| 2026 | ACIIDS | Sentiment Analysis in Recommendation Systems: An Exploration with a Special Focus on Arabic Language. | Sarra Zrigui, Souheyl Mallat, Manar Joundy Hazar, Mohamed Mabrouk |
| 2025 | KES | Question Answering System Based on Transformer Architecture Used to Interrogate Educational Resources in an Arabic E-Learning System. | Souheyl Mallat |
| 2025 | KES | Towards an Approach for Recommending Learning Steps in an Online Course Based on the Ant Colony Algorithm. | Souheyl Mallat, Ala Eddine Mouissaoui |
| 2024 | KES | The optimization of deep learning classification through the comparison between different algorithm by using LABR. | Rasha Falah kadhem, Souheyl Mallat, Mounir Zrigui |
| 2023 | ICCCI | Detection and Analyzing Satellite Images by Using Conventional Neural Network. | Atheer Joudah, Souheyl Mallat, Mounir Zrigui |
| 2023 | ICCCI | Towards a Hybrid Document Indexing Approach for Arabic Documentary Retrieval System. | Rasha Falah kadhem, Souheyl Mallat, Emna Hkiri, Atheer Joudah, Abdullah M. Albarrak, Mounir Zrigui |
| 2023 | INISTA | Survey semantic Arabic language in deep learning based recommendation system. | Rasha Falah kadhem, Souheyl Mallat, Mounir Zrigui |
| 2022 | ACIIDS | Exploring Word Embedding for Arabic Sentiment Analysis. | Sana Gayed, Souheyl Mallat, Mounir Zrigui |
| 2022 | ICCCI | An Opinion Analysis Method Based on Disambiguation to Improve a Recommendation System. | Oussama Laroussi, Souheyl Mallat, Henri Nicolas, Mounir Zrigui |
| 2017 | ICDAR | Integrating Bilingual Named Entities Lexicon with Conditional Random Fields Model for Arabic Named Entities Recognition. | Emna Hkiri, Souheyl Mallat, Mounir Zrigui |
| 2017 | PACLIC | Arabic-English Text Translation Leveraging Hybrid NER. | Emna Hkiri, Souheyl Mallat, Mounir Zrigui |
| 2015 | CICLING | Lexical Network Enrichment Using Association Rules Model. | Souheyl Mallat, Emna Hkiri, Mohsen Maraoui, Mounir Zrigui |
| 2015 | ICCCI | Automating Event Recognition for SMT Systems. | Emna Hkiri, Souheyl Mallat, Mohsen Maraoui, Mounir Zrigui |
| 2013 | ICAART | Method of Enriching Queries in Process of Information Retrieval in Arabic. | Souheyl Mallat, Anis Zouaghi, Mounir Zrigui, Emna Hkiri |