Cbow Training Time and Accuracy Optimization Using SkipGram. - Toufik Mechouma; Ismaïl Biskri; Jean Guy Meunier; Alaidine Ben Ayed (ICCCI (CCIS Volume), 2021)

Reinforcement of BERT with Dependency-Parsing Based Attention Mask. - Toufik Mechouma; Ismaïl Biskri; Jean Guy Meunier (ICCCI (CCIS Volume), 2022)

LingBERT, Linguistic Knowledge Injection into Attention Mechanism Based on a Hybrid Masking Strategy. - Toufik Mechouma; Ismaïl Biskri; Serge Robert (ICMLA, 2024)