Proceedings of the 2nd Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2026)

Proceedings of the 2nd Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2026) Kenton Murray editor Reno Kriz editor 2026-07 Association for Computational Linguistics San Diego, USA text conference publication 979-8-89176-425-5 magmar-2026-main https://aclanthology.org/2026.magmar-main.0/ When Image and Text Disagree: Cross-Modal Evidence Conflict in Multimodal Retrieval-Augmented Generation Jasper Kyle Catapang author 2026-07 text Proceedings of the 2nd Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2026) Kenton Murray editor Reno Kriz editor Association for Computational Linguistics San Diego, USA conference publication 979-8-89176-425-5 catapang-2026-image https://aclanthology.org/2026.magmar-main.3/ 2026-07 1 10 MODE-RAG: Manifold Outlier Diagnosis and Energy-based Retrieval-Augmented Generation Evaluation Zehang Wei author JiaXin Dai author Jiamin Yan author Xiang Xiang author 2026-07 text Proceedings of the 2nd Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2026) Kenton Murray editor Reno Kriz editor Association for Computational Linguistics San Diego, USA conference publication 979-8-89176-425-5 wei-etal-2026-mode https://aclanthology.org/2026.magmar-main.6/ 2026-07 11 26 Non-Event Oriented Video Assessments in Long-Form Robot Videos Stephanie M Lukin author Kimberly A Pollard author Claire Bonial author Cory J Hayes author Ron Artstein author Kallirroi Georgila author David Traum author 2026-07 text Proceedings of the 2nd Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2026) Kenton Murray editor Reno Kriz editor Association for Computational Linguistics San Diego, USA conference publication 979-8-89176-425-5 lukin-etal-2026-non https://aclanthology.org/2026.magmar-main.8/ 2026-07 27 41 Less is More: Controlled Visual Evidence Routing and Redundancy Compression for Key Information Extraction Yang Li author Yajiao Wang author Wenhao Hu author Mengting Zhang author Zhixiong Zhang author 2026-07 text Proceedings of the 2nd Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2026) Kenton Murray editor Reno Kriz editor Association for Computational Linguistics San Diego, USA conference publication 979-8-89176-425-5 li-etal-2026-less https://aclanthology.org/2026.magmar-main.10/ 2026-07 42 53 KoViDoRe: A Benchmark for Korean Visual Document Retrieval Yongbin Choi author Yongwoo Song author Mujeen Sung author 2026-07 text Proceedings of the 2nd Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2026) Kenton Murray editor Reno Kriz editor Association for Computational Linguistics San Diego, USA conference publication 979-8-89176-425-5 choi-etal-2026-kovidore https://aclanthology.org/2026.magmar-main.11/ 2026-07 54 80 Decoupling Semantics and Logic: A Training-Free Coarse-to-Fine Pipeline for Video Retrieval-Augmented Generation JiaXin Dai author Zehang Wei author Jiamin Yan author Xiang Xiang author 2026-07 text Proceedings of the 2nd Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2026) Kenton Murray editor Reno Kriz editor Association for Computational Linguistics San Diego, USA conference publication 979-8-89176-425-5 dai-etal-2026-decoupling https://aclanthology.org/2026.magmar-main.12/ 2026-07 81 91 MARQUIS: A Three-Stage Pipeline for Video Retrieval-Augmented Generation Debashish Chakraborty author Dengjia Zhang author Jialiang Jin author Katherine M Guerrerio author Hanting Liu author Hanxiang Qin author Tyler Skow author Alexander Martin author Reno Kriz author Benjamin Van Durme author 2026-07 text Proceedings of the 2nd Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2026) Kenton Murray editor Reno Kriz editor Association for Computational Linguistics San Diego, USA conference publication 979-8-89176-425-5 chakraborty-etal-2026-marquis https://aclanthology.org/2026.magmar-main.13/ 2026-07 92 119 TRACE: Evidence Grounding-Guided Multi-Video Event Understanding and Claim Generation Pengyu Yan author Akhil V S S Gorugantu author Mahesh Bhosale author Abdul Wasi author Vishvesh Trivedi author David Doermann author 2026-07 text Proceedings of the 2nd Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2026) Kenton Murray editor Reno Kriz editor Association for Computational Linguistics San Diego, USA conference publication 979-8-89176-425-5 yan-etal-2026-trace https://aclanthology.org/2026.magmar-main.14/ 2026-07 120 129 CRAFT: Critic-Refined Adaptive Key-Frame Targeting for Multimodal Video Question Answering Mahesh Bhosale author Abdul Wasi author Vishvesh Trivedi author Pengyu Yan author Akhil V S S Gorugantu author David Doermann author 2026-07 text Proceedings of the 2nd Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2026) Kenton Murray editor Reno Kriz editor Association for Computational Linguistics San Diego, USA conference publication 979-8-89176-425-5 bhosale-etal-2026-craft https://aclanthology.org/2026.magmar-main.15/ 2026-07 130 143 Findings of the MAGMaR 2026 Shared Task Alexander Martin author Dengjia Zhang author Joel Brogan author Francis Ferraro author Jeremy Gwinnup author Reno Kriz author Teng Long author Kenton Murray author Andrew Yates author Xiang Xiang author 2026-07 text Proceedings of the 2nd Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2026) Kenton Murray editor Reno Kriz editor Association for Computational Linguistics San Diego, USA conference publication 979-8-89176-425-5 martin-etal-2026-findings https://aclanthology.org/2026.magmar-main.16/ 2026-07 144 150