The benefits of synthetic data for action categorization. - Mohamad Ballout; Mohammad Tuqan; Daniel C. Asmar; Elie A. Shammas; George E. Sakr (IJCNN, 2020)

Show Me How It's Done: The Role of Explanations in Fine-Tuning Language Models. - Mohamad Ballout; Ulf Krumnack; Gunther Heidemann; Kai-Uwe Kühnberger (ACML, 2023)

Investigating Pre-trained Language Models on Cross-Domain Datasets, a Step Closer to General AI. - Mohamad Ballout; Ulf Krumnack; Gunther Heidemann; Kai-Uwe Kühnberger (INNS DLIA@IJCNN, 2023)

Opening the Black Box: Analyzing Attention Weights and Hidden States in Pre-trained Language Models for Non-language Tasks. - Mohamad Ballout; Ulf Krumnack; Gunther Heidemann; Kai-Uwe Kühnberger (xAI (3), 2023)

Generating Qualitative Descriptions of Diagrams with a Transformer-Based Language Model. - Marco Schorlemmer; Mohamad Ballout; Kai-Uwe Kühnberger (Diagrams, 2024)

FOOL ME IF YOU CAN! An Adversarial Dataset to Investigate the Robustness of LMs in Word Sense Disambiguation. - Mohamad Ballout; Anne Dedert; Nohayr Abdelmoneim; Ulf Krumnack; Gunther Heidemann; Kai-Uwe Kühnberger (EMNLP, 2024)

Efficient Knowledge Distillation: Empowering Small Language Models with Teacher Model Insights. - Mohamad Ballout; Ulf Krumnack; Gunther Heidemann; Kai-Uwe Kühnberger (NLDB (1), 2024)

Enhancing Small Language Models via ChatGPT and Dataset Augmentation. - Tom Pieper; Mohamad Ballout; Ulf Krumnack; Gunther Heidemann; Kai-Uwe Kühnberger (NLDB (2), 2024)

Enhancing SLM via ChatGPT and Dataset Augmentation. - Tom Pieper; Mohamad Ballout; Ulf Krumnack; Gunther Heidemann; Kai-Uwe Kühnberger (CoRR, 2024)

iVISPAR - An Interactive Visual-Spatial Reasoning Benchmark for VLMs. - Julius Mayer 001; Mohamad Ballout; Serwan Jassim; Farbod Nosrat Nezami; Elia Bruni (CoRR, 2025)

Pixels to Principles: Probing Intuitive Physics Understanding in Multimodal Language Models. - Mohamad Ballout; Serwan Jassim; Elia Bruni (CoRR, 2025)