{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T23:26:06Z","timestamp":1780356366842,"version":"3.54.1"},"reference-count":29,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,6,22]],"date-time":"2025-06-22T00:00:00Z","timestamp":1750550400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,6,22]],"date-time":"2025-06-22T00:00:00Z","timestamp":1750550400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,6,22]]},"DOI":"10.1109\/dac63849.2025.11133406","type":"proceedings-article","created":{"date-parts":[[2025,9,15]],"date-time":"2025-09-15T17:35:41Z","timestamp":1757957741000},"page":"1-7","source":"Crossref","is-referenced-by-count":5,"title":["PyraNet: A Multi-Layered Hierarchical Dataset for Verilog"],"prefix":"10.1109","author":[{"given":"Bardia","family":"Nadimi","sequence":"first","affiliation":[{"name":"University of South Florida,Dept. of Computer Science & Eng,Tampa,Florida,United States"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ghali Omar","family":"Boutaib","sequence":"additional","affiliation":[{"name":"University of South Florida,Dept. of Computer Science & Eng,Tampa,Florida,United States"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hao","family":"Zheng","sequence":"additional","affiliation":[{"name":"University of South Florida,Dept. of Computer Science & Eng,Tampa,Florida,United States"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Attention is all you need","author":"Vaswani","year":"2017"},{"key":"ref2","article-title":"Improving language understanding by generative pretraining","author":"Radford","year":"2018"},{"key":"ref3","article-title":"Bert","volume-title":"Pre-training of deep bidirectional transformers for language understanding","author":"Devlin","year":"2018"},{"key":"ref4","article-title":"Lamda: Language models for dialog applications","author":"Cohen","year":"2022","journal-title":"arXiv"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/MWSCAS57524.2023.10406038"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ICRC64395.2024.10937006"},{"key":"ref7","first-page":"165","article-title":"Impact of aggregation function randomization against model poisoning in federated learning","volume-title":"TrustCom Proceedings Series","author":"Nabavirazavi"},{"key":"ref8","first-page":"213","article-title":"HardFails: Insights into Software-Exploitable hardware bugs","volume-title":"28th USENIX Security Symposium (USENIX Security 19)","author":"Dessouky"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.23919\/DATE56975.2023.10137086"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ICCAD57390.2023.10323812"},{"key":"ref11","article-title":"Chipgpt","volume-title":"How far are we from natural language hardware design","author":"Chang","year":"2023"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ASP-DAC58780.2024.10473904"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/MLCAD58807.2023.10299874"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICCAD57390.2023.10323953"},{"key":"ref15","article-title":"Chipnemo: Domain-adapted 1 lms for chip design","author":"Liu","year":"2023"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/3649329.3657353"},{"key":"ref17","article-title":"Autochip: Automating hdl generation using 1 lm feedback","author":"Thakur","year":"2023"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/LAD62341.2024.10691788"},{"key":"ref19","article-title":"Improving large language model hardware generating quality through post-LLM search","author":"Chang","year":"2023","journal-title":"Machine Learning for Systems"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.2174\/1566524018666180611074856"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/1553374.1553380"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3676536.3676830"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/LAD62341.2024.10691738"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/LAD62341.2024.10691683"},{"key":"ref25","article-title":"Codev: Empowering llms for verilog generation through multi-level summarization","author":"Zhao","year":"2024","journal-title":"ArXiv, abs\/2407.10424"},{"key":"ref26","first-page":"40145","article-title":"BetterV: Controlled verilog generation with discriminative guidance","volume-title":"Proceedings of the 41st International Conference on Machine Learning","volume":"235","author":"Pei"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ICCD63220.2024.00033"},{"key":"ref28","article-title":"Icarus verilog","author":"Williams"},{"key":"ref29","article-title":"Lora: Low-rank adaptation of large language models","author":"Hu","year":"2021"}],"event":{"name":"2025 62nd ACM\/IEEE Design Automation Conference (DAC)","location":"San Francisco, CA, USA","start":{"date-parts":[[2025,6,22]]},"end":{"date-parts":[[2025,6,25]]}},"container-title":["2025 62nd ACM\/IEEE Design Automation Conference (DAC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11132383\/11132091\/11133406.pdf?arnumber=11133406","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,16]],"date-time":"2025-09-16T05:25:27Z","timestamp":1758000327000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11133406\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,22]]},"references-count":29,"URL":"https:\/\/doi.org\/10.1109\/dac63849.2025.11133406","relation":{},"subject":[],"published":{"date-parts":[[2025,6,22]]}}}