{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T10:36:40Z","timestamp":1763203000524,"version":"3.41.2"},"reference-count":16,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,6,26]],"date-time":"2025-06-26T00:00:00Z","timestamp":1750896000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,6,26]],"date-time":"2025-06-26T00:00:00Z","timestamp":1750896000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100002347","name":"BMBF Projects","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100002347","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,6,26]]},"DOI":"10.1109\/sds66131.2025.00019","type":"proceedings-article","created":{"date-parts":[[2025,7,18]],"date-time":"2025-07-18T17:42:38Z","timestamp":1752860558000},"page":"87-94","source":"Crossref","is-referenced-by-count":1,"title":["Beyond the Hype: An Empirical Assessment of LLMs and Traditional ML for Code Vulnerability Detection"],"prefix":"10.1109","author":[{"given":"Khushnood Adil","family":"Rafique","sequence":"first","affiliation":[{"name":"University of Kaiserslautern-Landau (RPTU),Chair of Cyber-Physical Systems,Kaiserslautern,Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Subhadeep","family":"Das","sequence":"additional","affiliation":[{"name":"University of Kaiserslautern-Landau (RPTU),Chair of Cyber-Physical Systems,Kaiserslautern,Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Christoph","family":"Grimm","sequence":"additional","affiliation":[{"name":"University of Kaiserslautern-Landau (RPTU),Chair of Cyber-Physical Systems,Kaiserslautern,Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","volume-title":"Common Weakness Enumeration (CWE)","year":"2023"},{"key":"ref2","article-title":"Finetuned language models are zero-shot learners","author":"Wei","year":"2022","journal-title":"arXiv preprint arXiv"},{"key":"ref3","article-title":"LLaMA: Open and efficient foundation language models","author":"Touvron","year":"2023","journal-title":"arXiv preprint arXiv"},{"key":"ref4","volume-title":"Deepseek-llm-7b-base","year":"2023"},{"key":"ref5","volume-title":"Draper VDISC Dataset","year":"2023"},{"key":"ref6","article-title":"DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning","author":"Guo","year":"2025","journal-title":"arXiv preprint arXiv"},{"key":"ref7","volume-title":"ChatGPT (Sep 25 version)","year":"2023"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.14722\/ndss.2018.23158"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TDSC.2021.3076142"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.findings-emnlp.139"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2021.3087402"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3212695"},{"key":"ref13","article-title":"A data science pipeline for automated vulnerability detection","volume-title":"Proc. IEEE\/ACM Int. Conf. Softw. Eng. (ICSE)","author":"Wang","year":"2021"},{"key":"ref14","article-title":"Automating feature extraction and model selection for code vulnerability detection","author":"Chen","year":"2022","journal-title":"J. Syst. Softw."},{"key":"ref15","first-page":"4765","article-title":"A unified approach to interpreting model predictions","volume-title":"Proceedings of the 31st International Conference on Neural Information Processing Systems (NIPS)","author":"Lundberg","year":"2017"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N16-3020"}],"event":{"name":"2025 IEEE Swiss Conference on Data Science (SDS)","location":"Z\u00fcrich, Switzerland","start":{"date-parts":[[2025,6,26]]},"end":{"date-parts":[[2025,6,27]]}},"container-title":["2025 IEEE Swiss Conference on Data Science (SDS)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11081421\/11081478\/11081515.pdf?arnumber=11081515","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,19]],"date-time":"2025-07-19T05:06:44Z","timestamp":1752901604000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11081515\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,26]]},"references-count":16,"URL":"https:\/\/doi.org\/10.1109\/sds66131.2025.00019","relation":{},"subject":[],"published":{"date-parts":[[2025,6,26]]}}}