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Can MLLMs Guide Me Home? A Benchmark Study on Fine-Grained Visual Reasoning from Transit Maps

24 May 2025

Papers citing "Can MLLMs Guide Me Home? A Benchmark Study on Fine-Grained Visual Reasoning from Transit Maps"

49 / 49 papers shown

Title
Looking Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Aarti Ghatkesar Uddeshya Upadhyay Ganesh Venkatesh VLM 74 1 0 08 May 2025
R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation Meng-Hao Guo Jiajun Xu Yi Zhang Jiaxi Song Haoyang Peng ... Yongming Rao Houwen Peng Han Hu Gordon Wetzstein Shi-Min Hu ELM LRM 118 4 0 04 May 2025
Reinforcement Learning for Reasoning in Large Language Models with One Training Example Yiping Wang Qing Yang Zhiyuan Zeng Liliang Ren Liu Liu ... Jianfeng Gao Weizhu Chen Shuaiqiang Wang Simon Shaolei Du Yelong Shen OffRL ReLM LRM 302 47 0 29 Apr 2025
Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning Chris Yichen Wei Yi Peng Xiang Wang Weijie Qiu ... Jianhao Zhang Y. Hao Xuchen Song Yang Liu Yahui Zhou OffRL AI4TS SyDa LRM VLM 145 9 0 23 Apr 2025
VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models Weiye Xu Jun Wang Weiyun Wang Zhe Chen Wengang Zhou ... Xiaohua Wang Xizhou Zhu Wenhai Wang Jifeng Dai Jinguo Zhu VLM LRM 175 7 0 21 Apr 2025
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Yang Yue Zhiqi Chen Rui Lu Andrew Zhao Zhaokai Wang Yang Yue Shiji Song Gao Huang ReLM LRM 218 128 0 18 Apr 2025
Instruction-augmented Multimodal Alignment for Image-Text and Element Matching Xinli Yue Jianhui Sun Junda Lu Liangchao Yao Fan Xia Tianyi Wang Fengyun Rao Jing Lyu Yuetang Deng 83 2 0 16 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 394 14 0 15 Apr 2025
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 215 132 1 14 Apr 2025
GeoNav: Empowering MLLMs with Explicit Geospatial Reasoning Abilities for Language-Goal Aerial Navigation Haotian Xu Yue Hu Chen Gao Zhengqiu Zhu Yong Zhao Yongqian Li Quanjun Yin 123 2 0 13 Apr 2025
Kimi-VL Technical Report Kimi Team Angang Du B. Yin Bowei Xing Bowen Qu ... Z. Huang Zhe Chen Zijia Zhao Ziwei Chen Zongyu Lin MLLM VLM MoE 391 32 0 10 Apr 2025
SF2T: Self-supervised Fragment Finetuning of Video-LLMs for Fine-Grained Understanding Yangliu Hu Zikai Song Na Feng Yawei Luo Junqing Yu Yi-Ping Phoebe Chen Wei Yang 68 2 0 10 Apr 2025
Can Large Vision Language Models Read Maps Like a Human? Shuo Xing Zezhou Sun Shuangyu Xie Kaiyuan Chen Yanjia Huang Yuping Wang Jiachen Li Dezhen Song Zhengzhong Tu 135 8 0 18 Mar 2025
Visual-RFT: Visual Reinforcement Fine-Tuning Ziyu Liu Zeyi Sun Yuhang Zang Xiaoyi Dong Yuhang Cao Haodong Duan Dahua Lin Jiaqi Wang ObjD VLM LRM 141 129 0 03 Mar 2025
Med-RLVR: Emerging Medical Reasoning from a 3B base model via reinforcement Learning Sheng Zhang Qianchu Liu Guanghui Qin Tristan Naumann Hoifung Poon ReLM OffRL LRM 125 9 0 27 Feb 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 384 699 0 20 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 380 2,013 0 22 Jan 2025
Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark Yunzhuo Hao Jiawei Gu Huichen Will Wang Linjie Li Zhiyong Yang Lijuan Wang Yu Cheng LRM 100 36 0 10 Jan 2025
Are VLMs Ready for Autonomous Driving? An Empirical Study from the Reliability, Data, and Metric Perspectives Shaoyuan Xie Lingdong Kong Yuhao Dong Chonghao Sima Wenwei Zhang Qi Alfred Chen Ziwei Liu Liang Pan 374 20 0 08 Jan 2025
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Mahir Labib Dihan Md Tanvir Hassan Md Tanvir Parvez Md Hasebul Hasan Md Almash Alam Muhammad Aamir Cheema Mohammed Eunus Ali Md. Rizwan Parvez ELM LRM 110 3 0 31 Dec 2024
Visual-Linguistic Agent: Towards Collaborative Contextual Object Reasoning Jingru Yang Huan Yu Yang Jingxin C. Xu Yin Biao Yu Sun Shengfeng He 44 1 0 15 Nov 2024
An Empirical Analysis on Spatial Reasoning Capabilities of Large Multimodal Models Fatemeh Shiri Xiao-Yu Guo Mona Golestan Far Xin-Yao Yu Gholamreza Haffari Yuan-Fang Li LRM 68 17 0 09 Nov 2024
Understanding the Role of LLMs in Multimodal Evaluation Benchmarks Botian Jiang Lei Li Xiaonan Li Zhaowei Li Xiachong Feng Dianbo Sui Qiang Liu Xipeng Qiu 95 3 0 16 Oct 2024
