When Seeing Is not Enough: Revealing the Limits of Active Reasoning in MLLMs
Fuente:
arXiv
Saved in:
| Main Authors: | Liu, Hongcheng, Wang, Pingjie, Wang, Yuhao, Ou, Siqu, Wang, Yanfeng, Wang, Yu |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
M2K-VDG: Model-Adaptive Multimodal Knowledge Anchor Enhanced Video-grounded Dialogue Generation
by: Liu, Hongcheng, et al.
Published: (2024)
by: Liu, Hongcheng, et al.
Published: (2024)
Bridging the Dynamic Perception Gap: Training-Free Draft Chain-of-Thought for Dynamic Multimodal Spatial Reasoning
by: Ou, Siqu, et al.
Published: (2025)
by: Ou, Siqu, et al.
Published: (2025)
Cross-Modal Coreference Alignment: Enabling Reliable Information Transfer in Omni-LLMs
by: Liu, Hongcheng, et al.
Published: (2026)
by: Liu, Hongcheng, et al.
Published: (2026)
Drawing the Line: Enhancing Trustworthiness of MLLMs Through the Power of Refusal
by: Wang, Yuhao, et al.
Published: (2024)
by: Wang, Yuhao, et al.
Published: (2024)
Med-PMC: Medical Personalized Multi-modal Consultation with a Proactive Ask-First-Observe-Next Paradigm
by: Liu, Hongcheng, et al.
Published: (2024)
by: Liu, Hongcheng, et al.
Published: (2024)
Selecting Auxiliary Data via Neural Tangent Kernels for Low-Resource Domains
by: Wang, Pingjie, et al.
Published: (2025)
by: Wang, Pingjie, et al.
Published: (2025)
VocalBench-DF: A Benchmark for Evaluating Speech LLM Robustness to Disfluency
by: Liu, Hongcheng, et al.
Published: (2025)
by: Liu, Hongcheng, et al.
Published: (2025)
Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator
by: Liao, Yusheng, et al.
Published: (2024)
by: Liao, Yusheng, et al.
Published: (2024)
MM-SAP: A Comprehensive Benchmark for Assessing Self-Awareness of Multimodal Large Language Models in Perception
by: Wang, Yuhao, et al.
Published: (2024)
by: Wang, Yuhao, et al.
Published: (2024)
Do MLLMs Really See It: Reinforcing Visual Attention in Multimodal LLMs
by: Ou, Siqu, et al.
Published: (2026)
by: Ou, Siqu, et al.
Published: (2026)
Towards Omni-RAG: Comprehensive Retrieval-Augmented Generation for Large Language Models in Medical Applications
by: Chen, Zhe, et al.
Published: (2025)
by: Chen, Zhe, et al.
Published: (2025)
Miner:Mining Intrinsic Mastery for Data-Efficient RL in Large Reasoning Models
by: Jiang, Shuyang, et al.
Published: (2026)
by: Jiang, Shuyang, et al.
Published: (2026)
VocalBench-zh: Decomposing and Benchmarking the Speech Conversational Abilities in Mandarin Context
by: Liu, Heyang, et al.
Published: (2025)
by: Liu, Heyang, et al.
Published: (2025)
Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning
by: Sun, Renliang, et al.
Published: (2025)
by: Sun, Renliang, et al.
Published: (2025)
DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models
by: Guo, YiQiu, et al.
Published: (2025)
by: Guo, YiQiu, et al.
Published: (2025)
VocalBench: Benchmarking the Vocal Conversational Abilities for Speech Interaction Models
by: Liu, Heyang, et al.
Published: (2025)
by: Liu, Heyang, et al.
Published: (2025)
Decoding Linguistic Representations of Human Brain
by: Wang, Yu, et al.
Published: (2024)
by: Wang, Yu, et al.
Published: (2024)
HeteroRAG: A Heterogeneous Retrieval-Augmented Generation Framework for Medical Vision Language Tasks
by: Chen, Zhe, et al.
Published: (2025)
by: Chen, Zhe, et al.
Published: (2025)
Adaptive Deep Reasoning: Triggering Deep Thinking When Needed
by: Wang, Yunhao, et al.
Published: (2025)
by: Wang, Yunhao, et al.
Published: (2025)
What MLLMs Learn about When they Learn about Multimodal Reasoning
by: Chung, Jiwan, et al.
Published: (2025)
by: Chung, Jiwan, et al.
Published: (2025)
Outcome Accuracy is Not Enough: Aligning the Reasoning Process of Reward Models
by: Wang, Binghai, et al.
Published: (2026)
by: Wang, Binghai, et al.
Published: (2026)
Agentic Active Omni-Modal Perception for Multi-Hop Audio-Visual Reasoning
by: Xu, Ke, et al.
Published: (2026)
by: Xu, Ke, et al.
