CS-UM6P at SemEval-2021 Task 7: Deep Multi-Task Learning Model for Detecting and Rating Humor and Offense. - Kabil Essefar; Abdellah El Mekki; Abdelkader El Mahdaouy; Nabil El Mamoun; Ismail Berrada (SemEval@ACL/IJCNLP, 2021)

CS-UM6P at SemEval-2021 Task 1: A Deep Learning Model-based Pre-trained Transformer Encoder for Lexical Complexity. - Nabil El Mamoun; Abdelkader El Mahdaouy; Abdellah El Mekki; Kabil Essefar; Ismail Berrada (SemEval@ACL/IJCNLP, 2021)

Deep Multi-Task Model for Sarcasm Detection and Sentiment Analysis in Arabic Language. - Abdelkader El Mahdaouy; Abdellah El Mekki; Kabil Essefar; Nabil El Mamoun; Ismail Berrada; Ahmed Khoumsi (WANLP, 2021)

BERT-based Multi-Task Model for Country and Province Level MSA and Dialectal Arabic Identification. - Abdellah El Mekki; Abdelkader El Mahdaouy; Kabil Essefar; Nabil El Mamoun; Ismail Berrada; Ahmed Khoumsi (WANLP, 2021)

BERT-based Multi-Task Model for Country and Province Level Modern Standard Arabic and Dialectal Arabic Identification. - Abdellah El Mekki; Abdelkader El Mahdaouy; Kabil Essefar; Nabil El Mamoun; Ismail Berrada; Ahmed Khoumsi (CoRR, 2021)

CS-UM6P at SemEval-2022 Task 6: Transformer-based Models for Intended Sarcasm Detection in English and Arabic. - Abdelkader El Mahdaouy; Abdellah El Mekki; Kabil Essefar; Abderrahman Skiredj; Ismail Berrada (SemEval@NAACL, 2022)

OMCD: Offensive Moroccan Comments Dataset. - Kabil Essefar; Hassan Ait Baha; Abdelkader El Mahdaouy; Abdellah El Mekki; Ismail Berrada (Lang. Resour. Evaluation, 2023)