Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark
Fuente:
arXiv
Saved in:
| Main Authors: | Hao, Yunzhuo, Gu, Jiawei, Wang, Huichen Will, Li, Linjie, Yang, Zhengyuan, Wang, Lijuan, Cheng, Yu |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow
by: Sun, Haoyu, et al.
Published: (2025)
by: Sun, Haoyu, et al.
Published: (2025)
ThinkMorph: Emergent Properties in Multimodal Interleaved Chain-of-Thought Reasoning
by: Gu, Jiawei, et al.
Published: (2025)
by: Gu, Jiawei, et al.
Published: (2025)
ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning
by: Liao, Jiaqi, et al.
Published: (2025)
by: Liao, Jiaqi, et al.
Published: (2025)
MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document Retrieval
by: Xu, Mingjun, et al.
Published: (2025)
by: Xu, Mingjun, et al.
Published: (2025)
Beyond Words: Advancing Long-Text Image Generation via Multimodal Autoregressive Models
by: Wang, Alex Jinpeng, et al.
Published: (2025)
by: Wang, Alex Jinpeng, et al.
Published: (2025)
Point-RFT: Improving Multimodal Reasoning with Visually Grounded Reinforcement Finetuning
by: Ni, Minheng, et al.
Published: (2025)
by: Ni, Minheng, et al.
Published: (2025)
EMMA: Your Text-to-Image Diffusion Model Can Secretly Accept Multi-Modal Prompts
by: Han, Yucheng, et al.
Published: (2024)
by: Han, Yucheng, 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)
by: Liu, Ziyuan, et al.
Published: (2025)
Evaluating MLLMs with Multimodal Multi-image Reasoning Benchmark
by: Cheng, Ziming, et al.
Published: (2025)
by: Cheng, Ziming, et al.
Published: (2025)
Diagnostic Benchmark and Iterative Inpainting for Layout-Guided Image Generation
by: Cho, Jaemin, et al.
Published: (2023)
by: Cho, Jaemin, et al.
Published: (2023)
MMA-Diffusion: MultiModal Attack on Diffusion Models
by: Yang, Yijun, et al.
Published: (2023)
by: Yang, Yijun, et al.
Published: (2023)
MMRPT: MultiModal Reinforcement Pre-Training via Masked Vision-Dependent Reasoning
by: Zheng, Xuhui, et al.
Published: (2025)
by: Zheng, Xuhui, et al.
Published: (2025)
MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities
by: Yu, Weihao, et al.
Published: (2023)
by: Yu, Weihao, et al.
Published: (2023)
OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning
by: Su, Zhaochen, et al.
Published: (2025)
by: Su, Zhaochen, et al.
Published: (2025)
Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models
by: Zeng, Zhen, et al.
Published: (2024)
by: Zeng, Zhen, et al.
Published: (2024)
TeamPath: Building MultiModal Pathology Experts with Reasoning AI Copilots
by: Liu, Tianyu, et al.
Published: (2025)
by: Liu, Tianyu, et al.
Published: (2025)
Re-M3Dr: Rebalanced MultiModal Mean Deviation Regression
by: Yin, Haojie, et al.
Published: (2026)
by: Yin, Haojie, et al.
Published: (2026)
MM-Vet v2: A Challenging Benchmark to Evaluate Large Multimodal Models for Integrated Capabilities
by: Yu, Weihao, et al.
Published: (2024)
by: Yu, Weihao, et al.
Published: (2024)
MMCORE: MultiModal COnnection with Representation Aligned Latent Embeddings
by: Li, Zijie, et al.
Published: (2026)
by: Li, Zijie, et al.
Published: (2026)
ControlEdit: A MultiModal Local Clothing Image Editing Method
by: Cheng, Di, et al.
Published: (2024)
by: Cheng, Di, et al.
Published: (2024)
On the Feasibility of Using MultiModal LLMs to Execute AR Social Engineering Attacks
by: Bi, Ting, et al.
Published: (2025)
by: Bi, Ting, et al.
Published: (2025)
MultiModal Action Conditioned Video Generation
by: Li, Yichen, et al.
Published: (2025)
by: Li, Yichen, et al.