MathGLM-Vision: Solving Mathematical Problems with Multi-Modal Large Language Model Zhen Yang Jinhao Chen Zhengxiao Du Wenmeng Yu Weihan Wang Wenyi Hong Zhihuan Jiang Bin Xu Yuxiao Dong Jie Tang VLM LRM 73 11 0 10 Sep 2024
SAM4MLLM: Enhance Multi-Modal Large Language Model for Referring Expression Segmentation Yi-Chia Chen Wei-Hua Li Cheng Sun Yu-Chiang Frank Wang Chu-Song Chen VLM 103 21 0 01 Sep 2024
Perceive, Reflect, and Plan: Designing LLM Agent for Goal-Directed City Navigation without Instructions Qingbin Zeng Qinglong Yang Shunan Dong Heming Du Liang Zheng Fengli Xu Yong Li LLMAG LM&Ro 83 14 0 08 Aug 2024
Qwen2 Technical Report An Yang Baosong Yang Binyuan Hui Jian Xu Bowen Yu ... Yuqiong Liu Zeyu Cui Zhenru Zhang Zhifang Guo Zhi-Wei Fan OSLM VLM MU 213 984 0 15 Jul 2024
TokenPacker: Efficient Visual Projector for Multimodal LLM Wentong Li Yuqian Yuan Jian Liu Dongqi Tang Song Wang Jie Qin Jianke Zhu Lei Zhang MLLM 140 67 0 02 Jul 2024
OMG-LLaVA: Bridging Image-level, Object-level, Pixel-level Reasoning and Understanding Tao Zhang Xiangtai Li Hao Fei Haobo Yuan Shengqiong Wu Shunping Ji Chen Change Loy Shuicheng Yan LRM MLLM VLM 129 63 0 27 Jun 2024
CityBench: Evaluating the Capabilities of Large Language Models for Urban Tasks Jie Feng Jun Zhang Junbo Yan Xin Zhang Tianjian Ouyang Junbo Yan Tianhui Liu Siqi Guo Yong Li ELM 157 3 0 20 Jun 2024
PlanAgent: A Multi-modal Large Language Agent for Closed-loop Vehicle Motion Planning Yupeng Zheng Zebin Xing Qichao Zhang Bu Jin Pengfei Li ... Zhongpu Xia Kun Zhan Xianpeng Lang Yaran Chen Dongbin Zhao LM&Ro LRM LLMAG 116 21 0 03 Jun 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 227 197 0 29 Apr 2024
MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems? Renrui Zhang Dongzhi Jiang Yichi Zhang Haokun Lin Ziyu Guo ... Aojun Zhou Pan Lu Kai-Wei Chang Peng Gao Hongsheng Li 86 253 0 21 Mar 2024
Rotary Position Embedding for Vision Transformer Byeongho Heo Song Park Dongyoon Han Sangdoo Yun 127 51 0 20 Mar 2024
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset Ke Wang Junting Pan Weikang Shi Zimu Lu Mingjie Zhan Hongsheng Li 95 188 0 22 Feb 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 169 1,288 0 05 Feb 2024
V*: Guided Visual Search as a Core Mechanism in Multimodal LLMs Penghao Wu Saining Xie LRM 117 158 0 21 Dec 2023
PixelLM: Pixel Reasoning with Large Multimodal Model Zhongwei Ren Zhicheng Huang Yunchao Wei Yao-Min Zhao Dongmei Fu Jiashi Feng Xiaojie Jin VLM MLLM LRM 101 108 0 04 Dec 2023
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 281 960 0 27 Nov 2023
A Survey on Multimodal Large Language Models for Autonomous Driving Can Cui Yunsheng Ma Xu Cao Wenqian Ye Yang Zhou ... Xinrui Yan Shuqi Mei Jianguo Cao Ziran Wang Chao Zheng 149 289 0 21 Nov 2023
A Survey on Large Language Model based Autonomous Agents Lei Wang Chengbang Ma Xueyang Feng Zeyu Zhang Hao-ran Yang ... Xu Chen Yankai Lin Wayne Xin Zhao Zhewei Wei Ji-Rong Wen LLMAG AI4CE LM&Ro 101 1,315 0 22 Aug 2023
Kosmos-2: Grounding Multimodal Large Language Models to the World Zhiliang Peng Wenhui Wang Li Dong Y. Hao Shaohan Huang Shuming Ma Furu Wei MLLM ObjD VLM 123 764 0 26 Jun 2023
What You See is What You Read? Improving Text-Image Alignment Evaluation Michal Yarom Yonatan Bitton Soravit Changpinyo Roee Aharoni Jonathan Herzig Oran Lang E. Ofek Idan Szpektor EGVM 132 85 0 17 May 2023
LiDAR2Map: In Defense of LiDAR-Based Semantic Map Construction Using Online Camera Distillation Song Wang Wentong Li Wenyu Liu Xiaolu Liu Jianke Zhu 104 19 0 22 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,761 0 15 Mar 2023
A Survey of Embodied AI: From Simulators to Research Tasks Jiafei Duan Samson Yu Tangyao Li Huaiyu Zhu Cheston Tan LM&Ro 70 295 0 08 Mar 2021
Measuring Massive Multitask Language Understanding Dan Hendrycks Collin Burns Steven Basart Andy Zou Mantas Mazeika Basel Alomair Jacob Steinhardt ELM RALM 189 4,577 0 07 Sep 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 653 4,925 0 23 Jan 2020
Learning from Maps: Visual Common Sense for Autonomous Driving Ari Seff Jianxiong Xiao SSL 88 45 0 25 Nov 2016