@inproceedings{wang-etal-2025-rethinking-large, title = "Rethinking Large Language Model Architectures for Sequential Recommendations", author = "Wang, Hanbing and Liu, Xiaorui and Fan, Wenqi and Zhao, Xiangyu and Kini, Venkataramana and Yadav, Devendra Pratap and Wang, Fei and Wen, Zhen and Liu, Hui", editor = "Inui, Kentaro and Sakti, Sakriani and Wang, Haofen and Wong, Derek F. and Bhattacharyya, Pushpak and Banerjee, Biplab and Ekbal, Asif and Chakraborty, Tanmoy and Singh, Dhirendra Pratap", booktitle = "Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics", month = dec, year = "2025", address = "Mumbai, India", publisher = "The Asian Federation of Natural Language Processing and The Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-ijcnlp-aacl/2025.ijcnlp-long.180/", pages = "3376--3391", ISBN = "979-8-89176-298-5" }