1 code implementation • 24 Apr 2024 • Andrei-Laurentiu Bornea, Fadhel Ayed, Antonio De Domenico, Nicola Piovesan, Ali Maatouk
The application of Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) systems in the telecommunication domain presents unique challenges, primarily due to the complex nature of telecom standard documents and the rapid evolution of the field.
no code implementations • 7 Mar 2024 • Nicola Piovesan, Antonio De Domenico, Fadhel Ayed
The increasing interest in Large Language Models (LLMs) within the telecommunications sector underscores their potential to revolutionize operational efficiency.
no code implementations • 24 Feb 2024 • Tasnim Ahmed, Nicola Piovesan, Antonio De Domenico, Salimur Choudhury
Despite their evaluation across a multitude of analytical and reasoning tasks in various scientific domains, a comprehensive exploration of their knowledge and understanding within the realm of natural language tasks in the telecommunications domain is still needed.
no code implementations • 31 Oct 2023 • Mert Unsal, Ali Maatouk, Antonio De Domenico, Nicola Piovesan, Fadhel Ayed
As deep learning models become increasingly large, they pose significant challenges in heterogeneous devices environments.
1 code implementation • 23 Oct 2023 • Ali Maatouk, Fadhel Ayed, Nicola Piovesan, Antonio De Domenico, Merouane Debbah, Zhi-Quan Luo
Afterwards, using the provided dataset, an evaluation is conducted to assess the capabilities of LLMs, including GPT-3. 5 and GPT-4.
no code implementations • 11 Aug 2023 • Ali Maatouk, Nicola Piovesan, Fadhel Ayed, Antonio De Domenico, Merouane Debbah
Large Language Models (LLMs), AI-driven models that can achieve general-purpose language understanding and generation, have emerged as a transformative force, revolutionizing fields well beyond Natural Language Processing (NLP) and garnering unprecedented attention.
no code implementations • 8 Dec 2022 • Nicola Piovesan, David Lopez-Perez, Antonio De Domenico, Xinli Geng, Harvey Bao
The fifth generation of the Radio Access Network (RAN) has brought new services, technologies, and paradigms with the corresponding societal benefits.
no code implementations • 23 Sep 2022 • Nicola Piovesan, David Lopez-Perez, Antonio De Domenico, Xinli Geng, Harvey Bao, Merouane Debbah
The energy consumption of the fifth generation(5G) of mobile networks is one of the major concerns of the telecom industry.