MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation

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MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation

6 February 2025

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Papers citing "MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation"

15 / 15 papers shown

Title
jina-clip-v2: Multilingual Multimodal Embeddings for Text and Images Andreas Koukounas Georgios Mastrapas Bo Wang Mohammad Kalim Akram Sedigheh Eslami Michael Gunther Isabelle Mohr Saba Sturua Scott Martens Nan Wang VLM 330 10 0 11 Dec 2024
RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework Kunlun Zhu Yifan Luo Dingling Xu Ruobing Wang Shi Yu ... Yishan Li Zhiyuan Liu Xu Han Zhiyuan Liu Maosong Sun 211 21 0 02 Aug 2024
Hallucination of Multimodal Large Language Models: A Survey Zechen Bai Pichao Wang Tianjun Xiao Tong He Zongbo Han Zheng Zhang Mike Zheng Shou VLM LRM 217 197 0 29 Apr 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey Penghao Zhao Hailin Zhang Qinhan Yu Zhengren Wang Yunteng Geng Fangcheng Fu Ling Yang Wentao Zhang Jie Jiang Tengjiao Wang 3DV 264 282 0 29 Feb 2024
RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture M. A. D. L. Balaguer Vinamra Benara Renato Luiz de Freitas Cunha Roberto de M. Estevao Filho Todd Hendry ... Morris Sharp B. Silva Swati Sharma Vijay Aski Ranveer Chandra FaML 96 91 0 16 Jan 2024
InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition Pan Zhang Xiaoyi Wang Bin Wang Yuhang Cao Chao Xu ... Conghui He Xingcheng Zhang Yu Qiao Da Lin Jiaqi Wang MLLM 156 241 0 26 Sep 2023
A-OKVQA: A Benchmark for Visual Question Answering using World Knowledge Dustin Schwenk Apoorv Khandelwal Christopher Clark Kenneth Marino Roozbeh Mottaghi 74 554 0 03 Jun 2022
KAT: A Knowledge Augmented Transformer for Vision-and-Language Liangke Gui Borui Wang Qiuyuan Huang Alexander G. Hauptmann Yonatan Bisk Jianfeng Gao 70 160 0 16 Dec 2021
WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual Machine Learning Krishna Srinivasan K. Raman Jiecao Chen Michael Bendersky Marc Najork VLM 272 320 0 02 Mar 2021
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 363 5,872 0 21 Apr 2019
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 212 2,700 0 25 Sep 2018
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 237 2,692 0 09 May 2017
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset Payal Bajaj Daniel Fernando Campos Nick Craswell Li Deng Jianfeng Gao ... Mir Rosenberg Xia Song Alina Stoica Saurabh Tiwary Tong Wang RALM 181 2,745 0 28 Nov 2016
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 316 8,177 0 16 Jun 2016
In Defense of MinHash Over SimHash Anshumali Shrivastava Ping Li 76 112 0 16 Jul 2014

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