Findings of the MAGMaR 2026 Shared Task
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Abstract (arXiv)
This overview paper presents the results of the shared task for the second workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR). In this shared task participants submitted systems focused on either (i) video retrieval or (ii) grounded generation of articles given retrieved videos. Teams could submit to either task. For the retrieval task, we had 2 participating teams that submitted a total of 17 systems -- all of which beat a baseline derived from the winner of last year's shared task. On the generation side, we had 4 teams submit 16 systems. All teams had at least one generated report that was labeled the best by a human annotator.
Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 7 of its 17 references that are in the map. First posted on arXiv 10 Jun 2026.
Builds on
7 of 17 references.
References · 7
- 2024M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillationcited by 1,050
- 2025Tevatron 2.0: Unified Document Retrieval Toolkit across Scale, Language, and Modalitycited by 30
- 2024MultiVENT 2.0: A Massive Multilingual Benchmark for Event-Centric Video Retrievalcited by 17
- 2025WikiVideo: Article Generation from Multiple Videoscited by 13
- 2025Overview of the TREC 2024 NeuCLIR Trackcited by 13
- 2026TRACE: Evidence Grounding-Guided Multi-Video Event Understanding and Claim Generationcited by 3
- 2026CRAFT: Critic-Refined Adaptive Key-Frame Targeting for Multimodal Video Question Answeringcited by 1
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Citing papers per year: 2026: 1.
1 paper.