Author

Motaz Saad

3 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Sep 2026

Benchmarking Embedding Models for ESG Data

The use of Environmental, Social, and Governance (ESG) data is fundamental for modern corporate accountability, sustainability reporting, and financial decision-making. Embedding models have emerged as a powerful approach for transforming unstructured ESG text into numerical representations suitable for downstream natu...

Motaz Saad, Veronica Cretì, Ivan Gentile et al. · 0 citations

#small language model Review Oct 2026

Small Language Models for Smart Data Model Classification at the Edge: A Cost-Aware Hybrid Approach

This study evaluates the performance of lightweight open-source language models to resolve an input data entity against its corresponding best fitting SDM representation under resource-constrained conditions and provides significant and valuable insights into model selection, task formulation, and deployment strategies...

Cristian Martella, A. Martella, Antonella Longo et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Empirical Evaluation of Open-Source Large Language Models for Retrieval-Augmented Generation in ESG Domain

Environmental, Social, and Governance (ESG) reporting is critical for corporate accountability, with Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) offering strong potential to automate KPI extraction. However, open-source LLM performance in domain-specific ESG tasks remains insufficiently unders...

Motaz Saad, Anna Borrelli, Ivan Gentile et al. · 0 citations