7 papers
Small Language Models for Smart Data Model Classification at the Edge: A Cost-Aware Hybrid Approach
Cristian Martella, Angelo Martella, Antonella Longo +1
The rapid proliferation of heterogeneous data sources within the Internet of Things (IoT) across domains such as smart cities, energy management, and environmental monitoring neces…
Benchmarking Embedding Models for ESG Data
Motaz Saad, Veronica Cretì, Ivan Gentile +2
The use of Environmental, Social, and Governance (ESG) data is fundamental for modern corporate accountability, sustainability reporting, and financial decision-making. Embedding m…
Empirical Evaluation of Open-Source Large Language Models for Retrieval-Augmented Generation in ESG Domain
Motaz Saad, Anna Borrelli, Ivan Gentile +3
Environmental, Social, and Governance (ESG) reporting is critical for corporate accountability, with Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) offering…
Taklif.AI: LLM-Powered Platform for Interest-Based Personalized College Assignments
Zaki Kurdya, Mohammed Zuqlam, Salem Amassi +2
Educators face significant challenges in creating engaging, personalized assignments that accommodate students' diverse interests and cognitive abilities. Traditional one-size-fits…
Formalizing ETLT and ELTL Design Patterns and Proposing Enhanced Variants: A Systematic Framework for Modern Data Engineering
Chiara Rucco, Motaz Saad, Antonella Longo
Traditional ETL and ELT design patterns struggle to meet modern requirements of scalability, governance, and real-time data processing. Hybrid approaches such as ETLT (Extract-Tran…
Arabic Hate Speech Identification and Masking in Social Media using Deep Learning Models and Pre-trained Models Fine-tuning
Salam Thabet Doghmash, Motaz Saad
Hate speech identification in social media has become an increasingly important issue in recent years. In this research, we address two problems: 1) to detect hate speech in Arabic…
Efficient Data Ingestion in Cloud-based architecture: a Data Engineering Design Pattern Proposal
Chiara Rucco, Antonella Longo, Motaz Saad
In today's fast-paced digital world, data has become a critical asset for enterprises across various industries. However, the exponential growth of data presents significant challe…