Published: (2026)
Seeing from Another Perspective: Evaluating Multi-View Understanding in MLLMs
by: Yeh, Chun-Hsiao, et al.
Published: (2025)
by: Yeh, Chun-Hsiao, et al.
Published: (2025)
CS3-Bench: Evaluating and Enhancing Speech-to-Speech LLMs for Mandarin-English Code-Switching
by: Liu, Heyang, et al.
Published: (2025)
by: Liu, Heyang, et al.
Published: (2025)
M$^3$AV: A Multimodal, Multigenre, and Multipurpose Audio-Visual Academic Lecture Dataset
by: Chen, Zhe, et al.
Published: (2024)
by: Chen, Zhe, et al.
Published: (2024)
VocalNet-MDM: Accelerating Streaming Speech LLM via Self-Distilled Masked Diffusion Modeling
by: Cheng, Ziyang, et al.
Published: (2026)
by: Cheng, Ziyang, et al.
Published: (2026)
Beyond Unimodal Shortcuts: MLLMs as Cross-Modal Reasoners for Grounded Named Entity Recognition
by: Ma, Jinlong, et al.
Published: (2026)
by: Ma, Jinlong, et al.
Published: (2026)
Visual Room 2.0: Seeing is Not Understanding for MLLMs
by: Li, Haokun, et al.
Published: (2025)
by: Li, Haokun, et al.
Published: (2025)
When Is Thinking Enough? Early Exit via Sufficiency Assessment for Efficient Reasoning
by: Xiang, Yang, et al.
Published: (2026)
by: Xiang, Yang, et al.
Published: (2026)
Human Cognitive Benchmarks Reveal Foundational Visual Gaps in MLLMs
by: Huang, Jen-Tse, et al.
Published: (2025)
by: Huang, Jen-Tse, et al.
Published: (2025)
Leveraging Diverse Modeling Contexts with Collaborating Learning for Neural Machine Translation
by: Liao, Yusheng, et al.
Published: (2024)
by: Liao, Yusheng, et al.
Published: (2024)
VocalNet-M2: Advancing Low-Latency Spoken Language Modeling via Integrated Multi-Codebook Tokenization and Multi-Token Prediction
by: Wang, Yuhao, et al.
Published: (2025)
by: Wang, Yuhao, et al.
Published: (2025)
When Is Enough Not Enough? Illusory Completion in Search Agents
by: Ko, Dayoon, et al.
Published: (2026)
by: Ko, Dayoon, et al.
Published: (2026)
DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction
by: Li, Yiqi, et al.
Published: (2025)
by: Li, Yiqi, et al.
Published: (2025)
Seeing the Poem: Image-Semantic Detection of AI-Generated Modern Chinese Poetry with MLLMs
by: Wang, Shanshan, et al.
Published: (2026)
by: Wang, Shanshan, et al.
Published: (2026)
When Looking Is Not Enough: Visual Attention Structure Reveals Hallucination in MLLMs
by: Cao, Fanpu, et al.
Published: (2026)
by: Cao, Fanpu, et al.
Published: (2026)
When Less is Enough: Efficient Inference via Collaborative Reasoning
by: Chen, Yilei, et al.
Published: (2026)
by: Chen, Yilei, et al.
Published: (2026)
Post-decoder Biasing for End-to-End Speech Recognition of Multi-turn Medical Interview
by: Liu, Heyang, et al.
Published: (2024)
by: Liu, Heyang, et al.
Published: (2024)
MM-THEBench: Do Reasoning MLLMs Think Reasonably?
by: Huang, Zhidian, et al.
Published: (2026)
by: Huang, Zhidian, et al.
Published: (2026)
DRQA: Dynamic Reasoning Quota Allocation for Controlling Overthinking in Reasoning Large Language Models
by: Yan, Kaiwen, et al.
Published: (2025)
by: Yan, Kaiwen, et al.
Published: (2025)
Similar Items
-
M2K-VDG: Model-Adaptive Multimodal Knowledge Anchor Enhanced Video-grounded Dialogue Generation
by: Liu, Hongcheng, et al.
Published: (2024) -
Bridging the Dynamic Perception Gap: Training-Free Draft Chain-of-Thought for Dynamic Multimodal Spatial Reasoning
by: Ou, Siqu, et al.
Published: (2025) -
Cross-Modal Coreference Alignment: Enabling Reliable Information Transfer in Omni-LLMs
by: Liu, Hongcheng, et al.
Published: (2026) -
Drawing the Line: Enhancing Trustworthiness of MLLMs Through the Power of Refusal
by: Wang, Yuhao, et al.
Published: (2024) -
Med-PMC: Medical Personalized Multi-modal Consultation with a Proactive Ask-First-Observe-Next Paradigm
by: Liu, Hongcheng, et al.
Published: (2024)