@article{beyondretrievaljointsupervisionand, title = {Beyond Retrieval: Joint Supervision and Multimodal Document Ranking for Textbook Question Answering}, author = {Hessa Alawwad and Usman Naseem and Areej Alhothali and Ali Alkhathlan and Amani Jamal}, year = {2025}, eprint = {2505.13520}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.13520v1}, }