MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Meng, Fanqing, Du, Lingxiao, Liu, Zongkai, Zhou, Zhixiang, Lu, Quanfeng, Fu, Daocheng, Han, Tiancheng, Shi, Botian, Wang, Wenhai, He, Junjun, Zhang, Kaipeng, Luo, Ping, Qiao, Yu, Zhang, Qiaosheng, Shao, Wenqi |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level Supervision
by: Du, Lingxiao, et al.
Published: (2025)
by: Du, Lingxiao, et al.
Published: (2025)
CPGD: Toward Stable Rule-based Reinforcement Learning for Language Models
by: Liu, Zongkai, et al.
Published: (2025)
by: Liu, Zongkai, et al.
Published: (2025)
ChartAssisstant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction Tuning
by: Meng, Fanqing, et al.
Published: (2024)
by: Meng, Fanqing, et al.
Published: (2024)
GUIOdyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices
by: Lu, Quanfeng, et al.
Published: (2024)
by: Lu, Quanfeng, et al.
Published: (2024)
Towards World Simulator: Crafting Physical Commonsense-Based Benchmark for Video Generation
by: Meng, Fanqing, et al.
Published: (2024)
by: Meng, Fanqing, et al.
Published: (2024)
MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models
by: Meng, Fanqing, et al.
Published: (2024)
by: Meng, Fanqing, et al.
Published: (2024)
PhyBench: A Physical Commonsense Benchmark for Evaluating Text-to-Image Models
by: Meng, Fanqing, et al.
Published: (2024)
by: Meng, Fanqing, et al.
Published: (2024)
From Diagnosis to Improvement: Probing Spatio-Physical Reasoning in Vision Language Models
by: Han, Tiancheng, et al.
Published: (2025)
by: Han, Tiancheng, et al.
Published: (2025)
OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM
by: Hu, Yutao, et al.
Published: (2024)
by: Hu, Yutao, et al.
Published: (2024)
UniFork: Exploring Modality Alignment for Unified Multimodal Understanding and Generation
by: Li, Teng, et al.
Published: (2025)
by: Li, Teng, et al.
Published: (2025)
CiQi-Agent: Aligning Vision, Tools and Aesthetics in Multimodal Agent for Cultural Reasoning on Chinese Porcelains
by: Wang, Wenhan, et al.
Published: (2026)
by: Wang, Wenhan, et al.
Published: (2026)
TP-Eval: Tap Multimodal LLMs' Potential in Evaluation by Customizing Prompts
by: Xie, Yuxuan, et al.
Published: (2024)
by: Xie, Yuxuan, et al.
Published: (2024)
Dynamic Multimodal Evaluation with Flexible Complexity by Vision-Language Bootstrapping
by: Yang, Yue, et al.
Published: (2024)
by: Yang, Yue, et al.
Published: (2024)
TinyLVLM-eHub: Towards Comprehensive and Efficient Evaluation for Large Vision-Language Models
by: Shao, Wenqi, et al.
Published: (2023)
by: Shao, Wenqi, et al.
Published: (2023)
MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI
by: Ying, Kaining, et al.
Published: (2024)
by: Ying, Kaining, et al.
Published: (2024)
Needle In A Multimodal Haystack
by: Wang, Weiyun, et al.
Published: (2024)
by: Wang, Weiyun, et al.
Published: (2024)
Efficient High-Resolution Visual Representation Learning with State Space Model for Human Pose Estimation
by: Zhang, Hao, et al.
Published: (2024)
by: Zhang, Hao, et al.
Published: (2024)
MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification
by: Xu, Zhaopan, et al.
Published: (2025)
by: Xu, Zhaopan, et al.
Published: (2025)
LimSim++: A Closed-Loop Platform for Deploying Multimodal LLMs in Autonomous Driving
by: Fu, Daocheng, et al.
Published: (2024)
by: Fu, Daocheng, et al.
Published: (2024)
DiffAgent: Fast and Accurate Text-to-Image API Selection with Large Language Model
by: Zhao, Lirui, et al.
Published: (2024)
by: Zhao, Lirui, et al.
Published: (2024)
B-AVIBench: Towards Evaluating the Robustness of Large Vision-Language Model on Black-box Adversarial Visual-Instructions
by: Zhang, Hao, et al.
Published: (2024)
by: Zhang, Hao, et al.
