications\/243882","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=\/wp\/v2\/publications"}],"about":[{"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=\/wp\/v2\/types\/publications"}],"wp:attachment":[{"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=243882"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=243882"},{"taxonomy":"pub-type","embeddable":true,"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=%2Fwp%2Fv2%2Fpub-type&post=243882"},{"taxonomy":"research-area","embeddable":true,"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=%2Fwp%2Fv2%2Fresearch-area&post=243882"},{"taxonomy":"pub-year","embeddable":true,"href":"https:\/\/sites.nyuad.nyu.edu\/ccs-ad\/index.php?rest_route=%2Fwp%2Fv2%2Fpub-year&post=243882"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}