MultiModalQA: Complex Question Answering over Text, Tables and Images

International Conference on Learning Representations (ICLR), 2021

13 April 2021

Papers citing "MultiModalQA: Complex Question Answering over Text, Tables and Images"

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Title
CRAG-MM: Multi-modal Multi-turn Comprehensive RAG Benchmark Jiaqi Wang X. J. Yang Kai Sun Parth Suresh Sanat Sharma ... Rakesh Wanga Anuj Kumar Rohit Patel Wen-tau Yih Xin Luna Dong 100 0 0 30 Oct 2025
Document Intelligence in the Era of Large Language Models: A Survey Weishi Wang Hengchang Hu Zhijie Zhang Zhaochen Li Hongxin Shao Daniel Dahlmeier AI4TS 108 0 0 15 Oct 2025
CFVBench: A Comprehensive Video Benchmark for Fine-grained Multimodal Retrieval-Augmented Generation Kaiwen Wei Xiao-Yang Liu Jie Zhang Zijian Wang Ruida Liu ... C. Pan Y. Zhang Jiang Zhong Peijin Wang Yingchao Feng VGen VLM 76 0 0 10 Oct 2025
Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and Evaluation Wei Zhou Bolei Ma Annemarie Friedrich Mohsen Mesgar LMTD ELM 121 0 0 08 Oct 2025
Memory-QA: Answering Recall Questions Based on Multimodal Memories Hongda Jiang Xinyuan Zhang Siddhant Garg Rishab Arora Shiun-Zu Kuo ... Yue Liu Aaron Colak Ahmed Aly Anuj Kumar Xin Luna Dong 123 0 0 22 Sep 2025
Visual-TableQA: Open-Domain Benchmark for Reasoning over Table Images Boammani Aser Lompo Marc Haraoui LMTD ReLM VLM LRM 103 1 0 09 Sep 2025
Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework Zucheng Liang Wenxin Wei Kaijie Zhang Hongyi Chen 13 0 0 05 Sep 2025
CMRAG: Co-modality-based visual document retrieval and question answering Wang Chen Guanqiang Qi Guanqiang Qi Yang Li Yang Li Lei Sha Deguo Xia Jizhou Huang 149 0 0 02 Sep 2025
Mind the (Language) Gap: Towards Probing Numerical and Cross-Lingual Limits of LVLMs Somraj Gautam Abhirama Subramanyam Penamakuri Abhishek Bhandari Gaurav Harit LMTD LRM 186 2 0 24 Aug 2025
MMAPG: A Training-Free Framework for Multimodal Multi-hop Question Answering via Adaptive Planning Graphs Yiheng Hu Xiaoyang Wang Qing Liu Xiwei Xu Qian Fu Wenjie Zhang Liming Zhu 100 1 0 22 Aug 2025
CMR-SPB: Cross-Modal Multi-Hop Reasoning over Text, Image, and Speech with Path Balance Seunghee Kim Ingyu Bang Seokgyu Jang Changhyeon Kim Sanghwan Bae Jihun Choi Richeng Xuan Taeuk Kim LRM 68 0 0 22 Aug 2025
MoNaCo: More Natural and Complex Questions for Reasoning Across Dozens of Documents Tomer Wolfson H. Trivedi Mor Geva Yoav Goldberg Dan Roth Tushar Khot Ashish Sabharwal Reut Tsarfaty RALM LRM 249 5 0 15 Aug 2025
AURA: A Fine-Grained Benchmark and Decomposed Metric for Audio-Visual Reasoning Siminfar Samakoush Galougah Rishie Raj Sanjoy Chowdhury Sayan Nag Ramani Duraiswami 124 1 0 10 Aug 2025
Analyze-Prompt-Reason: A Collaborative Agent-Based Framework for Multi-Image Vision-Language Reasoning Angelos Vlachos Giorgos Filandrianos Maria Lymperaiou Nikolaos Spanos Ilias Mitsouras Vasileios Karampinis Athanasios Voulodimos LRM 96 0 0 01 Aug 2025
DeepSieve: Information Sieving via LLM-as-a-Knowledge-Router Minghao Guo Qingcheng Zeng Xujiang Zhao Yanchi Liu Wenchao Yu Mengnan Du Haifeng Chen Wei Cheng RALM 235 4 0 29 Jul 2025
Towards Multimodal Graph Large Language ModelScience China Information Sciences (Sci. China Inf. Sci.), 2025 Xin Wang Zeyang Zhang Linxin Xiao Haibo Chen Chendi Ge Wenwu Zhu 143 0 0 11 Jun 2025
BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactions Saptarshi Sengupta Shuhua Yang Paul Kwong Yu Fali Wang Suhang Wang 173 1 0 06 Jun 2025
MMTBENCH: A Unified Benchmark for Complex Multimodal Table Reasoning Prasham Yatinkumar Titiya Jainil Trivedi Chitta Baral Vivek Gupta LMTD 210 3 0 27 May 2025
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Yaoyang Liu Junlin Li Yinjun Wu Zhen Chen 253 1 0 25 May 2025
Abacus: A Cost-Based Optimizer for Semantic Operator Systems Matthew Russo Om Chabra Gerardo Vitagliano Chunwei Liu Tim Kraska Samuel Madden Michael Cafarella 282 1 0 20 May 2025
Towards Temporal-Aware Multi-Modal Retrieval Augmented Generation in Finance Fengbin Zhu Junfeng Li Liangming Pan Wenjie Wang Fuli Feng Chao Wang Huanbo Luan Tat-Seng Chua AIFin 316 2 0 07 Mar 2025
MM-PoisonRAG: Disrupting Multimodal RAG with Local and Global Poisoning Attacks Hyeonjeong Ha Qiusi Zhan Jeonghwan Kim Dimitrios Bralios Saikrishna Sanniboina Nanyun Peng Kai-Wei Chang Daniel Kang Heng Ji KELM AAML 311 9 0 25 Feb 2025
OmniQuery: Contextually Augmenting Captured Multimodal Memory to Enable Personal Question AnsweringInternational Conference on Human Factors in Computing Systems (CHI), 2024 Jiahao Nick Li Zhuohao Jerry Zhang Zhang 375 5 0 24 Feb 2025
Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Mohammad Mahdi Abootorabi Amirhosein Zobeiri Mahdi Dehghani Mohammadali Mohammadkhani Bardia Mohammadi Omid Ghahroodi M. Baghshah Ehsaneddin Asgari RALM 639 27 0 12 Feb 2025
RAMQA: A Unified Framework for Retrieval-Augmented Multi-Modal Question AnsweringNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025 Yang Bai Christan Earl Grant Daisy Zhe Wang RALM 197 2 0 23 Jan 2025
Multimodal Multihop Source Retrieval for Web Question Answering Navya Yarrabelly Saloni Mittal 100 0 0 07 Jan 2025
FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop ReasoningAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Seunghee Kim Changhyeon Kim Taeuk Kim LRM 352 4 0 17 Dec 2024
Self-adaptive Multimodal Retrieval-Augmented Generation Wenjia Zhai VLM 163 2 0 15 Oct 2024
MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal ModelsInternational Conference on Learning Representations (ICLR), 2024 Wenbo Hu Jia-Chen Gu Zi-Yi Dou Mohsen Fayyaz Pan Lu Kai-Wei Chang Nanyun Peng VLM 252 23 0 10 Oct 2024
MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question AnsweringInternational Conference on Computational Linguistics (COLING), 2024 Zhengyuan Zhu Daniel Lee Hong Zhang Sai Sree Harsha Loic Feujio Akash Maharaj Yunyao Li 122 6 0 16 Aug 2024
FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research Jiajie Jin Yutao Zhu Xinyu Yang Chenghao Zhang Zhicheng Dou Chenghao Zhang Tong Zhao Zhao Yang Zhicheng Dou Ji-Rong Wen VLM 295 126 0 22 May 2024
RJUA-MedDQA: A Multimodal Benchmark for Medical Document Question Answering and Clinical Reasoning Congyun Jin Ming Zhang Xiaowei Ma Yujiao Li Yingbo Wang ... Chenfei Chi Xiangguo Lv Fangzhou Li Wei Xue Yiran Huang LM&MA 142 10 0 19 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 194 36 0 17 Feb 2024
Text-to-Image Cross-Modal Generation: A Systematic Review Maciej Żelaszczyk Jacek Mańdziuk 285 6 0 21 Jan 2024
