Benchmarking Retrieval-Augmented Multimomal Generation for Document Question Answering

Benchmarking Retrieval-Augmented Multimomal Generation for Document Question Answering

22 May 2025

Author Contacts:

kuicai.dong@huawei.com liu.yong6@huawei.com

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Papers citing "Benchmarking Retrieval-Augmented Multimomal Generation for Document Question Answering"

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Title
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Ziwei Liu Shenglong Ye ... Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang Wei Wang MLLM VLM 158 89 1 14 Apr 2025
M3DocRAG: Multi-modal Retrieval is What You Need for Multi-page Multi-document Understanding Jaemin Cho Debanjan Mahata Ozan Irsoy Yujie He Joey Tianyi Zhou VLM 75 15 0 07 Nov 2024
MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models Peng Xia Siwei Han Shi Qiu Yiyang Zhou Zhaoyang Wang ... Chenhang Cui Mingyu Ding Linjie Li Lijuan Wang Huaxiu Yao 97 14 0 14 Oct 2024
MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question Answering Zhengyuan Zhu Daniel Lee Hong Zhang Sai Sree Harsha Loic Feujio Akash Maharaj Yunyao Li 58 3 0 16 Aug 2024
SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation Yuying Ge Sijie Zhao Jinguo Zhu Yixiao Ge Kun Yi Lin Song Chen Li Xiaohan Ding Ying Shan VLM 103 131 0 22 Apr 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 138 1,119 0 05 Feb 2024
Hierarchical multimodal transformers for Multi-Page DocVQA Rubèn Pérez Tito Dimosthenis Karatzas Ernest Valveny 66 59 0 07 Dec 2022
Text Embeddings by Weakly-Supervised Contrastive Pre-training Liang Wang Nan Yang Xiaolong Huang Binxing Jiao Linjun Yang Daxin Jiang Rangan Majumder Furu Wei VLM 241 601 0 07 Dec 2022
RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder Shitao Xiao Zheng Liu Yingxia Shao Bo Zhao RALM 264 124 0 24 May 2022
LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking Yupan Huang Tengchao Lv Lei Cui Yutong Lu Furu Wei 92 454 0 18 Apr 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 195 907 0 16 Dec 2021
InfographicVQA Minesh Mathew Viraj Bagal Rubèn Pérez Tito Dimosthenis Karatzas Ernest Valveny C. V. Jawahar 98 231 0 26 Apr 2021
DocVQA: A Dataset for VQA on Document Images Minesh Mathew Dimosthenis Karatzas C. V. Jawahar 139 718 0 01 Jul 2020
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT Omar Khattab Matei A. Zaharia 138 1,370 0 27 Apr 2020
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018