Multilingual Financial Word Embeddings for Arabic, English and French. - Nadhem Zmandar; Mahmoud El-Haj; Paul Rayson (IEEE BigData, 2021)

CoFiF Plus: A French Financial Narrative Summarisation Corpus. - Nadhem Zmandar; Tobias Daudert; Sina Ahmadi; Mahmoud El-Haj; Paul Rayson (LREC, 2022)

FinAraT5: A text to text model for financial Arabic text understanding and generation. - Nadhem Zmandar; Mo El-Haj; Paul Rayson (LDK, 2023)

A Comparative Study of Evaluation Metrics for Long-Document Financial Narrative Summarization with Transformers. - Nadhem Zmandar; Mahmoud El-Haj; Paul Rayson (NLDB, 2023)