Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models

1 March 2024

Lei Li

Yuqi Wang

Runxin Xu

Peiyi Wang

Xiachong Feng

Lingpeng Kong

Qi Liu

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Papers citing "Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models"

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Title
Prioritizing Image-Related Tokens Enhances Vision-Language Pre-Training Y. Chen Hao Peng Tong Zhang Heng Ji VLM 18 0 0 13 May 2025
Stealing Creator's Workflow: A Creator-Inspired Agentic Framework with Iterative Feedback Loop for Improved Scientific Short-form Generation J. Park Maanas Taneja Qianwen Wang Dongyeop Kang VGen 65 0 0 26 Apr 2025
FUSION: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding Zheng Liu Mengjie Liu J. Chen Jingwei Xu Bin Cui Conghui He Wentao Zhang MLLM 57 0 0 14 Apr 2025
SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models Hardy Chen Haoqin Tu Fali Wang Hui Liu X. Tang Xinya Du Yuyin Zhou Cihang Xie ReLM VLM OffRL LRM 63 7 0 10 Apr 2025
Data Metabolism: An Efficient Data Design Schema For Vision Language Model Jingyuan Zhang Hongzhi Zhang Zhou Haonan Chenxi Sun Xingguang Ji Jiakang Wang Fanheng Kong Y. Liu Qi Wang Fuzheng Zhang VLM 53 1 0 10 Apr 2025
Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping Weili Zeng Ziyuan Huang Kaixiang Ji Yichao Yan VLM 42 1 0 26 Mar 2025
SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding Mingze Xu Mingfei Gao Shiyu Li Jiasen Lu Zhe Gan Zhengfeng Lai Meng Cao Kai Kang Y. Yang Afshin Dehghan 51 1 0 24 Mar 2025
MMCR: Benchmarking Cross-Source Reasoning in Scientific Papers Yang Tian Zheng Lu Mingqi Gao Zheng Liu Bo Zhao LRM 42 0 0 21 Mar 2025
MAPS: A Multi-Agent Framework Based on Big Seven Personality and Socratic Guidance for Multimodal Scientific Problem Solving Jian Zhang Zhiyuan Wang Z. Wang Xinyu Zhang Fangzhi Xu Qika Lin Rui Mao Erik Cambria Jun Liu LLMAG 54 1 0 21 Mar 2025
Federated Continual Instruction Tuning Haiyang Guo Fanhu Zeng Fei Zhu Wenzhuo Liu Da-Han Wang Jian Xu Xu-Yao Zhang Cheng-Lin Liu CLL FedML 63 1 0 17 Mar 2025
TikZero: Zero-Shot Text-Guided Graphics Program Synthesis Jonas Belouadi Eddy Ilg M. Keuper Hideki Tanaka Masao Utiyama Raj Dabre Steffen Eger Simone Paolo Ponzetto 50 0 0 14 Mar 2025
M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performance Qingpei Guo Kaiyou Song Zipeng Feng Ziping Ma Qinglong Zhang ... Yunxiao Sun Tai-WeiChang Jingdong Chen Ming Yang Jun Zhou MLLM VLM 82 3 0 26 Feb 2025
Megrez-Omni Technical Report Boxun Li Yadong Li Z. Li Congyi Liu Weilin Liu ... Dong Zhou Yueqing Zhuang Shengen Yan Guohao Dai Y. Wang 44 0 0 19 Feb 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 119 9 0 05 Feb 2025
Baichuan-Omni-1.5 Technical Report Yadong Li J. Liu Tao Zhang Tao Zhang S. Chen ... Jianhua Xu Haoze Sun Mingan Lin Zenan Zhou Weipeng Chen AuLLM 70 10 0 28 Jan 2025
GME: Improving Universal Multimodal Retrieval by Multimodal LLMs Xin Zhang Yanzhao Zhang Wen Xie Mingxin Li Ziqi Dai Dingkun Long Pengjun Xie Meishan Zhang Wenjie Li M. Zhang 114 7 0 22 Dec 2024
Dynamic-VLM: Simple Dynamic Visual Token Compression for VideoLLM H. Wang Yuxiang Nie Yongjie Ye Deng GuanYu Yanjie Wang Shuai Li Haiyang Yu Jinghui Lu Can Huang VLM MLLM 79 1 0 12 Dec 2024
Chimera: Improving Generalist Model with Domain-Specific Experts Tianshuo Peng M. Li Hongbin Zhou Renqiu Xia Renrui Zhang ... Aojun Zhou Botian Shi Tao Chen Bo Zhang Xiangyu Yue 86 4 0 08 Dec 2024
EgoPlan-Bench2: A Benchmark for Multimodal Large Language Model Planning in Real-World Scenarios Lu Qiu Yuying Ge Yi Chen Yixiao Ge Ying Shan Xihui Liu LLMAG LRM 94 5 0 05 Dec 2024
ScImage: How Good Are Multimodal Large Language Models at Scientific Text-to-Image Generation? Leixin Zhang Steffen Eger Yinjie Cheng Weihe Zhai Jonas Belouadi Christoph Leiter Simone Paolo Ponzetto Fahimeh Moafian Zhixue Zhao MLLM 76 1 0 03 Dec 2024
VLsI: Verbalized Layers-to-Interactions from Large to Small Vision Language Models Byung-Kwan Lee Ryo Hachiuma Yu-Chiang Frank Wang Y. Ro Yueh-Hua Wu VLM 81 0 0 02 Dec 2024
