Session 1 (Sunday December 8th 2024, 09:00-10:35)
Chair: Nicola Piovesan, Huawei
09:00 - 09:05 Workshop Introduction
09:05 - 09:20 TSpec-LLM: An Open-source Dataset for LLM Understanding of 3GPP Specifications - R. Nikbakht, M. Benzaghta, G. Geraci
09:20 - 09:35 Specializing Language Models for 3GPP Standards: Enhancements for Technical Document Queries - G. Lee, D. Khu, F. Guretno, E. Kurniawan
09:35 - 09:50 Rethinking the Data: Towards Better Performing Domain-Specific Small Language Models - D. Frolova, P. Kisilev, B. Nazarov, Y. Lubarsky, A. Gaissinski
09:50 - 10:05 Relay-Assisted Over-the-Air Personalized Federated Fine-Tuning for Large Language Model - H. Sun, H. Tian, J. Zheng, W. Ni
10:05 - 10:20 ColBERT Retrieval and Ensemble Response Scoring for Language Model Question Answering - A. Gichamba, T. K. Idris, B. Ebiyau, E. Nyberg, T. Mitamura
10:20 - 10:35 QMOS: Enhancing LLMs for Telecommunication with Question Masked loss and Option Shuffling - B. Guda, L. Francis, C. Joe-Wong, G. Z. Ashungafac
10:35-11:00 Coffee Break
Session 2 (Sunday December 8th 2024, 11:00-12:30)
Chair: Nicola Piovesan, Huawei
11:00 - 11:15 Enhancing Large Language Models for Telecom Networks Using Retrieval-Augmented Generation - N. Khan, M. Hasan, M. Towhid, S. Basnet, N. Shahriar
11:15 - 11:30 Bisecting K-Means in RAG for Enhancing Question-Answering Tasks Performance in Telecommunications - P. Sousa, C. Mello, F. Morte, L. Navarro
11:30 - 11:45 SC-Telco RAG: Enhancing RAG through Structured Contexts in Telecommunications - J. Du, J. Ding, J. Li, X. Wang, X. Ye, Y. Ouyang
11:45 - 12:00 Leveraging Fine-Tuned Retrieval-Augmented Generation with Long-Context Support: For 3GPP Standards - O. Erak, N. Alabbasi, O. Alhussein, I. Lotfi, A. Hussien, S. Muhaidat, M. Debbah
12:00 - 12:15 SplitLLM: Hierarchical Split Learning Scheme for Large Model over Wireless Network - S. Zhang, G. Cheng, Z. Li, W. Wu
12:15 - 12:30 ITU AI/ML Challenge Award