Cover Image

MathGen: Revealing the Illusion of Mathematical Competence through Text-to-Image Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liu, Ruiyao, Shen, Hui, Zhang, Ping, Hsieh, Yunta, Zhang, Yifan, Xu, Jing, Chen, Sicheng, Li, Junchen, Lu, Jiawei, Ma, Jianing, Mo, Jiaqi, Han, Qi, Zhang, Zhen, Wan, Zhongwei, Xiong, Jing, Wang, Xin, Liu, Ziyuan, Cao, Hangrui, Wong, Ngai
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MMSpec: Benchmarking Speculative Decoding for Vision-Language Models
by: Shen, Hui, et al.
Published: (2026)

MMFormalizer: Multimodal Autoformalization in the Wild
by: Xiong, Jing, et al.
Published: (2026)

IllusionCAPTCHA: A CAPTCHA based on Visual Illusion
by: Ding, Ziqi, et al.
Published: (2025)

QuantVLA: Scale-Calibrated Post-Training Quantization for Vision-Language-Action Models
by: Zhang, Jingxuan, et al.
Published: (2026)

Self-consistent Reasoning For Solving Math Word Problems
by: Xiong, Jing, et al.
Published: (2022)

The Illusion of Clinical Reasoning: A Benchmark Reveals the Pervasive Gap in Vision-Language Models for Clinical Competency
by: Wang, Dingyu, et al.
Published: (2025)

Cultivating Moral Competence of Chinese Undergraduates with KMDD-Sessions
by: Jing Zhang
Published: (2013)

Parental Anxiety and Math Engagement: A Moderated Mediation Model of Math Anxiety and Perceived Teacher Support
by: Yu Zhou, et al.
Published: (2025)

LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models
by: Yang, Yifan, et al.
Published: (2024)

VisioMath: Benchmarking Figure-based Mathematical Reasoning in LMMs
by: Li, Can, et al.
Published: (2025)

Factors of Chinese Adolescents' Moral Judgment Competence – Findings from Hubei Province
by: Jing Zhang
Published: (2012)

Augmenting Math Word Problems via Iterative Question Composing
by: Liu, Haoxiong, et al.
Published: (2024)

DAG-Math: Graph-of-Thought Guided Mathematical Reasoning in LLMs
by: Zhang, Yuanhe, et al.
Published: (2025)

Mirage: Transmitting a Video as a Perceptual Illusion for 50,000X Speedup
by: Wu, Junjie, et al.
Published: (2026)

Quantization Meets Reasoning: Exploring LLM Low-Bit Quantization Degradation for Mathematical Reasoning
by: Li, Zhen, et al.
Published: (2025)

MathMixup: Boosting LLM Mathematical Reasoning with Difficulty-Controllable Data Synthesis and Curriculum Learning
by: Li, Xuchen, et al.
Published: (2026)

PhyX: Does Your Model Have the "Wits" for Physical Reasoning?
by: Shen, Hui, et al.
Published: (2025)

JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models
by: Hao, Yifan, et al.
Published: (2025)

Does the Digital Economy Promote Renewable Energy?—Evidence From a Cross‐National Sample
by: Lin liu, et al.
Published: (2025)

CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models
by: Liu, Wentao, et al.
Published: (2024)

Exploring the Influence of Response Time Allocation on Item Revisiting: Implications for Test‐Taking Strategies in Cognitive Diagnostic Assessments
by: Ziyuan Zhao, et al.
Published: (2025)

PAnDA: Rethinking Metric Differential Privacy Optimization at Scale with Anchor-Based Approximation
by: Liu, Ruiyao, et al.
Published: (2025)

MathScale: Scaling Instruction Tuning for Mathematical Reasoning
by: Tang, Zhengyang, et al.
Published: (2024)

M$^2$CD: A Unified MultiModal Framework for Optical-SAR Change Detection with Mixture of Experts and Self-Distillation
by: Liu, Ziyuan, et al.
Published: (2025)

CogMath: Assessing LLMs' Authentic Mathematical Ability from a Human Cognitive Perspective
by: Liu, Jiayu, et al.
Published: (2025)

PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts
by: Wang, Yiming, et al.
Published: (2025)

Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist
by: Zhou, Zihao, et al.
Published: (2024)

MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models
by: Yu, Longhui, et al.
Published: (2023)

IllusionBench+: A Large-scale and Comprehensive Benchmark for Visual Illusion Understanding in Vision-Language Models
by: Zhang, Yiming, et al.
Published: (2025)

MathBench: Evaluating the Theory and Application Proficiency of LLMs with a Hierarchical Mathematics Benchmark
by: Liu, Hongwei, et al.
Published: (2024)

UHR-Micro: Diagnosing and Mitigating the Resolution Illusion in Earth Observation VLMs
by: Ni, Shuo, et al.
Published: (2026)

WirelessMathLM: Teaching Mathematical Reasoning for LLMs in Wireless Communications with Reinforcement Learning
by: Li, Xin, et al.
Published: (2025)

ReliableMath: Benchmark of Reliable Mathematical Reasoning on Large Language Models
by: Xue, Boyang, et al.
Published: (2025)

Re$^2$Math: Benchmarking Theorem Retrieval in Research-Level Mathematics
by: Lyu, Zicheng, et al.
Published: (2026)

Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning
by: Zhuang, Wenwen, et al.
Published: (2024)

MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions
by: Liang, Zhenwen, et al.
Published: (2024)

Sprite Sheet Diffusion: Generate Game Character for Animation
by: Hsieh, Cheng-An, et al.
Published: (2024)

XStreamVGGT: Extremely Memory-Efficient Streaming Vision Geometry Grounded Transformer with KV Cache Compression
by: Su, Zunhai, et al.
Published: (2026)

XStreamVGGT: Extremely Memory-Efficient Streaming Vision Geometry Grounded Transformer with KV Cache Compression
by: Su, Zunhai, et al.
Published: (2026)

VisAidMath: Benchmarking Visual-Aided Mathematical Reasoning
by: Ma, Jingkun, et al.
Published: (2024)