HourVideo: 1-Hour Video-Language Understanding Keshigeyan Chandrasegaran Agrim Gupta Lea M. Hadzic Taran Kota Jimming He Cristobal Eyzaguirre Zane Durante Manling Li Jiajun Wu L. Fei-Fei VLM 41 31 0 07 Nov 2024
SV-RAG: LoRA-Contextualizing Adaptation of MLLMs for Long Document Understanding Jian Chen R. Zhang Yufan Zhou Tong Yu Franck Dernoncourt J. Gu Ryan Rossi Changyou Chen Tong Sun 34 0 0 02 Nov 2024
Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation Chengyue Wu Xiaokang Chen Z. F. Wu Yiyang Ma Xingchao Liu ... Wen Liu Zhenda Xie Xingkai Yu Chong Ruan Ping Luo AI4TS 52 72 0 17 Oct 2024
VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents S. Yu C. Tang Bokai Xu Junbo Cui Junhao Ran ... Zhenghao Liu Shuo Wang Xu Han Zhiyuan Liu Maosong Sun VLM 37 22 0 14 Oct 2024
Leopard: A Vision Language Model For Text-Rich Multi-Image Tasks Mengzhao Jia Wenhao Yu Kaixin Ma Tianqing Fang Zhihan Zhang Siru Ouyang Hongming Zhang Meng-Long Jiang Dong Yu VLM 29 5 0 02 Oct 2024
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning Haotian Zhang Mingfei Gao Zhe Gan Philipp Dufter Nina Wenzel ... Haoxuan You Zirui Wang Afshin Dehghan Peter Grasch Yinfei Yang VLM MLLM 36 32 1 30 Sep 2024
NVLM: Open Frontier-Class Multimodal LLMs Wenliang Dai Nayeon Lee Boxin Wang Zhuoling Yang Zihan Liu Jon Barker Tuomas Rintamaki M. Shoeybi Bryan Catanzaro Wei Ping MLLM VLM LRM 40 51 0 17 Sep 2024
$VILA^2$ : VILA Augmented VILA Yunhao Fang Ligeng Zhu Yao Lu Yan Wang Pavlo Molchanov Jang Hyun Cho Marco Pavone Song Han Hongxu Yin VLM 39 7 0 24 Jul 2024
SPIQA: A Dataset for Multimodal Question Answering on Scientific Papers Shraman Pramanick Rama Chellappa Subhashini Venugopalan 43 13 0 12 Jul 2024
ColPali: Efficient Document Retrieval with Vision Language Models Manuel Faysse Hugues Sibille Tony Wu Bilel Omrani Gautier Viaud C´eline Hudelot Pierre Colombo VLM 60 21 0 27 Jun 2024
Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs Shengbang Tong Ellis L Brown Penghao Wu Sanghyun Woo Manoj Middepogu ... Xichen Pan Austin Wang Rob Fergus Yann LeCun Saining Xie 3DV MLLM 37 278 0 24 Jun 2024
DocGenome: An Open Large-scale Scientific Document Benchmark for Training and Testing Multi-modal Large Language Models Renqiu Xia Song Mao Xiangchao Yan Hongbin Zhou Bo Zhang ... Yongwei Wang Bin Wang Junchi Yan Fei Wu Yu Qiao 40 10 0 17 Jun 2024
MINT-1T: Scaling Open-Source Multimodal Data by 10x: A Multimodal Dataset with One Trillion Tokens Anas Awadalla Le Xue Oscar Lo Manli Shu Hannah Lee ... Silvio Savarese Caiming Xiong Ran Xu Yejin Choi Ludwig Schmidt 67 24 0 17 Jun 2024
Beyond LLaVA-HD: Diving into High-Resolution Large Multimodal Models Yi-Fan Zhang Qingsong Wen Chaoyou Fu Xue Wang Zhang Zhang L. Wang Rong Jin 34 40 0 12 Jun 2024
Wings: Learning Multimodal LLMs without Text-only Forgetting Yi-Kai Zhang Shiyin Lu Yang Li Yanqing Ma Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang De-Chuan Zhan Han-Jia Ye VLM 33 6 0 05 Jun 2024
Dragonfly: Multi-Resolution Zoom Supercharges Large Visual-Language Model Kezhen Chen Rahul Thapa Rahul Chalamala Ben Athiwaratkun S. Song James Y. Zou VLM 50 5 0 03 Jun 2024
Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis Chaoyou Fu Yuhan Dai Yondong Luo Lei Li Shuhuai Ren ... Tong Bill Xu Xiawu Zheng Enhong Chen Rongrong Ji Xing Sun VLM MLLM 48 297 0 31 May 2024
SciFIBench: Benchmarking Large Multimodal Models for Scientific Figure Interpretation Jonathan Roberts Kai Han N. Houlsby Samuel Albanie 40 12 0 14 May 2024
From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models Kung-Hsiang Huang Hou Pong Chan Yi Ren Fung Haoyi Qiu Mingyang Zhou Shafiq R. Joty Shih-Fu Chang Heng Ji AI4TS 64 14 0 18 Mar 2024
Silkie: Preference Distillation for Large Visual Language Models Lei Li Zhihui Xie Mukai Li Shunian Chen Peiyi Wang Liang Chen Yazheng Yang Benyou Wang Lingpeng Kong MLLM 101 68 0 17 Dec 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 209 1,101 0 20 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,881 0 04 Mar 2022