Published: (2025)
MultiModal Fine-tuning with Synthetic Captions
by: Enomoto, Shohei, et al.
Published: (2026)
by: Enomoto, Shohei, et al.
Published: (2026)
EMMA: Efficient Visual Alignment in Multi-Modal LLMs
by: Ghazanfari, Sara, et al.
Published: (2024)
by: Ghazanfari, Sara, et al.
Published: (2024)
CapS-Adapter: Caption-based MultiModal Adapter in Zero-Shot Classification
by: Wang, Qijie, et al.
Published: (2024)
by: Wang, Qijie, et al.
Published: (2024)
M3: 3D-Spatial MultiModal Memory
by: Zou, Xueyan, et al.
Published: (2025)
by: Zou, Xueyan, et al.
Published: (2025)
V-MAGE: A Game Evaluation Framework for Assessing Vision-Centric Capabilities in Multimodal Large Language Models
by: Zheng, Xiangxi, et al.
Published: (2025)
by: Zheng, Xiangxi, et al.
Published: (2025)
Exploring a Unified Vision-Centric Contrastive Alternatives on Multi-Modal Web Documents
by: Lin, Yiqi, et al.
Published: (2025)
by: Lin, Yiqi, et al.
Published: (2025)
MLlm-DR: Towards Explainable Depression Recognition with MultiModal Large Language Models
by: Zhang, Wei, et al.
Published: (2025)
by: Zhang, Wei, et al.
Published: (2025)
MM-LLMs: Recent Advances in MultiModal Large Language Models
by: Zhang, Duzhen, et al.
Published: (2024)
by: Zhang, Duzhen, et al.
Published: (2024)
CSVQA: A Chinese Multimodal Benchmark for Evaluating STEM Reasoning Capabilities of VLMs
by: Jian, Ai, et al.
Published: (2025)
by: Jian, Ai, et al.
Published: (2025)
Zero-Shot Audio-Visual Editing via Cross-Modal Delta Denoising
by: Lin, Yan-Bo, et al.
Published: (2025)
by: Lin, Yan-Bo, et al.
Published: (2025)
Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning
by: Liu, Fuxiao, et al.
Published: (2023)
by: Liu, Fuxiao, et al.
Published: (2023)
Piculet: Specialized Models-Guided Hallucination Decrease for MultiModal Large Language Models
by: Wang, Kohou, et al.
Published: (2024)
by: Wang, Kohou, et al.
Published: (2024)
Bring Metric Functions into Diffusion Models
by: An, Jie, et al.
Published: (2024)
by: An, Jie, et al.
Published: (2024)
MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI
by: Yao, Huanjin, et al.
Published: (2025)
by: Yao, Huanjin, et al.
Published: (2025)
Omni-Customizer: End-to-End MultiModal Customization for Joint Audio-Video Generation
by: Chen, Yuheng, et al.
Published: (2026)
by: Chen, Yuheng, et al.
Published: (2026)
Dementia Insights: A Context-Based MultiModal Approach
by: Mehdoui, Sahar Sinene, et al.
Published: (2025)
by: Mehdoui, Sahar Sinene, et al.
Published: (2025)
Can MLLMs Reason Beyond Language? VisReason: A Comprehensive Benchmark for Vision-Centric Reasoning
by: Guo, Longteng, et al.
Published: (2026)
by: Guo, Longteng, et al.
Published: (2026)
MM-MoralBench: A MultiModal Moral Evaluation Benchmark for Large Vision-Language Models
by: Yan, Bei, et al.
Published: (2024)
by: Yan, Bei, et al.
Published: (2024)
Similar Items
-
FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow
by: Sun, Haoyu, et al.
Published: (2025) -
ThinkMorph: Emergent Properties in Multimodal Interleaved Chain-of-Thought Reasoning
by: Gu, Jiawei, et al.
Published: (2025) -
ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning
by: Liao, Jiaqi, et al.
Published: (2025) -
MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document Retrieval
by: Xu, Mingjun, et al.
Published: (2025) -
Beyond Words: Advancing Long-Text Image Generation via Multimodal Autoregressive Models
by: Wang, Alex Jinpeng, et al.
Published: (2025)