Through the Lens of Core Competency: Survey on Evaluation of Large Language ModelsChina National Conference on Chinese Computational Linguistics (CNCCL), 2023 Ziyu Zhuang Qiguang Chen Longxuan Ma Mingda Li Yi Han Yushan Qian Haopeng Bai Zixian Feng Weinan Zhang Ting Liu ELM 129 22 0 15 Aug 2023
Fine-tuning Multimodal LLMs to Follow Zero-shot Demonstrative InstructionsInternational Conference on Learning Representations (ICLR), 2023 Juncheng Li Kaihang Pan Zhiqi Ge Minghe Gao Wei Ji Wenqiao Zhang Tat-Seng Chua Siliang Tang Hanwang Zhang Yueting Zhuang MLLM 188 86 0 08 Aug 2023
DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AIFindings (Findings), 2023 Jianguo Zhang Kun Qian Zhiwei Liu Shelby Heinecke Rui Meng Ye Liu Zhou Yu Huan Wang Silvio Savarese Caiming Xiong 259 29 0 19 Jul 2023
Read, Look or Listen? What's Needed for Solving a Multimodal Dataset Netta Madvil Yonatan Bitton Roy Schwartz 160 3 0 06 Jul 2023
Pre-Training Multi-Modal Dense Retrievers for Outside-Knowledge Visual Question AnsweringInternational Conference on the Theory of Information Retrieval (ICTIR), 2023 Alireza Salemi Mahta Rafiee Hamed Zamani 133 13 0 28 Jun 2023
Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical StudyWeb Search and Data Mining (WSDM), 2023 Yuan Sui Mengyu Zhou Mingjie Zhou Shi Han Dongmei Zhang LMTD 286 151 0 22 May 2023
MPMQA: Multimodal Question Answering on Product ManualsAAAI Conference on Artificial Intelligence (AAAI), 2023 Liangfu Zhang Anwen Hu Jing Zhang Shuo Hu Qin Jin 158 14 0 19 Apr 2023
VTQA: Visual Text Question Answering via Entity Alignment and Cross-Media ReasoningComputer Vision and Pattern Recognition (CVPR), 2023 Kan Chen Xiangqian Wu CoGe 139 19 0 05 Mar 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 575 17 0 17 Feb 2023
SlideVQA: A Dataset for Document Visual Question Answering on Multiple ImagesAAAI Conference on Artificial Intelligence (AAAI), 2023 Ryota Tanaka Kyosuke Nishida Kosuke Nishida Taku Hasegawa Itsumi Saito Kuniko Saito 179 140 0 12 Jan 2023
A Survey on Table-and-Text HybridQA: Concepts, Methods, Challenges and Future Directions Dingzirui Wang Longxu Dou Wanxiang Che 251 7 0 27 Dec 2022
Enhancing Multi-modal and Multi-hop Question Answering via Structured Knowledge and Unified Retrieval-GenerationACM Multimedia (ACM MM), 2022 Qian Yang Qian Chen Wen Wang Baotian Hu Min Zhang 231 32 0 16 Dec 2022
Training Vision-Language Models with Less Bimodal SupervisionConference on Automated Knowledge Base Construction (AKBC), 2022 Elad Segal Ben Bogin Jonathan Berant VLM 108 2 0 01 Nov 2022
PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in FinanceConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Yang Deng Wenqiang Lei Wenxuan Zhang W. Lam Tat-Seng Chua 277 66 0 17 Oct 2022
Large Language Models are few(1)-shot Table ReasonersFindings (Findings), 2022 Wenhu Chen LMTD ReLM LRM 203 188 0 13 Oct 2022
OpenCQA: Open-ended Question Answering with ChartsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Shankar Kantharaj Do Xuan Long Rixie Tiffany Ko Leong J. Tan Enamul Hoque Shafiq Joty 144 67 0 12 Oct 2022

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MultiModalQA: Complex Question Answering over Text, Tables and Images

Papers citing "MultiModalQA: Complex Question Answering over Text, Tables and Images"