{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,2]],"date-time":"2026-06-02T11:58:24Z","timestamp":1780401504773,"version":"3.54.1"},"reference-count":50,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T00:00:00Z","timestamp":1761436800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T00:00:00Z","timestamp":1761436800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,10,26]]},"DOI":"10.1109\/iccad66269.2025.11240750","type":"proceedings-article","created":{"date-parts":[[2025,11,20]],"date-time":"2025-11-20T18:39:34Z","timestamp":1763663974000},"page":"1-9","source":"Crossref","is-referenced-by-count":2,"title":["Revolution or Hype? Seeking the Limits of Large Models in Hardware Design"],"prefix":"10.1109","author":[{"given":"Qiang","family":"Xu","sequence":"first","affiliation":[{"name":"The Chinese University of Hong Kong"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Leon","family":"Stok","sequence":"additional","affiliation":[{"name":"IBM"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rolf","family":"Drechsler","sequence":"additional","affiliation":[{"name":"University of Bremen,DFKI"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xi","family":"Wang","sequence":"additional","affiliation":[{"name":"Southeast University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Grace Li","family":"Zhang","sequence":"additional","affiliation":[{"name":"TU Darmstadt"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Igor L.","family":"Markov","sequence":"additional","affiliation":[{"name":"Synopsys"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Global semiconductor sales increase 19.1% in 2024; double-digit growth projected in 2025","year":"2025"},{"key":"ref2","article-title":"The semiconductor decade: A trillion-dollar industry","volume-title":"Tech. Rep.","author":"Burkacky","year":"2022"},{"key":"ref3","article-title":"Electronic design automation (eda) global market report 2025","volume-title":"Tech. Rep.","year":"2025"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1145\/3451179"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1145\/3715324"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3649329.3658493"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.23919\/date58400.2024.10546707"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.23919\/date58400.2024.10546729"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/tcad.2024.3483089"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i1.32007"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/s11432-024-4155-7"},{"key":"ref12","article-title":"Chipgpt: How far are we from natural language hardware design","author":"Chang","year":"2023"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3718088"},{"key":"ref14","article-title":"Comprehensive Verilog design problems: A next-generation benchmark dataset for evaluating large language models and agents on rtl design and verification","author":"Pinckney","year":"2025"},{"key":"ref15","first-page":"40 145","article-title":"Betterv: Controlled verilog generation with discriminative guidance","volume-title":"ICML","author":"Pei","year":"2024"},{"key":"ref16","article-title":"Deeprtl: Bridging verilog understanding and generation with a unified representation model","author":"Liu","year":"2025","journal-title":"ICLR"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2025.findings-acl.336"},{"key":"ref18","article-title":"Synthai: A multi agent generative ai framework for automated modular hls design generation","author":"Sheikholeslam","year":"2024"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/3658617.3697756"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2025.findings-naacl.449"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3649329.3657353"},{"key":"ref22","article-title":"Chipnemo: Domain-adapted llms for chip design","author":"Liu","year":"2023"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3676536.3676730"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3698364.3705347"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/3676536.3676775"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/3489517.3530497"},{"key":"ref27","first-page":"24 019","article-title":"Maskplace: Fast chip placement via reinforced visual representation learning","volume":"35","author":"Lai","year":"2022","journal-title":"NeurIPS"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/3676536.3676791"},{"key":"ref29","article-title":"Deepcell: Self-supervised multiview fusion for circuit representation learning","author":"Shi","year":"2025","journal-title":"ICCAD"},{"key":"ref30","article-title":"Circuitfusion: Multimodal circuit representation learning for agile chip design","author":"Fang","year":"2025","journal-title":"ICLR"},{"key":"ref31","article-title":"Autochip: Automating hdl generation using llm feedback","author":"Thakur","year":"2023"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/MLCAD62225.2024.10740250"},{"key":"ref33","article-title":"Uvllm: An automated universal rtl verification framework using llms","author":"Hu","year":"2025","journal-title":"DAC"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/ATS64447.2024.10915476"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/coins65080.2025.11125767"},{"key":"ref36","article-title":"Chat-model: Automating reference model design and verification with llms","author":"Ye","year":"2025"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/3676536.3676801"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/ICLAD65226.2025.00026"},{"key":"ref39","article-title":"Is chain-of-thought reasoning of LLMs a mirage? a data distribution lens","author":"Zhao","year":"2025"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ICLAD65226.2025.00022"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/ICLAD65226.2025.00035"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1038\/s41586-024-08328-6"},{"key":"ref43","first-page":"108 012","article-title":"Transformers can do arithmetic with the right embeddings","volume":"37","author":"McLeish","year":"2024","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.70777\/si.v2i6.15919"},{"key":"ref45","article-title":"Measuring the impact of early-2025 AI on experienced open-source developer productivity","volume-title":"Tech. Rep.","author":"Becker","year":"2025"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.23919\/DATE64628.2025.10992873"},{"key":"ref47","article-title":"Genben: A generative benchmark for LLM-aided design","author":"Wan","year":"2025"},{"key":"ref48","article-title":"Fixme: Towards end-to-end benchmarking of llm-aided design verification","author":"Wan","year":"2025"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ICLAD65226.2025.00029"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/ISEDA65950.2025.11101194"}],"event":{"name":"2025 IEEE\/ACM International Conference On Computer Aided Design (ICCAD)","location":"Munich, Germany","start":{"date-parts":[[2025,10,26]]},"end":{"date-parts":[[2025,10,30]]}},"container-title":["2025 IEEE\/ACM International Conference On Computer Aided Design (ICCAD)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11240608\/11240621\/11240750.pdf?arnumber=11240750","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,21]],"date-time":"2025-11-21T05:43:52Z","timestamp":1763703832000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11240750\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,26]]},"references-count":50,"URL":"https:\/\/doi.org\/10.1109\/iccad66269.2025.11240750","relation":{},"subject":[],"published":{"date-parts":[[2025,10,26]]}}}