NeSyGeo: A Neuro-Symbolic Framework for Multimodal Geometric Reasoning Data Generation

21 May 2025

Papers citing "NeSyGeo: A Neuro-Symbolic Framework for Multimodal Geometric Reasoning Data Generation"

28 / 28 papers shown

Title
GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning Liangyu Xu Yingxiu Zhao Jiadong Wang Yingyao Wang Bu Pi ... Jihao Gu Xinfeng Li Xiaoyong Zhu Jun Song Jian Xu LRM 411 5 0 17 Apr 2025
Pi-GPS: Enhancing Geometry Problem Solving by Unleashing the Power of Diagrammatic Information Junbo Zhao Ting Zhang Jiayu Sun Mi Tian Hua Huang 58 2 0 07 Mar 2025
MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs Jiarui Zhang Mahyar Khayatkhoei P. Chhikara Filip Ilievski LRM 78 13 0 24 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 196 523 0 20 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 186 17 0 05 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 318 1,611 0 22 Jan 2025
AutoGeo: Automating Geometric Image Dataset Creation for Enhanced Geometry Understanding Zihan Huang Tao Wu Wang Lin Shengyu Zhang Jingyuan Chen Fei Wu 40 11 0 28 Aug 2024
ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models Ming-Kuan Wu Xinyue Cai Jiayi Ji Jiale Li Oucheng Huang Gen Luo Hao Fei Xiaoshuai Sun Rongrong Ji MLLM 105 10 0 31 Jul 2024
VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models Haodong Duan Junming Yang Junming Yang Xinyu Fang Lin Chen ... Yuhang Zang Pan Zhang Jiaqi Wang Dahua Lin Kai Chen LM&MA VLM 116 158 0 16 Jul 2024
Leveraging Visual Tokens for Extended Text Contexts in Multi-Modal Learning Alex Jinpeng Wang Linjie Li Yiqi Lin Min Li Lijuan Wang Mike Zheng Shou VLM 73 4 0 04 Jun 2024
MARVEL: Multidimensional Abstraction and Reasoning through Visual Evaluation and Learning Yifan Jiang Jiarui Zhang Kexuan Sun Zhivar Sourati Kian Ahrabian Kaixin Ma Filip Ilievski Jay Pujara LRM 81 16 0 21 Apr 2024
Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want Weifeng Lin Xinyu Wei Ruichuan An Peng Gao Bocheng Zou Yulin Luo Siyuan Huang Shanghang Zhang Hongsheng Li VLM 129 39 0 29 Mar 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 55 221 0 21 Mar 2024
LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models Yaowei Zheng Richong Zhang Junhao Zhang Yanhan Ye Zheyan Luo Zhangchi Feng Yongqiang Ma 122 511 0 20 Mar 2024
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset Ke Wang Junting Pan Weikang Shi Zimu Lu Mingjie Zhan Hongsheng Li 65 159 0 22 Feb 2024
FGeo-HyperGNet: Geometric Problem Solving Integrating Formal Symbolic System and Hypergraph Neural Network Xiaokai Zhang Na Zhu Cheng Qin Yang Li Zhen Zeng Tuo Leng AI4CE 44 2 0 18 Feb 2024
GeoEval: Benchmark for Evaluating LLMs and Multi-Modal Models on Geometry Problem-Solving Jiaxin Zhang Zhong-Zhi Li Ming-Liang Zhang Fei Yin Cheng-Lin Liu Yashar Moshfeghi ELM LRM 77 26 0 15 Feb 2024
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks Zhe Chen Jiannan Wu Wenhai Wang Weijie Su Guo Chen ... Bin Li Ping Luo Tong Lu Yu Qiao Jifeng Dai VLM MLLM 224 1,102 0 21 Dec 2023
GeomVerse: A Systematic Evaluation of Large Models for Geometric Reasoning Mehran Kazemi Hamidreza Alvari Ankit Anand Jialin Wu Xi Chen Radu Soricut LRM ReLM 56 69 0 19 Dec 2023
G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model Jiahui Gao Renjie Pi Jipeng Zhang Jiacheng Ye Wanjun Zhong ... Lanqing Hong Jianhua Han Hang Xu Zhenguo Li Lingpeng Kong SyDa ReLM LRM 84 111 0 18 Dec 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 435 4,715 0 17 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 1.2K 14,179 0 15 Mar 2023
Plane Geometry Diagram Parsing Ming-Liang Zhang Fei Yin Yilun Hao Cheng-Lin Liu 3DV 48 30 0 19 May 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 344 3,515 0 29 Apr 2022
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Junnan Li Ramprasaath R. Selvaraju Akhilesh Deepak Gotmare Shafiq Joty Caiming Xiong Guosheng Lin FaML 167 1,943 0 16 Jul 2021
GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning Jiaqi Chen Jianheng Tang Jinghui Qin Xiaodan Liang Lingbo Liu Eric Xing Liang Lin AIMat 44 175 0 30 May 2021
Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning Pan Lu Ran Gong Shibiao Jiang Liang Qiu Siyuan Huang Xiaodan Liang Song-Chun Zhu AIMat LRM 58 234 0 10 May 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 824 29,167 0 26 Feb 2021