Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025)

Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025) Reno Kriz editor Kenton Murray editor 2025-08 Association for Computational Linguistics Vienna, Austria text conference publication 979-8-89176-280-0 magmar-ws-2025-1 10.18653/v1/2025.magmar-1.0 https://aclanthology.org/2025.magmar-1.0/ MultiReflect: Multimodal Self-Reflective RAG-based Automated Fact-Checking Uku Kangur author Krish Agrawal author Yashashvi Singh author Ahmed Sabir author Rajesh Sharma author 2025-08 text Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025) Reno Kriz editor Kenton Murray editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-280-0 kangur-etal-2025-multireflect 10.18653/v1/2025.magmar-1.1 https://aclanthology.org/2025.magmar-1.1/ 2025-08 1 17 CollEX – A Multimodal Agentic RAG System Enabling Interactive Exploration of Scientific Collections Florian Schneider author Narges Baba Ahmadi author Niloufar Baba Ahmadi author Iris Vogel author Martin Semmann author Chris Biemann author 2025-08 text Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025) Reno Kriz editor Kenton Murray editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-280-0 schneider-etal-2025-collex 10.18653/v1/2025.magmar-1.2 https://aclanthology.org/2025.magmar-1.2/ 2025-08 18 39 VoxRAG: A Step Toward Transcription-Free RAG Systems in Spoken Question Answering Zackary Rackauckas author Julia Hirschberg author 2025-08 text Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025) Reno Kriz editor Kenton Murray editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-280-0 rackauckas-hirschberg-2025-voxrag 10.18653/v1/2025.magmar-1.3 https://aclanthology.org/2025.magmar-1.3/ 2025-08 40 46 Cross-modal Clustering-based Retrieval for Scalable and Robust Image Captioning Jingyi You author Hiroshi Sasaki author Kazuma Kadowaki author 2025-08 text Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025) Reno Kriz editor Kenton Murray editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-280-0 you-etal-2025-cross 10.18653/v1/2025.magmar-1.4 https://aclanthology.org/2025.magmar-1.4/ 2025-08 47 58 Multimodal Retrieval-Augmented Generation: Unified Information Processing Across Text, Image, Table, and Video Modalities Nazarii Drushchak author Nataliya Polyakovska author Maryna Bautina author Taras Semenchenko author Jakub Koscielecki author Wojciech Sykala author Michal Wegrzynowski author 2025-08 text Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025) Reno Kriz editor Kenton Murray editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-280-0 drushchak-etal-2025-multimodal 10.18653/v1/2025.magmar-1.5 https://aclanthology.org/2025.magmar-1.5/ 2025-08 59 64 Making LVLMs Look Twice: Contrastive Decoding with Contrast Images Avshalom Manevich author Reut Tsarfaty author 2025-08 text Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025) Reno Kriz editor Kenton Murray editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-280-0 manevich-tsarfaty-2025-making 10.18653/v1/2025.magmar-1.6 https://aclanthology.org/2025.magmar-1.6/ 2025-08 65 78 MT2ST: Adaptive Multi-Task to Single-Task Learning Dong Liu author Yanxuan Yu author 2025-08 text Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025) Reno Kriz editor Kenton Murray editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-280-0 liu-yu-2025-mt2st 10.18653/v1/2025.magmar-1.8 https://aclanthology.org/2025.magmar-1.8/ 2025-08 79 89 Cross-Modal Augmentation for Low-Resource Language Understanding and Generation Zichao Li author Zong Ke author 2025-08 text Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025) Reno Kriz editor Kenton Murray editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-280-0 li-ke-2025-cross 10.18653/v1/2025.magmar-1.9 https://aclanthology.org/2025.magmar-1.9/ 2025-08 90 99 FORTIFY: Generative Model Fine-tuning with ORPO for ReTrieval Expansion of InFormal NoisY Text Dan DeGenaro author Eugene Yang author David Etter author Cameron Carpenter author Kate Sanders author Alexander Martin author Kenton Murray author Reno Kriz author 2025-08 text Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025) Reno Kriz editor Kenton Murray editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-280-0 degenaro-etal-2025-fortify 10.18653/v1/2025.magmar-1.13 https://aclanthology.org/2025.magmar-1.13/ 2025-08 100 115