Published: (2024)
Diffree: Text-Guided Shape Free Object Inpainting with Diffusion Model
by: Zhao, Lirui, et al.
Published: (2024)
by: Zhao, Lirui, et al.
Published: (2024)
Open-Vocabulary Animal Keypoint Detection with Semantic-feature Matching
by: Zhang, Hao, et al.
Published: (2023)
by: Zhang, Hao, et al.
Published: (2023)
InternSpatial: A Comprehensive Dataset for Spatial Reasoning in Vision-Language Models
by: Deng, Nianchen, et al.
Published: (2025)
by: Deng, Nianchen, et al.
Published: (2025)
MM-ACT: Learn from Multimodal Parallel Generation to Act
by: Liang, Haotian, et al.
Published: (2025)
by: Liang, Haotian, et al.
Published: (2025)
BESA: Pruning Large Language Models with Blockwise Parameter-Efficient Sparsity Allocation
by: Xu, Peng, et al.
Published: (2024)
by: Xu, Peng, et al.
Published: (2024)
MLLMs-Augmented Visual-Language Representation Learning
by: Liu, Yanqing, et al.
Published: (2023)
by: Liu, Yanqing, et al.
Published: (2023)
EchoInk-R1: Exploring Audio-Visual Reasoning in Multimodal LLMs via Reinforcement Learning
by: Xing, Zhenghao, et al.
Published: (2025)
by: Xing, Zhenghao, et al.
Published: (2025)
Memory-Anchored Multimodal Reasoning for Explainable Video Forensics
by: Chen, Chen, et al.
Published: (2025)
by: Chen, Chen, et al.
Published: (2025)
SearchLVLMs: A Plug-and-Play Framework for Augmenting Large Vision-Language Models by Searching Up-to-Date Internet Knowledge
by: Li, Chuanhao, et al.
Published: (2024)
by: Li, Chuanhao, et al.
Published: (2024)
EfficientQAT: Efficient Quantization-Aware Training for Large Language Models
by: Chen, Mengzhao, et al.
Published: (2024)
by: Chen, Mengzhao, et al.
Published: (2024)
From Similarity to Vulnerability: Key Collision Attack on LLM Semantic Caching
by: Zhang, Zhixiang, et al.
Published: (2026)
by: Zhang, Zhixiang, et al.
Published: (2026)
OmniQuant: Omnidirectionally Calibrated Quantization for Large Language Models
by: Shao, Wenqi, et al.
Published: (2023)
by: Shao, Wenqi, et al.
Published: (2023)
Dynamic Adversarial Reinforcement Learning for Robust Multimodal Large Language Models
by: Bao, Yicheng, et al.
Published: (2026)
by: Bao, Yicheng, et al.
Published: (2026)
Design First, Code Later: Aesthetically Pleasing Template-Free Slides Generation
by: Cui, Zhiyao, et al.
Published: (2026)
by: Cui, Zhiyao, et al.
Published: (2026)
MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification
by: Sun, Linzhuang, et al.
Published: (2025)
by: Sun, Linzhuang, et al.
Published: (2025)
OWMM-Agent: Open World Mobile Manipulation With Multi-modal Agentic Data Synthesis
by: Chen, Junting, et al.
Published: (2025)
by: Chen, Junting, et al.
Published: (2025)
KG-TRACES: Enhancing Large Language Models with Knowledge Graph-constrained Trajectory Reasoning and Attribution Supervision
by: Wu, Rong, et al.
Published: (2025)
by: Wu, Rong, et al.
Published: (2025)
Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start
by: Wei, Lai, et al.
Published: (2025)
by: Wei, Lai, et al.
Published: (2025)
MM-CondChain: A Programmatically Verified Benchmark for Visually Grounded Deep Compositional Reasoning
by: Shen, Haozhan, et al.
Published: (2026)
by: Shen, Haozhan, et al.
Published: (2026)
Similar Items
-
MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level Supervision
by: Du, Lingxiao, et al.
Published: (2025) -
CPGD: Toward Stable Rule-based Reinforcement Learning for Language Models
by: Liu, Zongkai, et al.
Published: (2025) -
ChartAssisstant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction Tuning
by: Meng, Fanqing, et al.
Published: (2024) -
GUIOdyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices
by: Lu, Quanfeng, et al.
Published: (2024) -
Towards World Simulator: Crafting Physical Commonsense-Based Benchmark for Video Generation
by: Meng, Fanqing, et al.
Published: (2024)