{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,13]],"date-time":"2026-03-13T15:02:02Z","timestamp":1773414122294,"version":"3.50.1"},"reference-count":23,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,3,24]],"date-time":"2025-03-24T00:00:00Z","timestamp":1742774400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,3,24]],"date-time":"2025-03-24T00:00:00Z","timestamp":1742774400000},"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":[[2025,3,24]]},"DOI":"10.1109\/wcnc61545.2025.10978540","type":"proceedings-article","created":{"date-parts":[[2025,5,9]],"date-time":"2025-05-09T17:53:33Z","timestamp":1746813213000},"page":"1-6","source":"Crossref","is-referenced-by-count":7,"title":["Reasoning AI Performance Degradation in 6G Networks with Large Language Models"],"prefix":"10.1109","author":[{"given":"Liming","family":"Huang","sequence":"first","affiliation":[{"name":"School of Electrical, Electronic and Mechanical Engineering, University of Bristol,Bristol,U.K."}]},{"given":"Yulei","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Electrical, Electronic and Mechanical Engineering, University of Bristol,Bristol,U.K."}]},{"given":"Dimitra","family":"Simeonidou","sequence":"additional","affiliation":[{"name":"School of Electrical, Electronic and Mechanical Engineering, University of Bristol,Bristol,U.K."}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/OJCOMS.2021.3057679"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2023.3295852"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TNSE.2022.3227909"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2020.2983962"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.4324\/9781315782416-15"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3641289"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICC51166.2024.10622263"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/s12243-023-00980-9"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.14722\/ndss.2024.24556"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/DRCN60692.2024.10539172"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/VTC2024-Spring62846.2024.10683673"},{"key":"ref12","article-title":"Preconfig: A pretrained model for automating network configuration","author":"Li","year":"2024","journal-title":"arXiv preprint"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ccnc51664.2024.10454701"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3592433"},{"key":"ref15","article-title":"Multimodal chain-of-thought reasoning in language models","author":"Zhang","year":"2023","journal-title":"arXiv preprint"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.acl-long.147"},{"key":"ref17","article-title":"An image is worth 16 \\times 16 words: Transformers for image recognition at scale","author":"Dosovitskiy","year":"2021","journal-title":"International Conference on Learning Representations"},{"key":"ref18","article-title":"Neural machine translation with universal visual representation","author":"Zhang","year":"2019","journal-title":"International Conference on Learning Representations"},{"key":"ref19","first-page":"2507","article-title":"Learn to explain: Multimodal reasoning via thought chains for science question answering","volume":"35","author":"Lu","year":"2022","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/3272127.3275084"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i17.29884"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1007\/s11063-023-11281-6"},{"key":"ref23","article-title":"Chameleon: Plug-and-play compositional reasoning with large language models","volume":"36","author":"Lu","year":"2024","journal-title":"Advances in Neural Information Processing Systems"}],"event":{"name":"2025 IEEE Wireless Communications and Networking Conference (WCNC)","location":"Milan, Italy","start":{"date-parts":[[2025,3,24]]},"end":{"date-parts":[[2025,3,27]]}},"container-title":["2025 IEEE Wireless Communications and Networking Conference (WCNC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/10978109\/10978116\/10978540.pdf?arnumber=10978540","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,10]],"date-time":"2025-05-10T06:39:01Z","timestamp":1746859141000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10978540\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,3,24]]},"references-count":23,"URL":"https:\/\/doi.org\/10.1109\/wcnc61545.2025.10978540","relation":{},"subject":[],"published":{"date-parts":[[2025,3,24]]}}}